diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..bd15122
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,311 @@
+"""原生 pytest 的用例身份、进程隔离与共享夹具。
+
+默认使用 OS 防护覆盖收集、驱动及子进程。外部环境必须显式选择；
+完整 ID 绑定登记文件及符号，参数行和 Junit 保留可追溯身份。
+本文件自包含，临时项目复制后验证相同测试入口。
+"""
+
+from __future__ import annotations
+
+import ctypes
+import ctypes.util
+import errno
+import json
+import os
+import socket
+import sys
+from pathlib import Path
+from typing import Any
+
+import pytest
+
+# ---------------------------------------------------------------------------
+# 标记与用例选择
+# ---------------------------------------------------------------------------
+
+外部标记 = ("数据库", "网络", "真实模型", "浏览器", "宿主")
+
+# 执行计数：供会话结束守卫判断“无实际执行”
+_执行计数 = {"passed": 0, "skipped": 0, "failed": 0}
+
+
+def pytest_addoption(parser: pytest.Parser) -> None:
+    组 = parser.getgroup("muse", "Muse 用例选择")
+    组.addoption("--用例清单", default=None, help="显式的完整用例 ID 与目标符号清单")
+    组.addoption(
+        "--外部环境", action="store_true", help="显式允许外部用例；仍按标记选择并使用隔离配置"
+    )
+    组.addoption(
+        "--case",
+        action="append",
+        default=None,
+        metavar="CASE_ID",
+        help="按稳定用例 ID（TC-/NC- 前缀）选择；可多次给出，语义为并集",
+    )
+
+
+def pytest_configure(config: pytest.Config) -> None:
+    for 名 in 外部标记:
+        config.addinivalue_line("markers", f"{名}: 外部环境用例；见 tests/conftest.py")
+
+
+def _读取用例清单(config: pytest.Config) -> list[dict[str, Any]]:
+    指定 = config.getoption("--用例清单")
+    路径 = (
+        Path(指定)
+        if 指定
+        else config.rootpath / "docs/系统架构/新版设计/验证设计/测试用例清单.json"
+    )
+    if not 路径.exists() and not 指定 and not config.getoption("--case"):
+        return []
+    try:
+        清单 = json.loads(路径.read_text(encoding="utf-8"))
+        return [目标 for 旧例 in 清单["cases"] for 目标 in 旧例.get("target_cases", [])] + 清单[
+            "new_cases"
+        ]
+    except (OSError, ValueError, TypeError, KeyError) as exc:
+        raise pytest.UsageError(f"用例清单无效：{路径.name}（{type(exc).__name__}）") from exc
+
+
+def pytest_collection_modifyitems(config: pytest.Config, items: list[pytest.Item]) -> None:
+    登记 = _读取用例清单(config)
+    选择 = config.getoption("--case") or []
+    按ID = {条["case_id"]: 条 for 条 in 登记}
+    请求 = {str(值): str(值).split("[", 1)[0] for 值 in 选择}
+    for 值, 身份 in 请求.items():
+        if 身份 not in 按ID:
+            raise pytest.UsageError(f"--case {值} 未登记，必须使用完整用例 ID")
+    按目标: dict[tuple[str, str], list[dict]] = {}
+    for 条 in 登记:
+        按目标.setdefault((条["file"], 条["symbol"]), []).append(条)
+    保留, 排除, 命中 = [], [], set()
+    for 项 in items:
+        文件 = 项.path.relative_to(config.rootpath).as_posix()
+        符号 = getattr(项, "originalname", None) or 项.name.split("[", 1)[0]
+        参数 = getattr(getattr(项, "callspec", None), "id", None)
+        对应 = [
+            条["case_id"]
+            for 条 in 按目标.get((文件, 符号), [])
+            if not 条.get("parameter_ids") or 参数 in 条["parameter_ids"]
+        ]
+        if len(对应) > 1:
+            raise pytest.UsageError(f"用例身份重叠：{项.nodeid} 对应 {对应}")
+        身份 = 对应[0] if 对应 else None
+        if 身份:
+            项.user_properties.append(("case_id", 身份))
+            if 参数 is not None:
+                项.user_properties.append(("parameter_id", 参数))
+        该项命中 = {
+            值
+            for 值, id_ in 请求.items()
+            if id_ == 身份 and ("[" not in 值 or 值 == f"{身份}[{参数}]")
+        }
+        命中.update(该项命中)
+        if not 选择 or 该项命中:
+            保留.append(项)
+        else:
+            排除.append(项)
+    if set(请求) - 命中:
+        raise pytest.UsageError(f"--case 已登记但未收集：{sorted(set(请求) - 命中)}")
+    if 排除:
+        config.hook.pytest_deselected(items=排除)
+        items[:] = 保留
+
+
+def pytest_sessionstart(session: pytest.Session) -> None:
+    """整个离线进程使用 OS 防护，收集、libpq 与子进程共用相同边界。"""
+    if session.config.getoption("--外部环境"):
+        return
+    if sys.platform == "darwin":
+        库 = ctypes.CDLL("/usr/lib/libsandbox.dylib")
+        初始化 = 库.sandbox_init
+        初始化.argtypes = [ctypes.c_char_p, ctypes.c_uint64, ctypes.POINTER(ctypes.c_char_p)]
+        初始化.restype = ctypes.c_int
+        错误 = ctypes.c_char_p()
+        if 初始化(b"(version 1)(allow default)(deny network*)", 0, ctypes.byref(错误)):
+            raise pytest.UsageError("操作系统离线隔离初始化失败")
+    elif sys.platform.startswith("linux"):
+        路径 = ctypes.util.find_library("seccomp")
+        if not 路径:
+            raise pytest.UsageError("离线测试需要系统 libseccomp；不能无防护运行")
+        库 = ctypes.CDLL(路径)
+        库.seccomp_init.argtypes = [ctypes.c_uint32]
+        库.seccomp_init.restype = ctypes.c_void_p
+        库.seccomp_syscall_resolve_name.argtypes = [ctypes.c_char_p]
+        库.seccomp_rule_add.argtypes = [
+            ctypes.c_void_p,
+            ctypes.c_uint32,
+            ctypes.c_int,
+            ctypes.c_uint,
+        ]
+        库.seccomp_load.argtypes = [ctypes.c_void_p]
+        库.seccomp_release.argtypes = [ctypes.c_void_p]
+        上下文 = 库.seccomp_init(0x7FFF0000)
+        if not 上下文:
+            raise pytest.UsageError("无法创建离线系统调用规则")
+        try:
+            # 禁止建立网络 socket 和所有外部 connect；保留事件循环的内部 socketpair。
+            class 参数条件(ctypes.Structure):
+                _fields_ = [
+                    ("arg", ctypes.c_uint),
+                    ("op", ctypes.c_int),
+                    ("datum_a", ctypes.c_uint64),
+                    ("datum_b", ctypes.c_uint64),
+                ]
+
+            库.seccomp_rule_add_array.argtypes = [
+                ctypes.c_void_p,
+                ctypes.c_uint32,
+                ctypes.c_int,
+                ctypes.c_uint,
+                ctypes.POINTER(参数条件),
+            ]
+            拒绝 = 0x00050000 | errno.EPERM
+            connect = 库.seccomp_syscall_resolve_name(b"connect")
+            socket_call = 库.seccomp_syscall_resolve_name(b"socket")
+            if 库.seccomp_rule_add(上下文, 拒绝, connect, 0):
+                raise pytest.UsageError("无法登记离线连接规则")
+            for family in (socket.AF_INET, socket.AF_INET6):
+                条件 = 参数条件(0, 4, family, 0)  # SCMP_CMP_EQ
+                if 库.seccomp_rule_add_array(上下文, 拒绝, socket_call, 1, ctypes.byref(条件)):
+                    raise pytest.UsageError("无法登记离线网络规则")
+            if 库.seccomp_load(上下文):
+                raise pytest.UsageError("操作系统离线隔离初始化失败")
+        finally:
+            库.seccomp_release(上下文)
+    else:
+        raise pytest.UsageError("当前系统尚无离线进程隔离实现；使用受支持的 macOS 或 Linux 环境")
+
+
+# ---------------------------------------------------------------------------
+# 离线防护：未显式选择外部环境的测试禁止一切 socket 连接
+# ---------------------------------------------------------------------------
+
+
+class 离线连接被拒(RuntimeError):
+    """离线测试尝试建立网络或数据库连接。"""
+
+
+原始connect: Any = socket.socket.connect
+原始connect_ex: Any = socket.socket.connect_ex
+
+
+def _拒绝连接(self: socket.socket, address: Any) -> Any:
+    raise 离线连接被拒(
+        f"离线测试尝试连接 {address!r}；需要外部环境时显式标记 {'/'.join(外部标记)} 并使用对应夹具"
+    )
+
+
+def _安装防护() -> None:
+    socket.socket.connect = _拒绝连接  # type: ignore[method-assign]
+    socket.socket.connect_ex = _拒绝连接  # type: ignore[method-assign]
+
+
+def _卸载防护() -> None:
+    socket.socket.connect = 原始connect  # type: ignore[method-assign]
+    socket.socket.connect_ex = 原始connect_ex  # type: ignore[method-assign]
+
+
+def _需要外部环境(项: pytest.Item) -> bool:
+    标记 = {m.name for m in 项.iter_markers()}
+    return any(名 in 标记 for 名 in 外部标记)
+
+
+@pytest.fixture(autouse=True)
+def 离线防护(request: pytest.FixtureRequest):
+    """默认给所有未选择外部环境的用例安装 socket 防护；用例结束后恢复。"""
+    if _需要外部环境(request.node):
+        yield
+        return
+    _安装防护()
+    try:
+        yield
+    finally:
+        _卸载防护()
+
+
+def pytest_runtest_logreport(report: pytest.TestReport) -> None:
+    if report.when == "call":
+        if report.passed:
+            _执行计数["passed"] += 1
+        elif report.failed:
+            _执行计数["failed"] += 1
+        elif report.skipped:
+            _执行计数["skipped"] += 1
+    elif report.when == "setup" and report.skipped:
+        _执行计数["skipped"] += 1
+
+
+def pytest_sessionfinish(session: pytest.Session, exitstatus: int) -> None:
+    """全跳过不算通过：没有实际执行时改写退出码为 5（无测试运行）。"""
+    if exitstatus == 0 and _执行计数["passed"] == 0 and _执行计数["skipped"] > 0:
+        session.exitstatus = 5
+        print(
+            f"\n守卫：{_执行计数['skipped']} 个用例全部跳过、零实际执行；不计通过（退出码 5）",
+            file=sys.stderr,
+        )
+
+
+# ---------------------------------------------------------------------------
+# 外部环境夹具
+# ---------------------------------------------------------------------------
+
+数据库环境变量 = "MUSE_TEST_DATABASE_URL"
+
+
+@pytest.fixture
+def 隔离数据库URL() -> str:
+    """隔离 PostgreSQL 连接串；缺失时跳过（跳过不计通过）。"""
+    值 = os.environ.get(数据库环境变量, "").strip()
+    if not 值:
+        pytest.skip(
+            f"未设置 {数据库环境变量}；隔离库用例未执行（不计通过）。启动本地库并导出该变量后重跑。"
+        )
+    return 值
+
+
+@pytest.fixture
+def 夹具根() -> Path:
+    """tests/夹具 的绝对路径；供用例读取稳定回归输入。"""
+    根 = Path(__file__).resolve().parent / "夹具"
+    assert 根.is_dir(), f"夹具目录不存在：{根}"
+    return 根
+
+
+@pytest.fixture
+def 应用测试库(隔离数据库URL: str, tmp_path: Path):
+    """跨模块接入测试使用全新库；返回受控文件引用，全部数据为合成数据。"""
+    import uuid
+
+    import psycopg
+    from psycopg import sql
+
+    from muse.共享.调用身份 import 用途
+    from muse.基础设施.数据库.迁移 import 执行迁移
+    from muse.基础设施.数据库.连接 import 数据库工厂
+    from muse.配置 import 数据库引用
+
+    根 = Path(__file__).resolve().parents[1]
+    库名 = "muse_http_" + uuid.uuid4().hex[:12]
+    with psycopg.connect(隔离数据库URL, autocommit=True) as 管理:
+        管理.execute((根 / "数据库/初始化/用途角色.sql").read_text())
+        管理.execute(sql.SQL("CREATE DATABASE {} OWNER muse_maint").format(sql.Identifier(库名)))
+    工厂 = {}
+    try:
+        for 名, 角色 in [
+            (用途.维护, "muse_maint"),
+            (用途.生产, "muse_app"),
+            (用途.评测, "muse_eval"),
+        ]:
+            参数 = psycopg.conninfo.conninfo_to_dict(隔离数据库URL)
+            参数.update(dbname=库名, user=角色)
+            文件 = tmp_path / f"{名.value}.txt"
+            文件.write_text(psycopg.conninfo.make_conninfo(**参数))
+            文件.chmod(0o600)
+            工厂[名] = 数据库工厂(数据库引用("受控存储", str(文件)), 名)
+        with 工厂[用途.维护].连接() as 连:
+            执行迁移(连, 根 / "数据库/迁移")
+        yield 工厂
+    finally:
+        with psycopg.connect(隔离数据库URL, autocommit=True) as 管理:
+            管理.execute(sql.SQL("DROP DATABASE {} WITH (FORCE)").format(sql.Identifier(库名)))
diff --git a/tests/夹具/中文正文.json b/tests/夹具/中文正文.json
new file mode 100644
index 0000000..ce6c5ce
--- /dev/null
+++ b/tests/夹具/中文正文.json
@@ -0,0 +1,126 @@
+{
+  "schema_version": "muse-fixture-chinese-prose-v1",
+  "来源": "合成样例（W01 首批保护夹具）；无真实作品内容",
+  "合同": "docs/系统架构/新版设计/接口契约/正文结构与中文选区.md",
+  "位置语义": "start/end 按 Unicode 码点、左闭右开区间计数",
+  "samples": [
+    {
+      "sample_id": "zh-combining-emoji",
+      "保护点": "组合字符（e+U+0301）、肤色修饰 emoji、ZWJ 序列不被规范化",
+      "paragraphs": [
+        "他写下最后一个字， café́ 的灯光下，念作「卡非」。🧑‍🏽 点了点头。"
+      ],
+      "preserved_expectations": [
+        "段内包含字符 e 与组合分音符 U+0301 分离存储，不得合并为 é",
+        "emoji 家族/肤色序列按原码点序列保留",
+        "全角引号「」与全角标点原样保留"
+      ],
+      "codepoint_lengths": [
+        37
+      ],
+      "selections": [
+        {
+          "paragraph_index": 0,
+          "start": 10,
+          "end": 15,
+          "expected_text": "café́"
+        },
+        {
+          "paragraph_index": 0,
+          "start": 28,
+          "end": 31,
+          "expected_text": "🧑‍🏽"
+        }
+      ]
+    },
+    {
+      "sample_id": "zh-blank-lines",
+      "保护点": "连续空行、段首全角空格、行尾空白在导入/保存/导出中保持",
+      "paragraphs": [
+        "第一段结束。",
+        "",
+        "",
+        "　第二段有全角空格开头。",
+        "第三段。"
+      ],
+      "preserved_expectations": [
+        "空段落数量与位置不变（第 2、3 段为空段落）",
+        "段首全角空格 U+3000 不被剥离"
+      ],
+      "codepoint_lengths": null
+    },
+    {
+      "sample_id": "zh-duplicate-sentence",
+      "保护点": "重复片段不能按任意首次命中替换",
+      "paragraphs": [
+        "他把剑收回鞘中。风停了。他把剑收回鞘中，转身离开。"
+      ],
+      "preserved_expectations": [
+        "第二次出现的「他把剑收回鞘中」不因对第一次的替换而改变"
+      ],
+      "duplicate_spans": [
+        {
+          "paragraph_index": 0,
+          "start": 0,
+          "end": 7,
+          "expected_text": "他把剑收回鞘中"
+        },
+        {
+          "paragraph_index": 0,
+          "start": 12,
+          "end": 24,
+          "expected_text": "他把剑收回鞘中，转身离开"
+        }
+      ],
+      "selections": [
+        {
+          "paragraph_index": 0,
+          "start": 8,
+          "end": 11,
+          "expected_text": "风停了"
+        }
+      ]
+    },
+    {
+      "sample_id": "zh-cross-paragraph-selection",
+      "保护点": "跨段选区显式表达受影响段落，不能折叠为整章偏移",
+      "paragraphs": [
+        "这句话结束于第一段末尾，",
+        "第二段从这里开始。"
+      ],
+      "cross_selection": {
+        "from": {
+          "paragraph_index": 0,
+          "start": 9,
+          "end": 12
+        },
+        "to": {
+          "paragraph_index": 1,
+          "start": 0,
+          "end": 4
+        },
+        "expected_from_text": "末尾，",
+        "expected_to_text": "第二段从"
+      }
+    },
+    {
+      "sample_id": "zh-fullwidth-variants",
+      "保护点": "全角标点、破折号、兼容异体字不被自动规范化",
+      "paragraphs": [
+        "『你确定？』她问——用的是「旧式」引号，和一个 炙 类兼容异体字。"
+      ],
+      "preserved_expectations": [
+        "『』「」—— 及兼容异体字 U+F9FB 原样保留",
+        "正文规范化必须是显式编辑操作，不是保存副作用"
+      ],
+      "selections": [
+        {
+          "paragraph_index": 0,
+          "start": 0,
+          "end": 6,
+          "expected_text": "『你确定？』"
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/夹具/去味/不应修改.yaml b/tests/夹具/去味/不应修改.yaml
new file mode 100644
index 0000000..a100067
--- /dev/null
+++ b/tests/夹具/去味/不应修改.yaml
@@ -0,0 +1,235 @@
+# 新版测试夹具 · 不应修改样例（W01 首批保护夹具）
+# 来源：muse/lifecycle/quality/humanization/samples/snf.yaml（合成/手写样例，原样承接）
+# 用途：不应修改反例回归；不得被生产配置或启用流程反向消费
+
+# 样例库 · snf（合同：专题-09 §8.2；每条必须带标注理由）
+samples:
+- id: snf-m001-01
+  type: snf
+  rules:
+  - m001
+  carrier: narration
+  source: hand_written
+  text: 信纸上只有八个字：【完璧归赵】。她看了三遍。
+  note: 方括号内是引文内容（信纸原文），不是占位符。carve_out 必须生效。
+- id: snf-m002-01
+  type: snf
+  rules:
+  - m002
+  carrier: dialogue
+  source: hand_written
+  text: 仿生人歪了歪头：「作为 AI，我确实不理解人类的难过。」
+  note: 科幻设定内角色对白，自称 AI 是世界观内容。carve_out 必须生效。
+- id: snf-m003-01
+  type: snf
+  rules:
+  - m003
+  carrier: in_text_carrier
+  source: hand_written
+  text: 纸页右下角有一行小字：字数：3024。那是死者留给世界的最后一样东西。
+  note: 作中作（死者遗稿），工程词是剧情内容。carve_out 必须生效。
+- id: snf-m004-01
+  type: snf
+  rules:
+  - m004
+  carrier: in_text_carrier
+  source: hand_written
+  text: 屏幕上跳出一行字：**优先级：最高**。那两个星号红得像血。
+  note: 场内屏幕内容，星号被剧情指涉，是内容不是格式残留。
+- id: snf-l001-01
+  type: snf
+  rules:
+  - l001
+  carrier: in_text_carrier
+  source: hand_written
+  text: 执法堂的告示写得很直白：据统计，近期城中多有邪修出没，各峰谨守门户。
+  note: 场内公文，权威套语是文体惯例。carve_out 必须生效。
+- id: snf-l002-01
+  type: snf
+  rules:
+  - l002
+  carrier: narration
+  source: hand_written
+  text: 值得一提的是，这万宝阁可不是寻常铺子——三百年间，它从没看走眼。
+  note: 评书腔叙述者的有意口癖，声线特征。薄基线确认后保留。
+- id: snf-l003-01
+  type: snf
+  rules:
+  - l003
+  carrier: narration
+  source: hand_written
+  text: 老周眼中闪过一丝精光——第三次了。林晚儿每次看见这眼神，就知道有人要倒霉。
+  note: 「眼中闪过精光」是角色签名动作的有意复用（叙述中明示第三次），承担人物功能。
+- id: snf-sem001-01
+  type: snf
+  rules:
+  - sem001
+  carrier: narration
+  source: hand_written
+  text: 那时谁也不知道，这枚铜钱会掀翻整座青云城。
+  note: 表面是升华句，实为章末钩子+伏笔预告，承担叙事功能，保留。
+- id: snf-l004-01
+  type: snf
+  rules:
+  - l004
+  carrier: narration
+  source: hand_written
+  text: 无论是三年前的羞辱，还是三年前的苦练，还是三年前的等待——都烧成了这一刀里的一个念头。
+  note: 高潮情绪蓄意的排比铺陈，承担节奏功能。carve_out（故意排比的修辞高潮）必须生效。
+- id: snf-s001-01
+  type: snf
+  rules:
+  - s001
+  carrier: narration
+  source: hand_written
+  text: '第一式「破浪」，快。
+
+    第二式「裂石」，狠。
+
+    第三式「静水」，竟慢了下来。'
+  note: 战斗三段同构铺陈，同构本身是节奏意图，第三句是破格反转。carve_out（战斗动作链）必须生效。
+
+- id: snf-l002-02
+  type: snf
+  rules: [l002]
+  carrier: narration
+  source: hand_written
+  text: 值得注意的是，这万宝阁三百年只收一样东西——不是银子，是承诺。
+  note: 与 snf-l002-01 互补：本条使用与规则触发词完全相同的形式（值得注意的是），
+    承担评书腔悬念铺陈功能，测试「相同表面形式触发但仲裁保留」的完整链路。
+- id: snf-s002-01
+  type: snf
+  rules:
+  - s002
+  carrier: narration
+  source: hand_written
+  text: 刀落。血起。人退。城门开。援军到了。
+  note: 战斗高潮用连续短句加速节奏，末句改变信息状态；表面命中 handler，但应由功能仲裁保留。
+- id: snf-d001-01
+  type: snf
+  rules:
+  - d001
+  carrier: narration
+  source: hand_written
+  text: 老周第一次眼中闪过精光，是看见铜钱。第二次眸光微闪，是听见故人名。第三次嘴角勾起，是确认陷阱已经合上。
+  note: 多次微动作各自绑定不同因果并形成三次回环，密度高但承担结构功能，不应逐项清理。
+- id: snf-s003-01
+  type: snf
+  rules:
+  - s003
+  carrier: narration
+  source: hand_written
+  text: 魂兮归来。魂兮归来。魂兮归来。
+  note: 招魂咒语的有意回环，承担仪式功能。carve_out（咒语、口号的有意重复）须经仲裁生效。
+- id: snf-s004-01
+  type: snf
+  rules:
+  - s004
+  carrier: narration
+  source: hand_written
+  text: 所谓灵根，不是资质，而是入口。
+  note: 定义术语的论证核心，对比承担真实概念边界。表面命中，仲裁保留。
+- id: snf-s005-01
+  type: snf
+  rules:
+  - s005
+  carrier: narration
+  source: hand_written
+  text: 刀来的瞬间，他侧身，拔刀，格挡，反手一挥。
+  note: 战斗动作链承担战术与空间功能，每一步都有因果。carve_out（战斗动作链，须人工复核）须经仲裁生效。
+- id: snf-s006-01
+  type: snf
+  rules:
+  - s006
+  carrier: narration
+  source: hand_written
+  text: 阵法以灵石为引，这确保了灵力运转不辍。
+  note: 解释分句承担必要因果（灵石为何不可缺），删除会断设定逻辑。仲裁保留。
+- id: snf-s007-01
+  type: snf
+  rules:
+  - s007
+  carrier: narration
+  source: hand_written
+  text: '风起于青萍之末。
+
+    浪成于微澜之间。
+
+    剑藏于匣中之鸣。
+
+    人隐于市井之喧。
+
+    '
+  note: 骈体铺陈是有意形式，段长均匀本身是修辞目的。carve_out（有意的排比与骈体铺陈）须经仲裁生效。
+- id: snf-l005-01
+  type: snf
+  rules:
+  - l005
+  carrier: in_text_carrier
+  source: hand_written
+  text: 执法堂的榜文写得明白：【数据显示，近月灵气潮汐有异，各峰谨守门户。】
+  note: 场内榜文，数据表述是文书惯例。carve_out（场内文书）必须生效。
+- id: snf-l006-01
+  type: snf
+  rules:
+  - l006
+  carrier: narration
+  source: hand_written
+  text: 他调试着法阵的闭环，确认每一环都能对上。
+  note: 「闭环」是设定内的技术对象（法阵结构术语），不是语域漂移。仲裁保留。
+- id: snf-d002-01
+  type: snf
+  rules:
+  - d002
+  carrier: narration
+  source: hand_written
+  text: 话说这一日，万宝阁来了位稀客。且说这位客人，进门先笑。再说那伙计，眼睛一亮。
+  note: 评书腔转场是叙述者声线特征，成簇属文体惯例。薄基线确认后保留。
+- id: snf-d003-01
+  type: snf
+  rules:
+  - d003
+  carrier: narration
+  source: hand_written
+  text: 然而他没有回头。
+  note: 单个「然而」承担真实转折，密度远低于阈值，不触发。
+- id: snf-d004-01
+  type: snf
+  rules:
+  - d004
+  carrier: narration
+  source: hand_written
+  text: 她梦见云，云仿佛海；海仿佛镜子；镜子仿佛冰；冰里仿佛站着十年前的自己；自己仿佛十年前那盏灯。
+  note: 梦境段比喻密集承担世界观功能，顶真回环是梦的逻辑。carve_out（梦境与幻觉段落）须经仲裁生效。
+- id: snf-d005-01
+  type: snf
+  rules:
+  - d005
+  carrier: narration
+  source: hand_written
+  text: 这一战的关键在人心。
+  note: 单个「关键」指向具体的战局判断，密度远低于阈值，不触发。
+- id: snf-d006-01
+  type: snf
+  rules:
+  - d006
+  carrier: narration
+  source: hand_written
+  text: 与此同时，刀落了。
+  note: 单次使用标记真实的并置蒙太奇，无重复，不触发。
+- id: snf-sem002-01
+  type: snf
+  rules:
+  - sem002
+  carrier: dialogue
+  source: hand_written
+  text: 「所谓筑基，先筑其心，后筑其体。都坐下，今日讲到这里。」先生合上了书。
+  note: 授课场景的讲解是角色职业行为，讲解者型人物豁免。carve_out 须经仲裁生效。
+- id: snf-sem003-01
+  type: snf
+  rules:
+  - sem003
+  carrier: narration
+  source: hand_written
+  text: 他很高兴。
+  note: 低强度情绪直写干净利落，无需承载。carve_out（低强度情绪的直接命名）生效。
diff --git a/tests/夹具/去味/仅哈希回填.yaml b/tests/夹具/去味/仅哈希回填.yaml
new file mode 100644
index 0000000..a668389
--- /dev/null
+++ b/tests/夹具/去味/仅哈希回填.yaml
@@ -0,0 +1,84 @@
+# 新版测试夹具 · 仅哈希回填（W01 首批保护夹具）
+# 来源：muse/lifecycle/quality/humanization/skills/记录机器味案例/references/fixtures/backfill-hash-only.yaml（合成样例，原样承接）
+# 用途：仅哈希回填行为回归；不得被生产配置或启用流程反向消费
+
+schema_version: ai-flavor-case-v1
+cards:
+  - schema_version: ai-flavor-case-v1
+    id: case-backfill-jpxh-stock-expression-001
+    card_type: ai_flavor_case
+    state: shadow
+    label: unclassified
+    layer: lexical
+    carrier: unknown
+    capture_mode: backfill
+    excerpt: ''
+    context: ''
+    source:
+      kind: existing_work
+      license: research_only
+      source_sha256: b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e
+      excerpt_sha256: 109835f69abc25b5c26ee1ed02a65957bd26407232125bad59dc4f0502a8eec1
+      source_ref: 小说清单/机破星河_当年离歌.txt
+      location: {line_start: 5955, line_end: 5955, char_start: 95420, char_end: 95436, column_start: 4, column_end: 20}
+      surface_location: {line_start: 5955, line_end: 5955, char_start: 95423, char_end: 95427, column_start: 7, column_end: 11}
+      work_ref: ref-work-机破星河
+    observation:
+      pattern_key: lexical.stock_micro_expression
+      surface: 嘴角勾起
+      diagnosis: 库存微表情候选；需检查是否是角色签名动作或场景独有反应。
+      function_check: [是否承担具体叙事功能, 是否是角色/场内载体的有意声线]
+      risk_if_changed: 未经上下文复核直接删除可能损失人物声音、伏笔或节奏。
+      suggested_action: 保留 shadow，回到受控原文复核。
+  - schema_version: ai-flavor-case-v1
+    id: case-backfill-jpxh-atmosphere-001
+    card_type: ai_flavor_case
+    state: shadow
+    label: unclassified
+    layer: lexical
+    carrier: unknown
+    capture_mode: backfill
+    excerpt: ''
+    context: ''
+    source:
+      kind: existing_work
+      license: research_only
+      source_sha256: b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e
+      excerpt_sha256: 3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5
+      source_ref: 小说清单/机破星河_当年离歌.txt
+      location: {line_start: 46431, line_end: 46431, char_start: 574508, char_end: 574547, column_start: 68, column_end: 107}
+      surface_location: {line_start: 46431, line_end: 46431, char_start: 574529, char_end: 574535, column_start: 89, column_end: 95}
+      work_ref: ref-work-机破星河
+    observation:
+      pattern_key: lexical.abstract_atmosphere
+      surface: 空气仿佛凝固
+      diagnosis: 抽象气氛候选；需检查是否有具体感官或场面功能支撑。
+      function_check: [是否承担具体叙事功能, 是否只是空泛气氛标签]
+      risk_if_changed: 直接删改可能抹掉高潮节奏或群体反应。
+      suggested_action: 保留 shadow，回到受控原文复核。
+  - schema_version: ai-flavor-case-v1
+    id: case-backfill-xhsm-stock-expression-001
+    card_type: ai_flavor_case
+    state: shadow
+    label: unclassified
+    layer: lexical
+    carrier: unknown
+    capture_mode: backfill
+    excerpt: ''
+    context: ''
+    source:
+      kind: existing_work
+      license: research_only
+      source_sha256: dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59
+      excerpt_sha256: 02a168cf14ed2445845536b1131dfd70f67cd654e691278497af8d4e1a6523e1
+      source_ref: 小说清单/星环使命(虚伪王庭).txt
+      location: {line_start: 10694, line_end: 10694, char_start: 312102, char_end: 312152, column_start: 0, column_end: 50}
+      surface_location: {line_start: 10694, line_end: 10694, char_start: 312112, char_end: 312118, column_start: 10, column_end: 16}
+      work_ref: ref-work-星环使命
+    observation:
+      pattern_key: lexical.stock_micro_expression
+      surface: 嘴角微微上扬
+      diagnosis: 与其他作品出现同类表面形式；不能仅凭跨书频次认定应修。
+      function_check: [是否为角色签名动作, 是否在本段承担关系推进]
+      risk_if_changed: 误删可能抹平角色差异。
+      suggested_action: 等待正反证据和人工标注。
diff --git a/tests/夹具/去味/修坏反例.yaml b/tests/夹具/去味/修坏反例.yaml
new file mode 100644
index 0000000..e740a47
--- /dev/null
+++ b/tests/夹具/去味/修坏反例.yaml
@@ -0,0 +1,329 @@
+# 新版测试夹具 · 修坏反例（W01 首批保护夹具）
+# 来源：muse/lifecycle/quality/humanization/samples/regression.yaml（合成/手写样例，原样承接）
+# 用途：修坏回归保护；不得被生产配置或启用流程反向消费
+
+# 样例库 · regression（合同：专题-09 §8.2；每条必须带标注理由）
+samples:
+- id: reg-001
+  type: regression
+  rules:
+  - sem001
+  carrier: narration
+  source: hand_written
+  text: '原文：那时谁也不知道，这枚铜钱会掀翻整座青云城。
+
+    模拟坏改写：那年秋分的夜里，谁也不知道，这枚铜钱会掀翻整座青云城。
+
+    '
+  note: '事故说明：为「具体化」新增原文没有的日期「那年秋分的夜里」。
+
+    事实污染，硬门应拦；对应专题-09 禁止清单「为具体化新增日期」。
+
+    '
+- id: reg-002
+  type: regression
+  rules:
+  - sem001
+  carrier: narration
+  source: hand_written
+  text: '原文：林晚儿猜不出伙计在想什么。
+
+    模拟坏改写：林晚儿猜不出，伙计早已悄悄传讯给了上峰。
+
+    '
+  note: '事故说明：限知视角（林晚儿）写出只有伙计知道的信息。
+
+    POV 泄漏，硬门应拦。
+
+    '
+- id: reg-003
+  type: regression
+  rules:
+  - sem001
+  - m001
+  carrier: dialogue
+  source: hand_written
+  text: '原文：老周把铜钱往柜台上一推，声音忽然压低：「它传了三千年。」
+
+    模拟坏改写：老周把铜钱往柜台上一推：「这是古玄鸟国的国玺，传了三千年。」
+
+    '
+  note: '事故说明：铜钱来历是未回收伏笔，改写提前揭示。
+
+    伏笔前移，硬门应拦；信息揭示时机属不变量。
+
+    '
+- id: reg-004
+  type: regression
+  rules: []
+  carrier: dialogue
+  source: hand_written
+  text: '原文：「姑娘，这东西值三百两银子。」
+
+    模拟坏改写：「姑娘，这东西值三百五十两银子。」
+
+    '
+  note: '事故说明：数字被「润色」篡改。硬门数字比对必须拦下。
+
+    '
+- id: reg-005
+  type: regression
+  rules:
+  - l003
+  carrier: dialogue
+  source: hand_written
+  text: '原文：「三百年？我说小子，你这铺子也就立了三百年——」
+
+    模拟坏改写：「三百年？你这铺子也就立了三百年——」
+
+    '
+  note: '事故说明：把老周口癖「我说小子」当套话删除，人物声音漂移。
+
+    口癖在薄基线 untouchable 登记；声音门应拦。
+
+    '
+- id: reg-006
+  type: regression
+  rules: []
+  carrier: in_text_carrier
+  source: hand_written
+  text: '原文：【物品：无法识别｜等级：待定｜建议操作：上报上峰】
+
+    模拟坏改写：【此物暂时无法识别，等级也无法判定，建议上报上峰。】
+
+    '
+  note: '事故说明：系统面板机械语被改成口语，破坏场内载体惯例。
+
+    场内载体是豁免区，应整体不动。
+
+    '
+- id: reg-m002-01
+  type: regression
+  rules:
+  - m002
+  carrier: narration
+  source: hand_written
+  text: '原文：夜色沉了下来，街灯一盏接一盏亮起。抱歉，我无法继续这个故事。
+
+    模拟坏改写：夜色沉了下来，街灯一盏接一盏亮起。她裹紧衣领，走进了巷子深处。'
+  note: 事故说明：为去掉尾部拒绝句，改写者自行续写新动作「走进巷子深处」。禁止新增内容（原则 5）；正确做法是重新生成该段。
+- id: reg-m003-01
+  type: regression
+  rules:
+  - m003
+  carrier: narration
+  source: hand_written
+  text: '原文：她关上门。字数：3024。
+
+    模拟坏改写：她关上了。字数：3024。'
+  note: '事故说明：删除工程词时 span 扩展示例吞掉正文末字（「门」被截）。span 扩展只允许紧邻标点（U0 修正 #6），不得吞任何语义字符。'
+- id: reg-m004-01
+  type: regression
+  rules:
+  - m004
+  carrier: in_text_carrier
+  source: hand_written
+  text: '原文：屏幕上跳出一行字：**优先级：最高**。那两个星号红得像血。
+
+    模拟坏改写：屏幕上跳出一行字：优先级：最高。那两个星号红得像血。'
+  note: 事故说明：星号是剧情指涉内容（见 snf-m004-01），删除后与「那两个星号」自相矛盾。误修 SNF 是内容损失。
+- id: reg-l001-01
+  type: regression
+  rules:
+  - l001
+  carrier: narration
+  source: hand_written
+  text: '原文：研究表明，能进这种地方的修士，多半背景不凡。
+
+    模拟坏改写：能进这种地方的修士，背景都不凡。'
+  note: 事故说明：删套语时连同模态对冲「多半」一起改掉，推测变成断言。程度与不确定性属硬不变量，应拦。
+- id: reg-l002-01
+  type: regression
+  rules:
+  - l002
+  carrier: narration
+  source: hand_written
+  text: '原文：值得注意的是，万宝阁在青云城立了三百年。
+
+    模拟坏改写：其实，万宝阁在青云城立了三百年，这是城里谁都知道的事。'
+  note: 事故说明：删空洞元话语后为顺口新增连接词「其实」与背景句。禁止新增内容。
+- id: reg-l004-01
+  type: regression
+  rules:
+  - l004
+  carrier: narration
+  source: hand_written
+  text: '原文：无论是伙计的讥笑，还是看客的沉默，似乎都在这一刻定格了。三天后，这件事被摆进了执法堂的晨会。
+
+    模拟坏改写：三天后，这件事被摆进了执法堂的晨会。'
+  note: 事故说明：压缩套句时把后续句一并删除（span 扩展越界）。信息损失；结构校验应拦。
+- id: reg-s001-01
+  type: regression
+  rules:
+  - s001
+  carrier: narration
+  source: hand_written
+  text: '原文：（连续三段同构点题段）
+
+    模拟坏改写：（三段整组换词重写成一个长段）'
+  note: 事故说明：借「打散同构段组」做整组重写。结构重写只出提案、须显式批准（专题-09 §5.4 阶梯顶端）；局部问题只能局部修。
+- id: reg-s002-01
+  type: regression
+  rules:
+  - s002
+  carrier: narration
+  source: hand_written
+  text: '原文：刀落。血起。人退。城门开。
+
+    模拟坏改写：刀锋落下时鲜血随之飞起，众人因此后退，城门也在这一刻缓缓开启。'
+  note: 事故说明：为消除短句把高潮节奏整段摊平，并新增「缓缓」等原文没有的动作质感；只能局部提案。
+- id: reg-d001-01
+  type: regression
+  rules:
+  - d001
+  carrier: narration
+  source: hand_written
+  text: '原文：她嘴角微微上扬。
+
+    模拟坏改写：她闻到潮湿木头的气味，指尖也跟着发凉。'
+  note: 事故说明：为替换库存微动作凭空新增嗅觉与触觉细节，把一种模板换成另一种 humanizer 模板。
+- id: reg-s003-01
+  type: regression
+  rules:
+  - s003
+  carrier: narration
+  source: hand_written
+  text: '原文：那一刻，他想起师父。那一刻，他想起铜钱。那一刻，他想起雨夜。
+
+    模拟坏改写：他想起师父的叮嘱，想起铜钱，想起雨夜里的那扇门。'
+  note: 事故说明：为消除句首重复整组改写，并新增原文没有的细节「那扇门」。禁止新增内容，硬门应拦。
+- id: reg-s004-01
+  type: regression
+  rules:
+  - s004
+  carrier: dialogue
+  source: hand_written
+  text: '原文：老周说，这不是买卖，是托付。
+
+    模拟坏改写：老周说，这是托付——买卖只论价钱，托付才见人心。'
+  note: 事故说明：把对比句扩写成解释，新增原文没有的论证「买卖只论价钱」。禁止新增内容，应拦。
+- id: reg-s005-01
+  type: regression
+  rules:
+  - s005
+  carrier: narration
+  source: hand_written
+  text: '原文：他走过去，拿起钥匙，开门。
+
+    模拟坏改写：他走过去，开门。'
+  note: 事故说明：「拿起钥匙」是后文复用的伏笔动作；压缩动作清单时删掉必要步骤，情节断链。结构校验应拦。
+- id: reg-s006-01
+  type: regression
+  rules:
+  - s006
+  carrier: narration
+  source: hand_written
+  text: '原文：他守了三年，这说明了铜钱值得守。
+
+    模拟坏改写：铜钱值得守。'
+  note: 事故说明：删分析尾巴时把事实前提「守了三年」一并吞掉。信息损失，结构校验应拦。
+- id: reg-s007-01
+  type: regression
+  rules:
+  - s007
+  carrier: narration
+  source: hand_written
+  text: '原文：清晨的青云城很安静，街上没什么人。午后的万宝阁很安静，柜上没什么事。傍晚的执法堂很安静，堂里没什么案。入夜的醉仙楼很安静，楼上没什么客。
+
+    模拟坏改写：清晨的青云城很安静。午后伙计在门口卸货，万宝阁来了三拨客人，柜上记了三笔账。傍晚执法堂升堂问了一桩旧案。入夜的醉仙楼很安静。'
+  note: 事故说明：为打破段长均匀，新增「卸货、三拨客人、升堂问案」等原文没有的事件。禁止新增内容，应拦。
+- id: reg-l005-01
+  type: regression
+  rules:
+  - l005
+  carrier: narration
+  source: hand_written
+  text: '原文：大家都知道，夜路走多了总会遇见鬼。
+
+    模拟坏改写：据《青云异闻录》记载，夜路走多了总会遇见鬼。'
+  note: 事故说明：为「补来源」编造不存在的书名。来源编造，硬门应拦。
+- id: reg-l006-01
+  type: regression
+  rules:
+  - l006
+  carrier: dialogue
+  source: hand_written
+  text: '原文：「这个闭环，是祖师传下的规矩。」
+
+    模拟坏改写：「这个流程，是祖师传下的规矩。」'
+  note: 事故说明：把角色的职业术语替换成叙述者通用词，人物声音漂移。声音门应拦。
+- id: reg-d002-01
+  type: regression
+  rules:
+  - d002
+  carrier: narration
+  source: hand_written
+  text: '原文：值得注意的是，铜钱在发抖。更重要的是，它在发烫。
+
+    模拟坏改写：铜钱在发抖，铜钱在发烫，它似乎认出了故人。'
+  note: 事故说明：批量删套话簇时联想续写，新增原文没有的伏笔「认出故人」。禁止新增内容，应拦。
+- id: reg-d003-01
+  type: regression
+  rules:
+  - d003
+  carrier: narration
+  source: hand_written
+  text: '原文：他本可以走。然而他留下了。
+
+    模拟坏改写：他本可以走，他留下了。'
+  note: 事故说明：删除「然而」使转折关系变成并列，逻辑语义改变。模态与逻辑不变量应拦。
+- id: reg-d004-01
+  type: regression
+  rules:
+  - d004
+  carrier: narration
+  source: hand_written
+  text: '原文：月光像霜。这霜是她十年前的那一场。
+
+    模拟坏改写：月光落在地上。'
+  note: 事故说明：把库存比喻删除，但「霜」是主题意象链的起点（后文以霜呼应）。意象链断裂，声音与意象门应拦。
+- id: reg-d005-01
+  type: regression
+  rules:
+  - d005
+  carrier: narration
+  source: hand_written
+  text: '原文：阵眼是整座大阵的核心。
+
+    模拟坏改写：阵眼是整座大阵最重要的部位，也是灵力流转的中枢。'
+  note: 事故说明：同义替换抽象词时新增判断「灵力流转的中枢」。禁止新增内容，应拦。
+- id: reg-d006-01
+  type: regression
+  rules:
+  - d006
+  carrier: narration
+  source: hand_written
+  text: '原文：与此同时，铜钱第三次亮了。
+
+    模拟坏改写：铜钱第三次亮了。'
+  note: 事故说明：删除「与此同时」丢失与另一条线的同时性，时间线关系受损。时间锚点应拦。
+- id: reg-sem002-01
+  type: regression
+  rules:
+  - sem002
+  carrier: dialogue
+  source: hand_written
+  text: '原文：「记住，阁里的东西，一件都碰不得。」当晚他喝多了，伸手就去摸那尊玉佛。
+
+    模拟坏改写：当晚他喝多了，伸手就去摸那尊玉佛。'
+  note: 事故说明：把警告对白当说明书整段删除；该句既是规矩又是伏笔，删除后伏笔断链。结构校验应拦。
+- id: reg-sem003-01
+  type: regression
+  rules:
+  - sem003
+  carrier: narration
+  source: hand_written
+  text: '原文：她很紧张。
+
+    模拟坏改写：她很紧张，手心出汗，把茶盏都捏出了裂纹。'
+  note: 事故说明：为让情绪「有承载」新增原文没有的强度细节「捏出裂纹」。禁止新增内容，应拦。
diff --git a/tests/夹具/去味/历史回填样例.yaml b/tests/夹具/去味/历史回填样例.yaml
new file mode 100644
index 0000000..6a58cd9
--- /dev/null
+++ b/tests/夹具/去味/历史回填样例.yaml
@@ -0,0 +1,36 @@
+# 新版测试夹具 · 历史回填样例（W01 首批保护夹具）
+# 来源：muse/lifecycle/quality/humanization/cards/backfill-example.yaml（合成样例，原样承接，无凭据无生产默认值）
+# 用途：历史回填行为回归；不得被生产配置或启用流程反向消费
+
+# 案例卡示例（默认 shadow）。这是用户自有/获授权文本的结构示例，不是 active 规则。
+cards:
+  - schema_version: ai-flavor-case-v1
+    id: card-backfill-l002-001
+    card_type: ai_flavor_case
+    state: shadow
+    label: unclassified
+    layer: lexical
+    carrier: narration
+    capture_mode: backfill
+    excerpt: "值得注意的是，门外已经下起了雨。"
+    context: "她把伞递过去。值得注意的是，门外已经下起了雨。两人谁也没说话。"
+    source:
+      kind: existing_work
+      license: owned
+      work_ref: work-demo-001
+      source_sha256: "78ba8e4e31715f1d0e5d5432f6e5dcea3c00efd78850b5eb9da0e7c60c30a322"
+      text_hash: "sha256:78ba8e4e31715f1d0e5d5432f6e5dcea3c00efd78850b5eb9da0e7c60c30a322"
+      excerpt_sha256: "38a22f04c9914021d1bde59c3d554e4e6adb4a6252a4b170cf1a1d051c2e3249"
+      excerpt_hash: "sha256:38a22f04c9914021d1bde59c3d554e4e6adb4a6252a4b170cf1a1d051c2e3249"
+      location: "chapter-003:paragraph-12"
+    observation:
+      pattern_key: lexical.meta_disclaimer
+      surface: "值得注意的是"
+      diagnosis: "待作者确认是否只是信息提示，不能仅凭表面形式判为应修。"
+      pattern: "无功能元话语位于叙述句开头"
+      rationale: "待作者确认是否只是信息提示，不能仅凭表面形式判为应修。"
+      function_check:
+        - "是否承担转折或信息提示"
+        - "是否为角色/场内文书声线"
+      risk_if_changed: "删除可能削弱段落转折，改写可能引入未确认因果。"
+      suggested_action: "保留 shadow，补充上下文后再标注。"
diff --git a/tests/夹具/去味/应该修改.yaml b/tests/夹具/去味/应该修改.yaml
new file mode 100644
index 0000000..8f07400
--- /dev/null
+++ b/tests/夹具/去味/应该修改.yaml
@@ -0,0 +1,228 @@
+# 新版测试夹具 · 应该修改样例（W01 首批保护夹具）
+# 来源：muse/lifecycle/quality/humanization/samples/sf.yaml（合成/手写样例，原样承接）
+# 用途：应修改正例回归；不得被生产配置或启用流程反向消费
+
+# 样例库 · sf（合同：专题-09 §8.2；每条必须带标注理由）
+samples:
+- id: sf-m001-01
+  type: sf
+  rules:
+  - m001
+  carrier: narration
+  source: hand_written
+  text: 林晚儿展开信纸。[占位：信件内容待补充] 她的脸色变了。
+  note: 占位符残留在正文，无内容承诺，确定性删除。
+- id: sf-m002-01
+  type: sf
+  rules:
+  - m002
+  carrier: narration
+  source: synthetic
+  text: 夜色沉了下来，街灯一盏接一盏亮起。抱歉，我无法继续这个故事。
+  note: 模型拒绝句残留在正文末尾，确定性删除或重新生成。
+- id: sf-m003-01
+  type: sf
+  rules:
+  - m003
+  carrier: narration
+  source: hand_written
+  text: 字数：3024。更新时间：2026-08-12 14:00。
+  note: 工程元数据泄漏进正文，确定性删除。
+- id: sf-m004-01
+  type: sf
+  rules:
+  - m004
+  carrier: narration
+  source: hand_written
+  text: '**长风吹过原野**，火把的光晃了一下。'
+  note: Markdown 加粗残留，去符号保内容。
+- id: sf-l001-01
+  type: sf
+  rules:
+  - l001
+  carrier: narration
+  source: synthetic
+  text: 研究表明，能进这种地方的修士，多半背景不凡。
+  note: 叙述者声音里的无源权威套语，无信息支撑，删除套语。
+- id: sf-l002-01
+  type: sf
+  rules:
+  - l002
+  carrier: narration
+  source: synthetic
+  text: 值得注意的是，万宝阁在青云城立了三百年，从没人敢在这里讨价还价。
+  note: 空洞元话语，删除后句子信息不变。
+- id: sf-l003-01
+  type: sf
+  rules:
+  - l003
+  carrier: narration
+  source: synthetic
+  text: 伙计的嘴角微微上扬，眼中闪过一丝精光。
+  note: 两个库存微表情叠加，无场景独有信息，应换具体动作或删除。
+- id: sf-l004-01
+  type: sf
+  rules:
+  - l004
+  carrier: narration
+  source: synthetic
+  text: 无论是伙计的讥笑，还是看客的沉默，似乎都在这一刻定格了。
+  note: 三段式排比套句，压缩为单一陈述。
+- id: sf-s001-01
+  type: sf
+  rules:
+  - s001
+  carrier: narration
+  source: synthetic
+  text: '鉴宝会最重要的，是眼力。这一行规矩多，但归根结底就一个字：看。看得真，看得假，都在一念之间。
+
+    拍卖会最重要的，是定力。这一行门道多，但归根结底就一个字：等。等时机，等行情，都在一口气之间。
+
+    议价最重要的，是底线。这一行话术多，但归根结底就一个字：稳。稳得住价，稳得住势，都在一句话之间。
+
+    '
+  note: 连续三段同构（点题+展开+收束），信息密度低，打散其中一到两段。
+- id: sf-sem001-01
+  type: sf
+  rules:
+  - sem001
+  carrier: narration
+  source: synthetic
+  text: 林晚儿放下茶盏，没有再多说什么。也许这就是命运吧，总在人不经意的时候，悄悄安排好了一切。
+  note: 末句脱离场景转向抽象命运评注，不承担钩子，删除升华句。
+- id: sf-s002-01
+  type: sf
+  rules:
+  - s002
+  carrier: narration
+  source: synthetic
+  text: 她停下。门开了。灯灭了。雨落下。他没来。
+  note: 五个无破格、无高潮功能的短句连续铺排，形成模板化碎句；只需局部合并，不得整段重写。
+- id: sf-d001-01
+  type: sf
+  rules:
+  - d001
+  carrier: narration
+  source: synthetic
+  text: 伙计嘴角微微上扬。林晚儿眼中闪过一丝光。老周眸光微闪。门外的人心脏猛地一跳。
+  note: 五百字窗口内连续堆放库存微动作，动作没有各自的场景因果，适合作为密度异常候选。
+- id: sf-s003-01
+  type: sf
+  rules:
+  - s003
+  carrier: narration
+  source: synthetic
+  text: 那一刻，他想起师父。那一刻，他想起铜钱。那一刻，他想起雨夜。
+  note: 句首「那一刻，」连续三次模板化闪回，无信息递进；改写其中一到两句句首。
+- id: sf-s004-01
+  type: sf
+  rules:
+  - s004
+  carrier: narration
+  source: synthetic
+  text: 这不是失败，而是考验。不只是考验，更是机缘。
+  note: 二元对比骨架连续制造顿悟，无真实辩驳内容；改写其中一处句式。
+- id: sf-s005-01
+  type: sf
+  rules:
+  - s005
+  carrier: narration
+  source: synthetic
+  text: 他走过去，拿起包裹，转身，抬头，点头。
+  note: 摄像头式逐帧动作清单，无因果、无选择、无情绪变化；删无功能步骤。
+- id: sf-s006-01
+  type: sf
+  rules:
+  - s006
+  carrier: narration
+  source: synthetic
+  text: 他每日寅时练刀，这体现了他的自律。今日刀法精进，反映出坚持不懈的精神。
+  note: 句末追加无新事实的解释分句，删除尾巴保留事实。
+- id: sf-s007-01
+  type: sf
+  rules:
+  - s007
+  carrier: narration
+  source: synthetic
+  text: '清晨的青云城很安静，街上没什么人。
+
+    午后的万宝阁很安静，柜上没什么事。
+
+    傍晚的执法堂很安静，堂里没什么案。
+
+    入夜的醉仙楼很安静，楼上没什么客。
+
+    '
+  note: 四段段长一致、概述同构、无信息推进，模板化铺排；拆散其中一到两段。
+- id: sf-l005-01
+  type: sf
+  rules:
+  - l005
+  carrier: narration
+  source: synthetic
+  text: 专家指出，筑基丹不宜多用。业内人士认为，万宝阁此举意在立威。
+  note: 无源权威包装连续出现，无来源无数据；删套语保信息，不得补造来源。
+- id: sf-l006-01
+  type: sf
+  rules:
+  - l006
+  carrier: narration
+  source: synthetic
+  text: 这一仗要打出闭环，抓手是剑阵，兜底的是护山大阵。
+  note: 商务黑话进入叙述，语域漂移；换世界观内的说法。
+- id: sf-d002-01
+  type: sf
+  rules:
+  - d002
+  carrier: narration
+  source: synthetic
+  text: 值得注意的是，万宝阁从不还价。不仅如此，它从不出错。更重要的是，今晚会有一场大戏。
+  note: 元话语在三百字内成簇，信息密度低；只处理无功能套话，不逐项同义替换。
+- id: sf-d003-01
+  type: sf
+  rules:
+  - d003
+  carrier: narration
+  source: synthetic
+  text: 他没有死。然而，传承丢了。此外，剑也断了。在此基础上，他还被逐出了师门。与此同时，消息已经传遍了青云城。
+  note: 连接词成簇，叙述读起来像汇报；只删不承担逻辑关系的连接词。
+- id: sf-d004-01
+  type: sf
+  rules:
+  - d004
+  carrier: narration
+  source: synthetic
+  text: 月光仿佛水一样洒下来。她的眼睛宛如星星。她的笑容好似春风。她的心恰似被什么轻轻撞了一下。整个人如同飘在云上。
+  note: 六百字内五个库存比喻连排，没有各自承担的感知；只删无功能比喻。
+- id: sf-d005-01
+  type: sf
+  rules:
+  - d005
+  carrier: narration
+  source: synthetic
+  text: 修行的关键是持续。核心是信念。全面提升修为，有效推动突破，进一步优化心境，强化根基。
+  note: 高频抽象词在近窗口过密，全段没有具体的人和物；落到具体细节。
+- id: sf-d006-01
+  type: sf
+  rules:
+  - d006
+  carrier: narration
+  source: synthetic
+  text: 与此同时，铜钱在发抖。与此同时，老周变了脸色。与此同时，门外的风停了。
+  note: 转场填充短语机械重复，并无真实多线并进；换具体并置写法。
+- id: sf-sem002-01
+  type: sf
+  rules:
+  - sem002
+  carrier: dialogue
+  source: synthetic
+  text: 「让我说说这铜钱的来历。它是古玄鸟国的国玺，传了三千年，历代单传，认主需以血祭。」
+  note: 台词只负责倾倒设定，无场景动机、无对象反应；拆进冲突或移入叙述。
+- id: sf-sem003-01
+  type: sf
+  rules:
+  - sem003
+  carrier: narration
+  source: synthetic
+  text: 他很愤怒。她感到复杂。气氛十分紧张。
+  note: 连续直接命名情绪，无动作、选择、对话或感知承载；改为可感知的承载。
diff --git a/tests/夹具/去味/确认样例.yaml b/tests/夹具/去味/确认样例.yaml
new file mode 100644
index 0000000..e7fcf23
--- /dev/null
+++ b/tests/夹具/去味/确认样例.yaml
@@ -0,0 +1,60 @@
+# 新版测试夹具 · 确认样例（W01 首批保护夹具）
+# 来源：muse/lifecycle/quality/humanization/skills/记录机器味案例/references/fixtures/canonical-samples.yaml（合成样例，原样承接）
+# 用途：确认行为回归；不得被生产配置或启用流程反向消费
+
+schema_version: ai-flavor-case-v1
+cards:
+  - schema_version: ai-flavor-case-v1
+    id: case-synthetic-meta-001
+    card_type: ai_flavor_case
+    state: canonical
+    label: sf
+    layer: lexical
+    carrier: narration
+    capture_mode: synthetic
+    excerpt: 值得注意的是，门外下雨了。
+    context: 她抬头看了眼窗缝。值得注意的是，门外下雨了。她继续翻账本。
+    source:
+      kind: synthetic
+      license: synthetic
+      source_sha256: 6783305da4b565a52e97a2bbf99e7c1b2150eaf6d5598df14209ff009cb56338
+      excerpt_sha256: dd5a51981e22ca2c07be6b2f74bce7876a2bddcdafc22e173ac1138a92cfb1fc
+      source_ref: synthetic://ai-flavor-v1/meta-001
+      location: {line_start: 1, line_end: 1, char_start: 9, char_end: 22, column_start: 9, column_end: 22}
+      surface_location: {line_start: 1, line_end: 1, char_start: 9, char_end: 15, column_start: 9, column_end: 15}
+      work_ref: synthetic-work-a
+    observation:
+      pattern_key: lexical.meta_disclaimer
+      surface: 值得注意的是
+      diagnosis: 删除元话语后事实和动作不变，当前样例判定为应修。
+      function_check: [是否承担叙述者声线, 删除后信息是否保持]
+      risk_if_changed: 若属于固定评书腔，直接删除会损失声线。
+      suggested_action: 删除或改为具体动作，待任务声线合同复核。
+    review: {reviewer: fixture-review, note: 合成对照，确认本段没有额外功能}
+  - schema_version: ai-flavor-case-v1
+    id: case-synthetic-meta-002
+    card_type: ai_flavor_case
+    state: canonical
+    label: snf
+    layer: lexical
+    carrier: narration
+    capture_mode: synthetic
+    excerpt: 值得注意的是，这家茶馆只收旧账。
+    context: 说书人敲了敲桌面：值得注意的是，这家茶馆只收旧账。听众安静下来。
+    source:
+      kind: synthetic
+      license: synthetic
+      source_sha256: f9e0e88c10c1a199143431c5d7cb93e9159d117a6ad32763c32c243a751a654d
+      excerpt_sha256: 0468e1fc6513d05e6e809ded793ec951b76abc329dfd8c1f3796ec321652ad5c
+      source_ref: synthetic://ai-flavor-v1/meta-002
+      location: {line_start: 1, line_end: 1, char_start: 9, char_end: 25, column_start: 9, column_end: 25}
+      surface_location: {line_start: 1, line_end: 1, char_start: 9, char_end: 15, column_start: 9, column_end: 15}
+      work_ref: synthetic-work-b
+    observation:
+      pattern_key: lexical.meta_disclaimer
+      surface: 值得注意的是
+      diagnosis: 相同表面形式承担说书人节奏和悬念提示，当前样例判定为不应机械删除。
+      function_check: [是否为角色/叙述者固定声线, 是否改变信息节奏]
+      risk_if_changed: 删除会抹掉叙述者声线并削弱悬念落点。
+      suggested_action: 保留，或仅在声线合同允许时改写。
+    review: {reviewer: fixture-review, note: 合成反例，确认表面形式有叙事功能}
diff --git a/tests/夹具/去味/规则候选.yaml b/tests/夹具/去味/规则候选.yaml
new file mode 100644
index 0000000..99e2e80
--- /dev/null
+++ b/tests/夹具/去味/规则候选.yaml
@@ -0,0 +1,17 @@
+# 新版测试夹具 · 规则候选（W01 首批保护夹具）
+# 来源：muse/lifecycle/quality/humanization/skills/记录机器味案例/references/fixtures/rule-candidates.yaml（合成样例，原样承接）
+# 用途：规则候选行为回归；不得被生产配置或启用流程反向消费
+
+schema_version: ai-flavor-rule-candidate-v1
+rules:
+  - id: candidate-lexical-meta-disclaimer-v1
+    name: 空洞元话语候选
+    status: candidate
+    default_disposition: candidate
+    layer: lexical
+    carrier_scope: narration
+    trigger: {type: phrase_family, pattern_key: lexical.meta_disclaimer}
+    fix_hint: 先检查信息、声线和节奏功能；无功能时删除或改成具体动作，不能按词表硬删。
+    case_card_ids: [case-synthetic-meta-001, case-synthetic-meta-002]
+    source_work_refs: [synthetic-work-a, synthetic-work-b]
+    evidence: 两个来源同时提供 sf 与 snf；仅作为候选，未进入生产规则。
diff --git a/tests/夹具/去味/边界判断.yaml b/tests/夹具/去味/边界判断.yaml
new file mode 100644
index 0000000..057c711
--- /dev/null
+++ b/tests/夹具/去味/边界判断.yaml
@@ -0,0 +1,219 @@
+# 新版测试夹具 · 边界判断样例（W01 首批保护夹具）
+# 来源：muse/lifecycle/quality/humanization/samples/boundary.yaml（合成/手写样例，原样承接）
+# 用途：去味边界判断回归；不得被生产配置或启用流程反向消费
+
+# 样例库 · boundary（合同：专题-09 §8.2；每条必须带标注理由）
+samples:
+- id: b-l003-01
+  type: boundary
+  rules:
+  - l003
+  carrier: narration
+  source: hand_written
+  text: 听见自己的名字，林晚儿的心脏猛地一跳。
+  note: 库存表达，但此处有因果功能（听见名字→惊）。修与不修两可，倾向 ask。
+- id: b-sem001-01
+  type: boundary
+  rules:
+  - sem001
+  carrier: narration
+  source: hand_written
+  text: 她忽然明白，师父为什么让她等了十年。有些路，急不得。
+  note: 半是信息（解释动机）半是评注。删「有些路，急不得」信息仍在，但语气受损。ask。
+- id: b-l002-01
+  type: boundary
+  rules:
+  - l002
+  carrier: dialogue
+  source: hand_written
+  text: 「我说小子，不言而喻，咱们这铜钱可是个宝贝。」
+  note: 元话语混在口癖与口语腔里，删了伤声线，不删有 AI 味。ask。
+- id: b-s001-01
+  type: boundary
+  rules:
+  - s001
+  - l004
+  carrier: narration
+  source: hand_written
+  text: '刀要快，刀更要稳。
+
+    刀要快，刀更要狠。
+
+    '
+  note: 只有两段同构，结构信号弱；可能是刻意复读。advisory 不修。
+- id: b-l001-01
+  type: boundary
+  rules:
+  - l001
+  carrier: dialogue
+  source: hand_written
+  text: 「研究表明，越是古老的器物，越有脾气。」先生摇着扇子说。
+  note: 学者型角色的话语策略还是 AI 味泄漏？取决于人物设定。ask。
+- id: b-m004-01
+  type: boundary
+  rules:
+  - m004
+  carrier: narration
+  source: hand_written
+  text: '## 引子'
+  note: 是格式残留还是章节结构标记？取决于稿件体例约定。ask。
+- id: b-m001-01
+  type: boundary
+  rules:
+  - m001
+  carrier: in_text_carrier
+  source: hand_written
+  text: 残页上有一行小字：[待补：剑诀]。纸角已经黄了。
+  note: 是占位残留，还是剧情内的残缺内容（残页本就缺文）？取决于上下文。ask。
+- id: b-m002-01
+  type: boundary
+  rules:
+  - m002
+  carrier: in_text_carrier
+  source: hand_written
+  text: 聊天窗口里跳出一行字：「作为 AI 语言模型，我不能回答这个问题。」她盯着屏幕笑了——对面的「人」又露馅了。
+  note: AI 自指出现在剧情内聊天记录（场内载体），也可能是剧情装置。是残留还是设定，取决于世界观。ask。
+- id: b-m003-01
+  type: boundary
+  rules:
+  - m003
+  carrier: mixed
+  source: hand_written
+  text: 章末有一行小字：作者有话说：感谢大家的月票。
+  note: 是平台副文本还是正文，取决于任务合同的处理范围。正文模式删，全稿模式留。问任务合同。
+- id: b-s002-01
+  type: boundary
+  rules:
+  - s002
+  carrier: narration
+  source: hand_written
+  text: 她醒了。雨还在下。门外没人。桌上的灯却亮着。
+  note: 四个短句可能是悬疑节奏，也可能是模板化碎句；缺少前后场景时只能 ask。
+- id: b-d001-01
+  type: boundary
+  rules:
+  - d001
+  carrier: narration
+  source: hand_written
+  text: 她嘴角轻轻上扬，眼中闪过一丝光，心脏却猛地一跳。
+  note: 同一瞬间三处身体反应可能过密，也可能服务情绪矛盾；需结合角色基线和上下文判断。
+- id: b-s003-01
+  type: boundary
+  rules:
+  - s003
+  carrier: narration
+  source: hand_written
+  text: 他知道老周在等。他知道老周不会说。他知道老周等的不是他。
+  note: 三句同句首，可能是蓄意递进的压迫感，也可能是模板化；缺少场景意图时 ask。
+- id: b-s004-01
+  type: boundary
+  rules:
+  - s004
+  carrier: narration
+  source: hand_written
+  text: 他不是不肯说，而是不敢说。
+  note: 单次二元对比承担人物刻画；半是模板半是信息，修与不修两可。ask。
+- id: b-s005-01
+  type: boundary
+  rules:
+  - s005
+  carrier: narration
+  source: hand_written
+  text: 他走过去，拿起刀，抬头看了看天，深吸一口气，转身走了。
+  note: 动作链一半是清单、一半蓄力（深吸一口气承担情绪）；删步骤可能伤情绪锚点。ask。
+- id: b-s006-01
+  type: boundary
+  rules:
+  - s006
+  carrier: narration
+  source: hand_written
+  text: 他把铜钱推了回去，这说明他动了心。
+  note: 半是叙述半是叙述者推断，删尾巴信息仍在但语气受损。ask。
+- id: b-s007-01
+  type: boundary
+  rules:
+  - s007
+  carrier: narration
+  source: hand_written
+  text: '他等过春天。
+
+    他等过夏天。
+
+    他等过秋天。
+
+    他等过冬天。
+
+    '
+  note: 四段均匀，可能是蓄意复沓（等待的蒙太奇），也可能是模板；ask。
+- id: b-l005-01
+  type: boundary
+  rules:
+  - l005
+  carrier: dialogue
+  source: hand_written
+  text: 「数据显示，这枚铜钱至少有千年。」拍卖师摇着扇子说。
+  note: 职业角色的话语策略还是 AI 味泄漏？取决于人物设定。ask。
+- id: b-l006-01
+  type: boundary
+  rules:
+  - l006
+  carrier: dialogue
+  source: hand_written
+  text: 「这个闭环没问题。」匠师拍了拍法阵说。
+  note: 匠师角色的职业腔还是作者语域泄漏？取决于人物设定与世界观术语登记。ask。
+- id: b-d002-01
+  type: boundary
+  rules:
+  - d002
+  carrier: narration
+  source: hand_written
+  text: 由此可见，铜钱认主。更重要的是，它认血脉。归根结底，这是血脉的东西。
+  note: 套语成簇命中，但每句仍承担一层递进；结合叙述者基线判断。ask。
+- id: b-d003-01
+  type: boundary
+  rules:
+  - d003
+  carrier: narration
+  source: hand_written
+  text: 然而价钱不对。此外，时机也不对。进一步说，人对不上。另一方面，货也有假。
+  note: 四个连接词各自承担一层论辩；是论辩密度还是汇报腔，取决于文体意图。ask。
+- id: b-d004-01
+  type: boundary
+  rules:
+  - d004
+  carrier: narration
+  source: hand_written
+  text: 月光仿佛霜。她的眼睛仿佛星星。胸口仿佛压着石头。喉咙仿佛堵着棉花。整个人仿佛沉进了水里。
+  note: 情绪高潮有意铺排比喻，也可能过密；高潮意图明确时保留。ask。
+- id: b-d005-01
+  type: boundary
+  rules:
+  - d005
+  carrier: narration
+  source: hand_written
+  text: 关键在东门。核心问题是时间。持续施压，全面推进，有效提升士气，强化防线。
+  note: 部署场景的议事语域，抽象词各自指向具体部署；是合理文体还是姿态化。ask。
+- id: b-d006-01
+  type: boundary
+  rules:
+  - d006
+  carrier: narration
+  source: hand_written
+  text: 与此同时，执法堂点了灯。与此同时，万宝阁关了门。与此同时，北门的马队出了城。
+  note: 三线真实并进的蒙太奇，重复标记同时性；是否换具体并置写法，ask。
+- id: b-sem002-01
+  type: boundary
+  rules:
+  - sem002
+  carrier: dialogue
+  source: hand_written
+  text: 「这规矩你要记好：万宝阁只收承诺，不收银子。」
+  note: 半是讲解规矩半是人物立威，台词同时承担设定与性格；ask。
+- id: b-sem003-01
+  type: boundary
+  rules:
+  - sem003
+  carrier: narration
+  source: hand_written
+  text: 他有些不安，手指在袖子里蜷了蜷。
+  note: 半命名半承载，动作已提供感知支撑，命名是否多余两可。ask。
diff --git a/tests/夹具/宿主事件/DSH历史事件.json b/tests/夹具/宿主事件/DSH历史事件.json
new file mode 100644
index 0000000..a721e7d
--- /dev/null
+++ b/tests/夹具/宿主事件/DSH历史事件.json
@@ -0,0 +1,221 @@
+{
+  "schema_version": "muse-fixture-dsh-events-v1",
+  "来源": "脱敏合成会话（W01 首批保护夹具）；依据 framework/adapters/dsh/normalization.py 的解析形状；不含真实 prompt/response/凭据",
+  "合同": "docs/系统架构/新版设计/接口契约/任务工具与事件.md；文件设计/测试与夹具.md#file-f36d7c5280a14732",
+  "输入格式": "DSH 明文 JSONL 会话逐行对象数组（此处合并为数组保存）",
+  "session": [
+    {
+      "type": "session",
+      "id": "dsh-syn-session-0001"
+    },
+    {
+      "type": "request/header",
+      "data": {
+        "header": {
+          "config": {
+            "provider": "synthetic-provider",
+            "model": "synthetic-model-a"
+          }
+        }
+      }
+    },
+    {
+      "type": "turn/start",
+      "data": {
+        "turn": 1
+      }
+    },
+    {
+      "type": "assistant/chunk",
+      "data": {
+        "turn": 1,
+        "step": 1,
+        "chunk": {
+          "type": "text",
+          "text": "第一"
+        }
+      }
+    },
+    {
+      "type": "assistant/chunk",
+      "data": {
+        "turn": 1,
+        "step": 1,
+        "chunk": {
+          "type": "text",
+          "text": "回合。"
+        }
+      }
+    },
+    {
+      "type": "assistant/chunk",
+      "data": {
+        "turn": 1,
+        "step": 1,
+        "chunk": {
+          "type": "finish",
+          "reason": {
+            "kind": "stop"
+          }
+        }
+      }
+    },
+    {
+      "type": "assistant/message",
+      "data": {
+        "turn": 1,
+        "step": 1,
+        "message": {
+          "source": {
+            "provider": "synthetic-provider",
+            "model": "synthetic-model-a"
+          },
+          "content": [
+            {
+              "type": "text",
+              "text": "第一回合。"
+            }
+          ]
+        },
+        "usage": {
+          "inputTokens": 50,
+          "outputTokens": 6,
+          "costUsd": 0.0002
+        }
+      }
+    },
+    {
+      "type": "tool/call",
+      "data": {
+        "callId": "call-syn-0001",
+        "name": "query_planning",
+        "arguments": "{\"work_id\": \"work-syn-0001\"}"
+      }
+    },
+    {
+      "type": "tool/result",
+      "data": {
+        "message": {
+          "source": {
+            "callId": "call-syn-0001"
+          },
+          "content": [
+            {
+              "type": "text",
+              "text": "合成工具结果"
+            }
+          ]
+        }
+      }
+    },
+    {
+      "type": "tool/call",
+      "data": {
+        "callId": "call-syn-0002",
+        "name": "query_facts",
+        "arguments": "{\"as_of\": \"synthetic\"}"
+      }
+    },
+    {
+      "type": "tool/result",
+      "data": {
+        "message": {
+          "source": {
+            "callId": "call-syn-0002"
+          },
+          "content": [
+            {
+              "type": "text",
+              "text": "合成失败",
+              "isError": true
+            }
+          ]
+        }
+      }
+    },
+    {
+      "type": "turn/end",
+      "data": {
+        "turn": 1,
+        "reason": {
+          "kind": "stop"
+        }
+      }
+    },
+    {
+      "type": "turn/start",
+      "data": {
+        "turn": 2
+      }
+    },
+    {
+      "type": "assistant/chunk",
+      "data": {
+        "turn": 2,
+        "step": 1,
+        "chunk": {
+          "type": "text",
+          "text": "中断前"
+        }
+      }
+    },
+    {
+      "type": "assistant/error",
+      "data": {
+        "turn": 2,
+        "step": 1,
+        "error": {
+          "code": "synthetic_upstream_error"
+        }
+      }
+    },
+    {
+      "type": "turn/end",
+      "data": {
+        "turn": 2,
+        "reason": {
+          "kind": "error"
+        }
+      }
+    },
+    {
+      "type": "custom/experiment",
+      "data": {
+        "note": "合成未知事件类型"
+      }
+    }
+  ],
+  "expected_normalization": {
+    "session_id": "dsh-syn-session-0001",
+    "model_calls": [
+      {
+        "actual_model_id": "synthetic-provider/synthetic-model-a",
+        "stop_reason": "stop",
+        "usage": {
+          "inputTokens": 50,
+          "outputTokens": 6,
+          "costUsd": 0.0002
+        },
+        "cost_usd": 0.0002
+      }
+    ],
+    "tool_calls": [
+      {
+        "tool_call_id": "call-syn-0001",
+        "name": "query_planning",
+        "is_error": false
+      },
+      {
+        "tool_call_id": "call-syn-0002",
+        "name": "query_facts",
+        "is_error": true
+      }
+    ],
+    "turns": 2,
+    "unknown_event_types": [
+      "custom/experiment"
+    ],
+    "final_text": "第一回合。",
+    "失败回合": "turn 2 以 reason.kind=error 结束：kind=turn, phase=failed"
+  }
+}
\ No newline at end of file
diff --git a/tests/夹具/旧库样本.sql b/tests/夹具/旧库样本.sql
new file mode 100644
index 0000000..7530947
--- /dev/null
+++ b/tests/夹具/旧库样本.sql
@@ -0,0 +1,84 @@
+-- 新版测试夹具 · 旧库样本（W01 首批保护夹具）
+-- 用途：W21 旧知识记录分流 / 迁移行为的合成回归输入。
+-- 边界：全部为脱敏合成数据；无真实作品名、无真实正文、无凭据、无生产默认值。
+--       不得被生产配置、生成输入或启用流程反向消费。
+-- 形状依据：旧 PG DDL（muse/authority/db/ddl/99-example候选与决策.sql、
+--           96-example参考作品授权快照.sql、101-example-raw.sql）与
+--           旧 SQLite 账本（data/migrations/0001_init.sql）。
+-- 说明：本文件只提供「样本行」形状，不重建全部旧 DDL；消费方在隔离库中
+--       自建所需表结构后加载本样本。
+
+-- ============================================================
+-- 一、旧 PG：候选与决策（example_candidate / example_user_decision）
+-- ============================================================
+
+-- 候选：状态各异，供分流与状态机回归
+INSERT INTO example_candidate
+  (id, work_id, chapter_no, kind, payload_json, status, created_at, updated_at)
+VALUES
+  ('cand-syn-0001', 'work-syn-0001', 1, 'chapter_text',
+   '{"text": "合成正文候选一。", "origin": {"task_id": "task-syn-0001", "role": "writer"}}',
+   'pending', '2026-01-01T00:00:00Z', '2026-01-01T00:00:00Z'),
+  ('cand-syn-0002', 'work-syn-0001', 1, 'chapter_text',
+   '{"text": "合成正文候选二。", "origin": {"task_id": "task-syn-0002", "role": "writer"}}',
+   'adopted', '2026-01-01T01:00:00Z', '2026-01-01T02:00:00Z'),
+  ('cand-syn-0003', 'work-syn-0001', 2, 'fact_delta',
+   '{"facts": [{"subject": "syn-character-a", "predicate": "located_at", "object": "syn-place-a"}]}',
+   'rejected', '2026-01-02T00:00:00Z', '2026-01-02T00:00:00Z');
+
+-- 用户决策：adopt / reject 各一，附理由
+INSERT INTO example_user_decision
+  (id, candidate_id, action, reason, decided_at, decision_source)
+VALUES
+  ('dec-syn-0001', 'cand-syn-0002', 'adopt', '合成理由：定稿', '2026-01-01T02:00:00Z', 'author_ui'),
+  ('dec-syn-0002', 'cand-syn-0003', 'reject', '合成理由：事实与正文冲突', '2026-01-02T00:00:00Z', 'author_ui');
+
+-- ============================================================
+-- 二、旧 PG：参考作品授权快照（指针型记录反例）
+-- ============================================================
+
+-- 只有指针、没有完整内容的记录：迁移不得伪装成完整内容（K 分流歧义样例）
+INSERT INTO example_reference_snapshot
+  (id, source_work_label, storage_kind, content_hash, bytes_location, authorized_scope, captured_at)
+VALUES
+  ('refs-syn-0001', 'syn-reference-work-a', 'pointer_only',
+   'sha256:0000000000000000000000000000000000000000000000000000000000000000',
+   'synthetic://nowhere/placeholder', 'synthetic-scope', '2026-01-03T00:00:00Z');
+
+-- ============================================================
+-- 三、旧 PG：raw 运行证据（凭据已脱敏样例）
+-- ============================================================
+
+INSERT INTO example_raw
+  (id, task_id, attempt_id, role, model_id, request_redacted, response_redacted,
+   usage_json, redaction_note, created_at)
+VALUES
+  ('raw-syn-0001', 'task-syn-0001', 'att-syn-0001', 'writer', 'synthetic-model-a',
+   '{"messages": "[REDACTED:合成请求]", "authorization": "[REDACTED:凭据已脱敏]"}',
+   '{"output": "合成正文候选一。"}',
+   '{"input_tokens": 100, "output_tokens": 8, "cost_usd": null}',
+   '合成样例：演示凭据脱敏后形状', '2026-01-01T00:00:00Z');
+
+-- ============================================================
+-- 四、旧 SQLite 运行态账本（runs / events / reviews / revisions）
+-- ============================================================
+
+INSERT INTO runs (id, created_at, kind, input_json, output_text, meta_json, skill_set_hash, baseline_hash)
+VALUES
+  ('run-syn-0001', '2026-01-01T00:00:00Z', 'write_chapter',
+   '{"work_id": "work-syn-0001", "chapter_no": 1}', '合成输出',
+   '{"synthetic": true}', 'sha256:synthetic-skill-set', NULL);
+
+INSERT INTO events (run_id, seq, kind, role, tool_name, payload_json, created_at)
+VALUES
+  ('run-syn-0001', 1, 'run_started', NULL, NULL, '{"input_hash": "sha256:synthetic-input"}', '2026-01-01T00:00:00Z'),
+  ('run-syn-0001', 2, 'tool_read', 'writer', 'query_planning', '{"scope": "work-syn-0001"}', '2026-01-01T00:00:01Z'),
+  ('run-syn-0001', 3, 'run_finished', NULL, NULL, '{"candidate_id": "cand-syn-0001"}', '2026-01-01T00:00:02Z');
+
+INSERT INTO reviews (run_id, target, action, reviewer, reason, created_at)
+VALUES
+  ('run-syn-0001', 'candidate', 'adopt', 'author-syn', '合成采纳理由', '2026-01-01T02:00:00Z');
+
+INSERT INTO revisions (review_id, kind, before_text, after_text, created_at)
+VALUES
+  (1, 'text', '合成修改前。', '合成修改后。', '2026-01-01T02:30:00Z');
diff --git a/tests/夹具/旧看板/README.md b/tests/夹具/旧看板/README.md
new file mode 100644
index 0000000..4e11837
--- /dev/null
+++ b/tests/夹具/旧看板/README.md
@@ -0,0 +1 @@
+看板离线 JSON 夹具（数据库不可用时的回退展示）。AI 味案例的正式来源仍是 muse-example。
diff --git a/tests/夹具/旧看板/backfill-inventory-2026-08-13.json b/tests/夹具/旧看板/backfill-inventory-2026-08-13.json
new file mode 100644
index 0000000..7a4d9c3
--- /dev/null
+++ b/tests/夹具/旧看板/backfill-inventory-2026-08-13.json
@@ -0,0 +1,37139 @@
+{
+  "schema_version": "ai-flavor-inventory-v1",
+  "capture_schema_version": "ai-flavor-case-v1",
+  "generated_on": "2026-08-13",
+  "source_root_ref": "小说清单",
+  "source_kind": "existing_work",
+  "source_license": "research_only",
+  "max_cards_per_work": 5000,
+  "totals": {
+    "books": 8,
+    "cards": 788,
+    "pattern_counts": {
+      "lexical.abstract_atmosphere": 48,
+      "lexical.meta_disclaimer": 317,
+      "lexical.stock_micro_expression": 423
+    }
+  },
+  "works": [
+    {
+      "work_ref": "ref:希泊尼战纪_虚伪王庭",
+      "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+      "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+      "card_count": 106,
+      "pattern_counts": {
+        "lexical.abstract_atmosphere": 2,
+        "lexical.stock_micro_expression": 104
+      }
+    },
+    {
+      "work_ref": "ref:星环使命(虚伪王庭)",
+      "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+      "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+      "card_count": 83,
+      "pattern_counts": {
+        "lexical.abstract_atmosphere": 1,
+        "lexical.meta_disclaimer": 16,
+        "lexical.stock_micro_expression": 66
+      }
+    },
+    {
+      "work_ref": "ref:机动风暴_骷髅精灵",
+      "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+      "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+      "card_count": 19,
+      "pattern_counts": {
+        "lexical.meta_disclaimer": 19
+      }
+    },
+    {
+      "work_ref": "ref:机战无限_亦醉",
+      "source_ref": "小说清单/机战无限_亦醉.txt",
+      "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+      "card_count": 173,
+      "pattern_counts": {
+        "lexical.meta_disclaimer": 173
+      }
+    },
+    {
+      "work_ref": "ref:机武风暴_骷髅精灵",
+      "source_ref": "小说清单/机武风暴_骷髅精灵.txt",
+      "source_sha256": "31941dac8bde92c7565b0fe5e6191bc121f83eccaaa74d824fda0cfd12ac423c",
+      "card_count": 8,
+      "pattern_counts": {
+        "lexical.meta_disclaimer": 7,
+        "lexical.stock_micro_expression": 1
+      }
+    },
+    {
+      "work_ref": "ref:机破星河_当年离歌",
+      "source_ref": "小说清单/机破星河_当年离歌.txt",
+      "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+      "card_count": 226,
+      "pattern_counts": {
+        "lexical.abstract_atmosphere": 44,
+        "lexical.meta_disclaimer": 31,
+        "lexical.stock_micro_expression": 151
+      }
+    },
+    {
+      "work_ref": "ref:深空之影_虚伪王庭",
+      "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+      "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+      "card_count": 61,
+      "pattern_counts": {
+        "lexical.meta_disclaimer": 5,
+        "lexical.stock_micro_expression": 56
+      }
+    },
+    {
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "card_count": 112,
+      "pattern_counts": {
+        "lexical.abstract_atmosphere": 1,
+        "lexical.meta_disclaimer": 66,
+        "lexical.stock_micro_expression": 45
+      }
+    }
+  ],
+  "cards": [
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0b9ed3af70a7dbf315fc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "0916a041ff13f51cc739b5948d904492d8bf6c370458e418e3959e72a9666383",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 23674,
+          "line_end": 23674,
+          "char_start": 255103,
+          "char_end": 255132,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 23674,
+          "line_end": 23674,
+          "char_start": 255113,
+          "char_end": 255119,
+          "column_start": 10,
+          "column_end": 16
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-aae465436b237ca0bde1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "da714c791b0a4352636d832c519bc50bcf33fbb003195162efa6b18f19a7ceb5",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 43693,
+          "line_end": 43693,
+          "char_start": 492633,
+          "char_end": 492682,
+          "column_start": 0,
+          "column_end": 49
+        },
+        "surface_location": {
+          "line_start": 43693,
+          "line_end": 43693,
+          "char_start": 492635,
+          "char_end": 492641,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a6dfe32afecea75926b4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "91e904e4cb7a3862a46dbc3e5d1f54909b3e4ef6eee86fae7828aa74059a289b",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 43750,
+          "line_end": 43750,
+          "char_start": 493267,
+          "char_end": 493294,
+          "column_start": 0,
+          "column_end": 27
+        },
+        "surface_location": {
+          "line_start": 43750,
+          "line_end": 43750,
+          "char_start": 493269,
+          "char_end": 493275,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7ca8d1dc58f50d116b03",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "e05ab20a58a434ab241a7d4e8eacd3a419288970e5b654540362822148f9d518",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 52222,
+          "line_end": 52222,
+          "char_start": 586614,
+          "char_end": 586630,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 52222,
+          "line_end": 52222,
+          "char_start": 586616,
+          "char_end": 586622,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
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+      "context": "",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "label": "unclassified",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-199629f660cf5ba7a0ea",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "label": "unclassified",
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+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
+    {
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
+    {
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    {
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+        "license": "research_only",
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+        "excerpt_sha256": "c654492d91694a1922df5b9a6efc10fab71fa7ff080f82a6c41d9909bd1ca3c1",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 147514,
+          "line_end": 147514,
+          "char_start": 1807456,
+          "char_end": 1807486,
+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
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+          "char_start": 1807464,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-47ea514efc644ef43c75",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "1db2b915fd51115c0b44d67f7eb02413689291a5138805969d0748f2f964de09",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 148402,
+          "char_start": 1819150,
+          "char_end": 1819166,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
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+          "line_end": 148402,
+          "char_start": 1819159,
+          "char_end": 1819165,
+          "column_start": 9,
+          "column_end": 15
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9c100ffd9c2328fdf091",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "e5f3f5634287e5069e5c3a12dfb315c7a41cebc7d666932c218fb31f95b7a64d",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 149056,
+          "char_start": 1828343,
+          "char_end": 1828357,
+          "column_start": 25,
+          "column_end": 39
+        },
+        "surface_location": {
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+          "line_end": 149056,
+          "char_start": 1828348,
+          "char_end": 1828354,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-23d3e7715d12d9adc3f1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "63cab72b68f116e3b7ee3d8851973d326344496c1bc1a6dd3a2d768b26cc076a",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 149944,
+          "char_start": 1840890,
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+          "column_start": 0,
+          "column_end": 64
+        },
+        "surface_location": {
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+          "line_end": 149944,
+          "char_start": 1840892,
+          "char_end": 1840898,
+          "column_start": 2,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-778a023c7e9fe87fe69d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "1709e216c3ebb6665c64590baeb82ff49c6a6980a5298aa87aea1857cef74ab6",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 152281,
+          "line_end": 152281,
+          "char_start": 1873170,
+          "char_end": 1873192,
+          "column_start": 0,
+          "column_end": 22
+        },
+        "surface_location": {
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+          "line_end": 152281,
+          "char_start": 1873172,
+          "char_end": 1873178,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-76fdeb03b89921ed0056",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "faf1d60e679996cabc8a24ba1596d208df18a78c481de8e267d0cc365ac68f72",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
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+          "line_end": 154855,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 1907840,
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+          "column_start": 5,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f34b9f4bc5c132b00759",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "c77f945cc533d5c8420add56b6a17a06c48ba86afdd06489519fea417b7b66cd",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 156274,
+          "char_start": 1925922,
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+          "column_start": 0,
+          "column_end": 24
+        },
+        "surface_location": {
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+          "line_end": 156274,
+          "char_start": 1925933,
+          "char_end": 1925939,
+          "column_start": 11,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-74a417ac8b8feadefd20",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "b7f47e7f2391ef324d40598c28514b24278f3a9128047c222bc55cc15832f3e2",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "char_start": 1948385,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 157996,
+          "char_start": 1948392,
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+          "column_start": 7,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a80542f35aff0f6a8f5e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "2255346aabca49344892b3953ebd59231f294e865192fd7dbb7166d648b5b059",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
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+          "column_start": 0,
+          "column_end": 23
+        },
+        "surface_location": {
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+          "line_end": 159580,
+          "char_start": 1969475,
+          "char_end": 1969481,
+          "column_start": 7,
+          "column_end": 13
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5574a5a5d3d0a3a15b17",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "d4ba2f2a4111f833f049d43875a930cdcb9840f72bca9edb2a72eb543380772a",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "char_start": 1982776,
+          "char_end": 1982804,
+          "column_start": 91,
+          "column_end": 119
+        },
+        "surface_location": {
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+          "char_start": 1982787,
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+          "column_start": 102,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "一股来自远古的气息慢慢的弥漫",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-448afd8e54c51ade87a7",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "89982948b63878cb0b903fedca7d843f766138acffc251c38eba95290fcafdc2",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5c04448b8841a71173d5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "058ddda1936a2c053908aa76b279ce7064f03d48137090921d5b17dfa525dfed",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 167425,
+          "line_end": 167425,
+          "char_start": 2081464,
+          "char_end": 2081476,
+          "column_start": 14,
+          "column_end": 26
+        },
+        "surface_location": {
+          "line_start": 167425,
+          "line_end": 167425,
+          "char_start": 2081467,
+          "char_end": 2081473,
+          "column_start": 17,
+          "column_end": 23
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c0684dc2e183f0b3cba2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "295ac46c710409eff444a7957a355eb421580c5df563ea60e60970c0bd2d7fb4",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 169264,
+          "line_end": 169264,
+          "char_start": 2108453,
+          "char_end": 2108467,
+          "column_start": 0,
+          "column_end": 14
+        },
+        "surface_location": {
+          "line_start": 169264,
+          "line_end": 169264,
+          "char_start": 2108453,
+          "char_end": 2108462,
+          "column_start": 0,
+          "column_end": 9
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "一股强悍的气息弥漫",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d5ffa5d0966ed838f0c5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "b75d74fc683e45135a2ba04ae0fcbf93a3672bfb972a71ddbe45b867bb2a0ec0",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 169876,
+          "char_start": 2116997,
+          "char_end": 2117015,
+          "column_start": 0,
+          "column_end": 18
+        },
+        "surface_location": {
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+          "line_end": 169876,
+          "char_start": 2116997,
+          "char_end": 2117003,
+          "column_start": 0,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7bc3d565cc481e6f8acd",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "0a87fb9a6ae3e2636cb4739cce27baf9e7acede2c06043aad47a321e680b779e",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 171868,
+          "line_end": 171868,
+          "char_start": 2142900,
+          "char_end": 2142919,
+          "column_start": 18,
+          "column_end": 37
+        },
+        "surface_location": {
+          "line_start": 171868,
+          "line_end": 171868,
+          "char_start": 2142912,
+          "char_end": 2142918,
+          "column_start": 30,
+          "column_end": 36
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c929454e127831cd0c33",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "058ddda1936a2c053908aa76b279ce7064f03d48137090921d5b17dfa525dfed",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 174775,
+          "char_start": 2187299,
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+          "column_start": 65,
+          "column_end": 77
+        },
+        "surface_location": {
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+          "line_end": 174775,
+          "char_start": 2187302,
+          "char_end": 2187308,
+          "column_start": 68,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1bc6b5e0227576e54edc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "644a98b726361d9c5a13772b35972fd0210df60d3fde51ef46c23a5340bcfabb",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 175018,
+          "char_start": 2190652,
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+          "column_start": 0,
+          "column_end": 49
+        },
+        "surface_location": {
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+          "char_start": 2190688,
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+          "column_start": 36,
+          "column_end": 42
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4482d9a7b26653682445",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "ad300836f15ed8e16e61c6980d299acd89c0819438b8edec6c07bd03ba798a73",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+        },
+        "surface_location": {
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+          "char_start": 2194034,
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ef9ad968060d03fa3be9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "6c1341b4343928110d9b486068f788a5f6b0220f1706701ce3870a0c3ceaafe4",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 176200,
+          "char_start": 2208654,
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+          "column_start": 0,
+          "column_end": 53
+        },
+        "surface_location": {
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+          "line_end": 176200,
+          "char_start": 2208700,
+          "char_end": 2208706,
+          "column_start": 46,
+          "column_end": 52
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-04881d6d1d82ff1dc46c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
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+        "excerpt_sha256": "2c4698b9b66eff49e8f73ae8bd4b06d44737cfb5fe6d295422eeb4cf40713955",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
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+        },
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dad8a55974c9d79ea952",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
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+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
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+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-da74a02bbb7977802d27",
+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
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+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
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+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "surface": "嘴角上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "id": "case-e057b7a77df0d12732d0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
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+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    {
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+      "capture_mode": "backfill",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+          "是否是角色/场内载体的有意声线"
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+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
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+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-2df144f3bac6a692cf11",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "72da8198b97daeae331134fffc40fa503bef8ad7866c6bf09fae346de34c9531",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 267997,
+          "char_start": 3334019,
+          "char_end": 3334049,
+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
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+          "line_end": 267997,
+          "char_start": 3334030,
+          "char_end": 3334036,
+          "column_start": 11,
+          "column_end": 17
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ca31ec28dbb0bd3ca7ad",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "75a14ef0154acdf4e2217c2b97be452bc2fa48521194bb841f49b7fec0800e37",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 268969,
+          "line_end": 268969,
+          "char_start": 3347707,
+          "char_end": 3347743,
+          "column_start": 0,
+          "column_end": 36
+        },
+        "surface_location": {
+          "line_start": 268969,
+          "line_end": 268969,
+          "char_start": 3347713,
+          "char_end": 3347719,
+          "column_start": 6,
+          "column_end": 12
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7fedf825be6e91f24d08",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "c2caa9e9616e2a13206f37a525e5805247977edb2f553acd18beff2534f81817",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 268975,
+          "line_end": 268975,
+          "char_start": 3347807,
+          "char_end": 3347831,
+          "column_start": 0,
+          "column_end": 24
+        },
+        "surface_location": {
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+          "line_end": 268975,
+          "char_start": 3347815,
+          "char_end": 3347821,
+          "column_start": 8,
+          "column_end": 14
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-73fb5003cabce9987adb",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "7d794b2ef78913ef10cae95b581908e4ea826540f7a05cf305e57030eaddc738",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 272281,
+          "line_end": 272281,
+          "char_start": 3395595,
+          "char_end": 3395636,
+          "column_start": 0,
+          "column_end": 41
+        },
+        "surface_location": {
+          "line_start": 272281,
+          "line_end": 272281,
+          "char_start": 3395596,
+          "char_end": 3395602,
+          "column_start": 1,
+          "column_end": 7
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-87b2a4244f876b8ed663",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "0748834dc59bc0930b96cad8d01867e4df982963987f45443dd9cb2bbaa624f7",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 273823,
+          "line_end": 273823,
+          "char_start": 3417139,
+          "char_end": 3417194,
+          "column_start": 0,
+          "column_end": 55
+        },
+        "surface_location": {
+          "line_start": 273823,
+          "line_end": 273823,
+          "char_start": 3417162,
+          "char_end": 3417168,
+          "column_start": 23,
+          "column_end": 29
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b4efaa4b0c3653b60f16",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "cbd6a10fe23e08548b2506eeee3c66a220cbc9f77ec47444a30c7d941694f673",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
+          "line_start": 274906,
+          "line_end": 274906,
+          "char_start": 3433512,
+          "char_end": 3433523,
+          "column_start": 5,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 274906,
+          "line_end": 274906,
+          "char_start": 3433516,
+          "char_end": 3433522,
+          "column_start": 9,
+          "column_end": 15
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8ce1cfc86323d504e475",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "dab35c89ab6a7d74d1eca7f3c6e8e9fd68318076c3e5438d473471da6cb794ea",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 274963,
+          "char_start": 3434381,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 3434383,
+          "char_end": 3434389,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-40a4984c7fd305355743",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "7da8c9d3aef1e5dd7a7765f515569f37730bc82d6417c86ad4c7bf695e23ac5d",
+        "excerpt_sha256": "01fa4d9b2c7b10af5673b26687cdca106d6fc8bdc1a1a0d004e04433b0f8bd19",
+        "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
+        "location": {
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+          "line_end": 276010,
+          "char_start": 3448768,
+          "char_end": 3448782,
+          "column_start": 0,
+          "column_end": 14
+        },
+        "surface_location": {
+          "line_start": 276010,
+          "line_end": 276010,
+          "char_start": 3448775,
+          "char_end": 3448781,
+          "column_start": 7,
+          "column_end": 13
+        },
+        "work_ref": "ref:希泊尼战纪_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dd9f4015385477825571",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "e746517b667d934bcba6c00280cbd0f97624fe4e94a5401cdb8f452195dc0ad2",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "char_start": 280532,
+          "char_end": 280577,
+          "column_start": 0,
+          "column_end": 45
+        },
+        "surface_location": {
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+          "line_end": 9658,
+          "char_start": 280534,
+          "char_end": 280540,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5049423d0576fc18633e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "02a168cf14ed2445845536b1131dfd70f67cd654e691278497af8d4e1a6523e1",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "column_start": 0,
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+          "char_start": 312112,
+          "char_end": 312118,
+          "column_start": 10,
+          "column_end": 16
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3f36965498455845ba83",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "17b47430d6a13120bfc6a1f15c492906a8f20cb3aff7234ab12459140a6e5a0f",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 11989,
+          "char_start": 348096,
+          "char_end": 348116,
+          "column_start": 12,
+          "column_end": 32
+        },
+        "surface_location": {
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+          "line_end": 11989,
+          "char_start": 348096,
+          "char_end": 348100,
+          "column_start": 12,
+          "column_end": 16
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1779a7c0a64941cbb7f1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "54d7d353cef0a1ca48023e30e4bca66892e0305fcb4640a14843c729b0de142a",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 12847,
+          "char_start": 371133,
+          "char_end": 371162,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
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+          "char_start": 371145,
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+          "column_start": 12,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9d80eef16dd2f46e01f5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "d86d0a4009458e6985e0cc916f4a1d8ab646fd699967cc28730ddbf36774cbb4",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 14766,
+          "char_start": 424492,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 424495,
+          "char_end": 424501,
+          "column_start": 3,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-626515463b586c80b5b5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "9b035dda11859d99ac0eebab37b5ac5afee4d3ef360f1181d1d3534e4e894b17",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 17704,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 506956,
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+          "column_start": 4,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-acc4a6496f4c584cd728",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "43cc37c17aecd17e3298444d8c05a53b2d1e52661befe71130f1648194bcf1be",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 527495,
+          "char_end": 527501,
+          "column_start": 5,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cda8fc2758d69da57732",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0e5bd54fe6a07fc47fae",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "440bfc88ed0c3de713258808a15ab22d52bd246972245ad35f84cb735ae769b4",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+        },
+        "surface_location": {
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+          "column_start": 4,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ac04870f085e25d913b0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-69ee085c6378fb2c02a1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
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+        "surface_location": {
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+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f1bf351e924493dbcda6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "752dd2ee741808c6885d7d18de1af92204c7537f3070b5c1a9fb71421b705e92",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a67cda97da7db38ebadf",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e3b30cc4c87dea66ad01",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "2955144008543f450039356afa0178b39b6d9cdeffca82c897aa7fdc9bbfefa0",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 35861,
+          "line_end": 35861,
+          "char_start": 1023170,
+          "char_end": 1023206,
+          "column_start": 0,
+          "column_end": 36
+        },
+        "surface_location": {
+          "line_start": 35861,
+          "line_end": 35861,
+          "char_start": 1023187,
+          "char_end": 1023193,
+          "column_start": 17,
+          "column_end": 23
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f211e720c16799af63ac",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "45224a796c1be17ff11ab1dd8163303b8b4df16e9c9e0e2ed1419736359667e0",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 42990,
+          "line_end": 42990,
+          "char_start": 1224156,
+          "char_end": 1224223,
+          "column_start": 88,
+          "column_end": 155
+        },
+        "surface_location": {
+          "line_start": 42990,
+          "line_end": 42990,
+          "char_start": 1224156,
+          "char_end": 1224162,
+          "column_start": 88,
+          "column_end": 94
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-efefd51a120a1a7daf4d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "6157742d1439c6773b69ef64a289e488fef100bff215165a4a73096b5269032b",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 44467,
+          "line_end": 44467,
+          "char_start": 1269155,
+          "char_end": 1269175,
+          "column_start": 0,
+          "column_end": 20
+        },
+        "surface_location": {
+          "line_start": 44467,
+          "line_end": 44467,
+          "char_start": 1269159,
+          "char_end": 1269165,
+          "column_start": 4,
+          "column_end": 10
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-6c584999ec71d0968fd6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "eb624ee16f79b8552f87e4bf09df621e5e5e470d85729a8119e40cfd4e78473e",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 54354,
+          "line_end": 54354,
+          "char_start": 1545735,
+          "char_end": 1545777,
+          "column_start": 0,
+          "column_end": 42
+        },
+        "surface_location": {
+          "line_start": 54354,
+          "line_end": 54354,
+          "char_start": 1545745,
+          "char_end": 1545751,
+          "column_start": 10,
+          "column_end": 16
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-6efd4118e33306d176ec",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "ae438c2bd975b6c94a32e3d276495691d8e3e43c9865bee1ad2c4ba27a30f375",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 55196,
+          "line_end": 55196,
+          "char_start": 1567883,
+          "char_end": 1567924,
+          "column_start": 0,
+          "column_end": 41
+        },
+        "surface_location": {
+          "line_start": 55196,
+          "line_end": 55196,
+          "char_start": 1567915,
+          "char_end": 1567923,
+          "column_start": 32,
+          "column_end": 40
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-584ec3711ecb1e47833c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "8e9d892e2b4e0cb342fa3de6534b741b5cb1a8616ece3193f065bd20f22299af",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 56058,
+          "line_end": 56058,
+          "char_start": 1591761,
+          "char_end": 1591785,
+          "column_start": 0,
+          "column_end": 24
+        },
+        "surface_location": {
+          "line_start": 56058,
+          "line_end": 56058,
+          "char_start": 1591766,
+          "char_end": 1591772,
+          "column_start": 5,
+          "column_end": 11
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3740e86bc12aecd7db7b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "d0efbc6e5c42c78107bd616e7c867122b6400e034323a5476067081423b81904",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 59952,
+          "line_end": 59952,
+          "char_start": 1702479,
+          "char_end": 1702495,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 59952,
+          "line_end": 59952,
+          "char_start": 1702488,
+          "char_end": 1702494,
+          "column_start": 9,
+          "column_end": 15
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dd63892f3e8782b8ca5a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "775458a3b6bd3be2387ec4c34d2e931cb24864a7641bb0a69c4fd6c8b97953ea",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 60187,
+          "line_end": 60187,
+          "char_start": 1708735,
+          "char_end": 1708748,
+          "column_start": 0,
+          "column_end": 13
+        },
+        "surface_location": {
+          "line_start": 60187,
+          "line_end": 60187,
+          "char_start": 1708739,
+          "char_end": 1708747,
+          "column_start": 4,
+          "column_end": 12
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-95a8a0729dc310027755",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "6124bc40e4cabf75f207225d69c573cdeb5579fe2edcd1149fba9d87532045ad",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 62162,
+          "line_end": 62162,
+          "char_start": 1764069,
+          "char_end": 1764087,
+          "column_start": 99,
+          "column_end": 117
+        },
+        "surface_location": {
+          "line_start": 62162,
+          "line_end": 62162,
+          "char_start": 1764071,
+          "char_end": 1764084,
+          "column_start": 101,
+          "column_end": 114
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "一股恐怖的气息，无形的弥漫",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7d3d36248055169dbcb5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "5f4065f448854cdcaad62918b920d9eb78579e2e8dc5fcea1d61be8847bd2440",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 68505,
+          "line_end": 68505,
+          "char_start": 1935988,
+          "char_end": 1936010,
+          "column_start": 0,
+          "column_end": 22
+        },
+        "surface_location": {
+          "line_start": 68505,
+          "line_end": 68505,
+          "char_start": 1935992,
+          "char_end": 1935998,
+          "column_start": 4,
+          "column_end": 10
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-728c1d86f18d9d54993c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
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+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
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+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
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+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-76ca4b19fc5342fd5506",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "116614d42aa9c84edbceeb483d95b69c3660bd93b01b5c40869ce240e328fa17",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 95413,
+          "line_end": 95413,
+          "char_start": 2679596,
+          "char_end": 2679638,
+          "column_start": 0,
+          "column_end": 42
+        },
+        "surface_location": {
+          "line_start": 95413,
+          "line_end": 95413,
+          "char_start": 2679601,
+          "char_end": 2679607,
+          "column_start": 5,
+          "column_end": 11
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7d995336d576f1aec506",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "eb3c9ef48187d094dbcc3f510b95f077dd9c78a3ba06f69a519d09f063a8ba0b",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 95570,
+          "line_end": 95570,
+          "char_start": 2684176,
+          "char_end": 2684226,
+          "column_start": 0,
+          "column_end": 50
+        },
+        "surface_location": {
+          "line_start": 95570,
+          "line_end": 95570,
+          "char_start": 2684197,
+          "char_end": 2684203,
+          "column_start": 21,
+          "column_end": 27
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e1f0b7b89d40af6f942c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "17cad33b78e9e365cac024d089a9ac56e535b8c693d753bcfa7ba3aec5adddbb",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 102776,
+          "line_end": 102776,
+          "char_start": 2882154,
+          "char_end": 2882173,
+          "column_start": 0,
+          "column_end": 19
+        },
+        "surface_location": {
+          "line_start": 102776,
+          "line_end": 102776,
+          "char_start": 2882166,
+          "char_end": 2882172,
+          "column_start": 12,
+          "column_end": 18
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3382a8288df9c64ecf79",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "94a93a6691a9c2a5458359395970119a69150b6e34eba85cdab7e3da6e143949",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 102814,
+          "line_end": 102814,
+          "char_start": 2883242,
+          "char_end": 2883255,
+          "column_start": 0,
+          "column_end": 13
+        },
+        "surface_location": {
+          "line_start": 102814,
+          "line_end": 102814,
+          "char_start": 2883246,
+          "char_end": 2883252,
+          "column_start": 4,
+          "column_end": 10
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a545d42c512986d146d8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "00266c21912203ba6b60bd687da34635a425d77bf80afe475d7f4155f7902e90",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 105355,
+          "char_start": 2952207,
+          "char_end": 2952229,
+          "column_start": 0,
+          "column_end": 22
+        },
+        "surface_location": {
+          "line_start": 105355,
+          "line_end": 105355,
+          "char_start": 2952224,
+          "char_end": 2952228,
+          "column_start": 17,
+          "column_end": 21
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-510f5261153e263b37ce",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "48e69c14e6bd5579d146a9664e358f2ade908d1314d893b0cb282d6f81ffcdf8",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 106693,
+          "char_start": 2988589,
+          "char_end": 2988615,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
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+          "line_end": 106693,
+          "char_start": 2988593,
+          "char_end": 2988599,
+          "column_start": 4,
+          "column_end": 10
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b857a505e93f644722d5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "6242351330ed705657a52f9b57eda4355d0e2c8698b2667a2f5cd02dcf607f56",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 107504,
+          "line_end": 107504,
+          "char_start": 3009979,
+          "char_end": 3010026,
+          "column_start": 0,
+          "column_end": 47
+        },
+        "surface_location": {
+          "line_start": 107504,
+          "line_end": 107504,
+          "char_start": 3009981,
+          "char_end": 3009987,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-2959d606ef220c5b57ac",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "f254114b3a92fa49f31dcff3c1f030e4832130790090e401d7e52f71b98892f4",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 112248,
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+          "column_start": 0,
+          "column_end": 22
+        },
+        "surface_location": {
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+          "line_end": 112248,
+          "char_start": 3133198,
+          "char_end": 3133204,
+          "column_start": 5,
+          "column_end": 11
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-49fadeb78b82b69ee1de",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "511ed4192c54d96dba3e5b95f6e7c4290e51ac0d100854f06ce72d545a6954f1",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 117109,
+          "char_start": 3257073,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 117109,
+          "char_start": 3257082,
+          "char_end": 3257088,
+          "column_start": 9,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-2afaaa6fa42b8dc6a87f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "9a025f162b3a7699bd4531d2ce15c7c7dcbd97aed60b0b1e36e27f5d0ced5e8c",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 117204,
+          "char_start": 3259523,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 117204,
+          "char_start": 3259528,
+          "char_end": 3259534,
+          "column_start": 5,
+          "column_end": 11
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-aa2015bc4357de46c61c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "0b463fc5873003f4f7e2a4e37b38747bf0f3fab0457d901befa2ecb6fb2ee79d",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 118096,
+          "char_start": 3280707,
+          "char_end": 3280754,
+          "column_start": 0,
+          "column_end": 47
+        },
+        "surface_location": {
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+          "line_end": 118096,
+          "char_start": 3280709,
+          "char_end": 3280715,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a5399b67d01bd461d57c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "36980262b3e13d9b30e4b1e3dc9345a34bbc58baf55c2f20fe7125c9505086fe",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "char_start": 3481415,
+          "char_end": 3481460,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 125664,
+          "char_start": 3481420,
+          "char_end": 3481426,
+          "column_start": 5,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b434441dbcd787ba9257",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "49303370a109f121d0de9468dadf1326dedbf418d65ce051673add1f2cc4f8ac",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
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+          "column_start": 0,
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+        "surface_location": {
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+          "column_start": 3,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fdc8fe19b977c9d7dbe4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "a95f00653d1f02cde7c81c9bd88777a6267d4127698a4b9a8d26c36ea66e2f2e",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 3576739,
+          "char_end": 3576745,
+          "column_start": 5,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4d3e73bfd5d9c420262b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
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+          "column_start": 0,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fc8a8492cfe00d397575",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
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+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0e74352bbdf5e7008282",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
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+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-24a6a704e54caa46161e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "aff52d5fb08748595035b6ec0266916fbb39d0612f9ad832a4bbadef26da5419",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-767738fe750f63cd82db",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e87bceed207a954c6702",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1081d54b80af65a1cdbf",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "0374cca76a7fa7193af09466c06dbcc32570dca67f5597ae82eb94797cbd3f75",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 149401,
+          "line_end": 149401,
+          "char_start": 4114830,
+          "char_end": 4114867,
+          "column_start": 0,
+          "column_end": 37
+        },
+        "surface_location": {
+          "line_start": 149401,
+          "line_end": 149401,
+          "char_start": 4114845,
+          "char_end": 4114851,
+          "column_start": 15,
+          "column_end": 21
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0abedbefa0334859bf21",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "03851f188c43a16884a6f9eadb02f781d0eb6fd2cebd11d3c885372f47380167",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 149421,
+          "line_end": 149421,
+          "char_start": 4115337,
+          "char_end": 4115376,
+          "column_start": 0,
+          "column_end": 39
+        },
+        "surface_location": {
+          "line_start": 149421,
+          "line_end": 149421,
+          "char_start": 4115369,
+          "char_end": 4115375,
+          "column_start": 32,
+          "column_end": 38
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ad6778600217fa7b8757",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "6826a371b26eacdc1bcc754008279fa4518030153c6cbb77a1bba214923d66c3",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 150035,
+          "line_end": 150035,
+          "char_start": 4131593,
+          "char_end": 4131627,
+          "column_start": 0,
+          "column_end": 34
+        },
+        "surface_location": {
+          "line_start": 150035,
+          "line_end": 150035,
+          "char_start": 4131618,
+          "char_end": 4131624,
+          "column_start": 25,
+          "column_end": 31
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-58e6259afc8b432f081a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "084d6541c2cc3a2f10266b7d71146da37031449fe301b6387f33f3480713f452",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 150707,
+          "line_end": 150707,
+          "char_start": 4148290,
+          "char_end": 4148314,
+          "column_start": 0,
+          "column_end": 24
+        },
+        "surface_location": {
+          "line_start": 150707,
+          "line_end": 150707,
+          "char_start": 4148293,
+          "char_end": 4148297,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4038d065fd418a18333a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "e07ba9e141e846891b503de35cfe45a754a18e1f0d2b0dabcaf0b701172d7e14",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 150857,
+          "line_end": 150857,
+          "char_start": 4152080,
+          "char_end": 4152106,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
+          "line_start": 150857,
+          "line_end": 150857,
+          "char_start": 4152089,
+          "char_end": 4152097,
+          "column_start": 9,
+          "column_end": 17
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0ccb7845510843227560",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "07d167cab2fc6be7feac451480fae0e985573a8755f612bf21727ed2258b1090",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 151745,
+          "line_end": 151745,
+          "char_start": 4174644,
+          "char_end": 4174667,
+          "column_start": 0,
+          "column_end": 23
+        },
+        "surface_location": {
+          "line_start": 151745,
+          "line_end": 151745,
+          "char_start": 4174650,
+          "char_end": 4174658,
+          "column_start": 6,
+          "column_end": 14
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e6cc0303dd23ce16eb4f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "f7a4281fd9ec163f158bcba3ddf7f87b4e4e0811f7256a58670f2457e3e7dd23",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 152292,
+          "char_start": 4188630,
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+          "column_start": 0,
+          "column_end": 46
+        },
+        "surface_location": {
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+          "char_start": 4188651,
+          "char_end": 4188657,
+          "column_start": 21,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-35b3828df3d9aa1681ac",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "fd859fb8cfbe0ec5eae055966474ccada5a8379e62cfcc2e53a89c473621966f",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "char_start": 4278162,
+          "char_end": 4278188,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
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+          "line_end": 155840,
+          "char_start": 4278174,
+          "char_end": 4278180,
+          "column_start": 12,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b5745735f69805c63352",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-67c906679a23cf06733e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "aafbc05eed3ab6410bc890268e8e445509707ba5d2c19749f10d34215916e52a",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 4388944,
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+          "column_start": 30,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-86674a4be3ace16e4190",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "7ec3c15fe3b735b107d048e1b10e58f09825607f3a41e8495b97f06a999bf355",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 161406,
+          "line_end": 161406,
+          "char_start": 4425056,
+          "char_end": 4425096,
+          "column_start": 0,
+          "column_end": 40
+        },
+        "surface_location": {
+          "line_start": 161406,
+          "line_end": 161406,
+          "char_start": 4425090,
+          "char_end": 4425094,
+          "column_start": 34,
+          "column_end": 38
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-07a095b89ee887c9ff5e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "f48c594a0f187ba6268b5e085cd26196fc3285e95ea2dceadae29ea827b27056",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 166040,
+          "char_start": 4548244,
+          "char_end": 4548274,
+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
+          "line_start": 166040,
+          "line_end": 166040,
+          "char_start": 4548247,
+          "char_end": 4548253,
+          "column_start": 3,
+          "column_end": 9
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e80d601034fd80bb56b0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "db5ee551ce20f52edbf2d6d05d9bb786145a2484cf4802801106938e0c07f467",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 167108,
+          "char_start": 4576762,
+          "char_end": 4576782,
+          "column_start": 0,
+          "column_end": 20
+        },
+        "surface_location": {
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+          "line_end": 167108,
+          "char_start": 4576775,
+          "char_end": 4576781,
+          "column_start": 13,
+          "column_end": 19
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a9e90b3b173388065bc0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "ca3652a63bdd35abe9822327a68dc063b6ea0742ddd60a83b1b9ea595b99b6a4",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 167179,
+          "char_start": 4578723,
+          "char_end": 4578757,
+          "column_start": 0,
+          "column_end": 34
+        },
+        "surface_location": {
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+          "line_end": 167179,
+          "char_start": 4578741,
+          "char_end": 4578747,
+          "column_start": 18,
+          "column_end": 24
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e77edaffeaadbcdff524",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "5a6cb8868481eed90151577e535a244028002b3e5e924ae1e5438039d25016ca",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 167517,
+          "char_start": 4588450,
+          "char_end": 4588476,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
+          "line_start": 167517,
+          "line_end": 167517,
+          "char_start": 4588455,
+          "char_end": 4588461,
+          "column_start": 5,
+          "column_end": 11
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f418f1adf0fb7ef829c4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "975930ae2ec763b2dc7b8e61b1801f47da1894fbf1ed9ded9dc0d7cdaa9deab5",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 170511,
+          "char_start": 4668493,
+          "char_end": 4668509,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
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+          "line_end": 170511,
+          "char_start": 4668498,
+          "char_end": 4668506,
+          "column_start": 5,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-11aa84f99cb9d1993a98",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "17d80d78008d85a5fc48f347e4d4a26d365444adff3c6aa7432ff3ada83816a3",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+          "line_end": 170540,
+          "char_start": 4669182,
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+          "column_start": 0,
+          "column_end": 33
+        },
+        "surface_location": {
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+          "line_end": 170540,
+          "char_start": 4669208,
+          "char_end": 4669214,
+          "column_start": 26,
+          "column_end": 32
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d990aed8334b87dadcbd",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
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+        },
+        "surface_location": {
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+          "char_start": 4677544,
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a6a0da526a864ad3a79b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b2ba61c50bd24d286955",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "5483f85fde00dd70eaee97f29ce34d27c1d6e2e6a8cca413f1de0f855ab263af",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
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+        },
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-72de8359b8ce031cb3f6",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
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+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c1d6745f72ec1cb101f5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "b79c416687f148be7683f3a57338a1136d97f163bd846dfd3838a35471a3488b",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 176856,
+          "line_end": 176856,
+          "char_start": 4828337,
+          "char_end": 4828366,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 176856,
+          "line_end": 176856,
+          "char_start": 4828351,
+          "char_end": 4828357,
+          "column_start": 14,
+          "column_end": 20
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7507d8df9ddcae752d9e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "718716a67a8ef04521e6d571c45f97c12c03a2e49e5dac17f3dd6b398bb23199",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 179483,
+          "line_end": 179484,
+          "char_start": 4896587,
+          "char_end": 4896618,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 179483,
+          "line_end": 179483,
+          "char_start": 4896601,
+          "char_end": 4896609,
+          "column_start": 14,
+          "column_end": 22
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-47061701d483ab0fc6e0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "1ca935c8879dd8e52ac5210917eb7c589b34c6d142d47f52c5b74ddc4a0adfd1",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 181436,
+          "line_end": 181436,
+          "char_start": 4946917,
+          "char_end": 4946951,
+          "column_start": 0,
+          "column_end": 34
+        },
+        "surface_location": {
+          "line_start": 181436,
+          "line_end": 181436,
+          "char_start": 4946924,
+          "char_end": 4946932,
+          "column_start": 7,
+          "column_end": 15
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-72ff540df38ac34645a6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "aa429ec674de97474a29ed73cc7e781ee304d1f76970c831bb20e010887ef6d7",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 183525,
+          "line_end": 183525,
+          "char_start": 4998591,
+          "char_end": 4998614,
+          "column_start": 0,
+          "column_end": 23
+        },
+        "surface_location": {
+          "line_start": 183525,
+          "line_end": 183525,
+          "char_start": 4998597,
+          "char_end": 4998605,
+          "column_start": 6,
+          "column_end": 14
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e528be012a24496c7f7f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "a2151a420322bebe969647058f8d199ae4c800f5900bd6e24bd02664a27a9dcc",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 185652,
+          "line_end": 185652,
+          "char_start": 5055481,
+          "char_end": 5055528,
+          "column_start": 0,
+          "column_end": 47
+        },
+        "surface_location": {
+          "line_start": 185652,
+          "line_end": 185652,
+          "char_start": 5055519,
+          "char_end": 5055527,
+          "column_start": 38,
+          "column_end": 46
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c54489a7c34e9d9d6471",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "d89b69b9dbc4322f39c1dd4926a572df2fcbaea9251ad5af3bf901559221e3d1",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 185877,
+          "line_end": 185877,
+          "char_start": 5061332,
+          "char_end": 5061364,
+          "column_start": 0,
+          "column_end": 32
+        },
+        "surface_location": {
+          "line_start": 185877,
+          "line_end": 185877,
+          "char_start": 5061355,
+          "char_end": 5061363,
+          "column_start": 23,
+          "column_end": 31
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8ca8447f95bca0409585",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "dd1a1e3aa20fd40bd147ffb8f7073ba9817f0a17587e71ba174de7a3955b5d59",
+        "excerpt_sha256": "ddb82bd8cab72de022573fff425c2d23e1a157c7ab3135e93e08138205457a6a",
+        "source_ref": "小说清单/星环使命(虚伪王庭).txt",
+        "location": {
+          "line_start": 186906,
+          "line_end": 186906,
+          "char_start": 5088711,
+          "char_end": 5088741,
+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
+          "line_start": 186906,
+          "line_end": 186906,
+          "char_start": 5088734,
+          "char_end": 5088740,
+          "column_start": 23,
+          "column_end": 29
+        },
+        "work_ref": "ref:星环使命(虚伪王庭)"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5996a2853f562a78d4c8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "e5f269d21ce108f281aa6a23d2459e220db48b5487a979f9249140ae99f2b48c",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 2752,
+          "line_end": 2752,
+          "char_start": 58804,
+          "char_end": 58962,
+          "column_start": 0,
+          "column_end": 158
+        },
+        "surface_location": {
+          "line_start": 2752,
+          "line_end": 2752,
+          "char_start": 58860,
+          "char_end": 58866,
+          "column_start": 56,
+          "column_end": 62
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0103ca241db8ca2c4c45",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "56b5e0966b6a1b3e44eef98f083f74d855424ab1a2f08cb8553aae3cecdf9f3f",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 8905,
+          "line_end": 8905,
+          "char_start": 188375,
+          "char_end": 188447,
+          "column_start": 0,
+          "column_end": 72
+        },
+        "surface_location": {
+          "line_start": 8905,
+          "line_end": 8905,
+          "char_start": 188413,
+          "char_end": 188417,
+          "column_start": 38,
+          "column_end": 42
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-18eed63affab56992ff8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "05f47b38a434e7d07e1fc60e1f058184e84572ab40ba1c4f8df710c480917503",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 9460,
+          "line_end": 9466,
+          "char_start": 198257,
+          "char_end": 198437,
+          "column_start": 47,
+          "column_end": 144
+        },
+        "surface_location": {
+          "line_start": 9466,
+          "line_end": 9466,
+          "char_start": 198347,
+          "char_end": 198351,
+          "column_start": 54,
+          "column_end": 58
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-49a88454a01143b2fc05",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "708b8e84383eabe0daf932a48963b12fb33cbaced5d754c48883b41bdc2bb720",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 11917,
+          "line_end": 11917,
+          "char_start": 247147,
+          "char_end": 247250,
+          "column_start": 0,
+          "column_end": 103
+        },
+        "surface_location": {
+          "line_start": 11917,
+          "line_end": 11917,
+          "char_start": 247182,
+          "char_end": 247186,
+          "column_start": 35,
+          "column_end": 39
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-6bae33000c20db536226",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "bcd0f28f24d9305b2af949a464ca0f2aff0bf7bfaef7af6282b1193c8a9a0e52",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 13141,
+          "line_end": 13141,
+          "char_start": 275995,
+          "char_end": 276075,
+          "column_start": 0,
+          "column_end": 80
+        },
+        "surface_location": {
+          "line_start": 13141,
+          "line_end": 13141,
+          "char_start": 276052,
+          "char_end": 276056,
+          "column_start": 57,
+          "column_end": 61
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-74c7241abe80d6881823",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "5b28816c2d8e05d53bb17507c7f320b3c213cbaf5a83a23a2c6cb8cec61c9f49",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 23965,
+          "line_end": 23966,
+          "char_start": 488734,
+          "char_end": 488782,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 23965,
+          "line_end": 23965,
+          "char_start": 488765,
+          "char_end": 488769,
+          "column_start": 31,
+          "column_end": 35
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-14f1fb52b9e1c59ce099",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "8c3323551076d6784bab158f0c43f9f2bcde6e97beeeb2060b13a5099fee6ab3",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 32413,
+          "line_end": 32413,
+          "char_start": 663095,
+          "char_end": 663252,
+          "column_start": 0,
+          "column_end": 157
+        },
+        "surface_location": {
+          "line_start": 32413,
+          "line_end": 32413,
+          "char_start": 663168,
+          "char_end": 663172,
+          "column_start": 73,
+          "column_end": 77
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f769f6d41d4add42bb35",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "8a4947bc0b6a213e7a69be2e8180cd8dfcd97e7dedbbea0fd099b46ea63b75cb",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 50212,
+          "line_end": 50212,
+          "char_start": 1011774,
+          "char_end": 1011876,
+          "column_start": 0,
+          "column_end": 102
+        },
+        "surface_location": {
+          "line_start": 50212,
+          "line_end": 50212,
+          "char_start": 1011845,
+          "char_end": 1011849,
+          "column_start": 71,
+          "column_end": 75
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9fb1ba9758c109c655c2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "6b9058eeb1f98e47a1bca5093b794ba2c3dae67fde1e4b4350349b923593162f",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
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+          "char_start": 1081876,
+          "char_end": 1081893,
+          "column_start": 52,
+          "column_end": 69
+        },
+        "surface_location": {
+          "line_start": 53443,
+          "line_end": 53443,
+          "char_start": 1081888,
+          "char_end": 1081892,
+          "column_start": 64,
+          "column_end": 68
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e1f6a4422abb32a3f051",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "f36255ea4755fe9cb50df10acf73bde5d8fa0fde6ed76dfc42fff0fdc21b4e55",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 58126,
+          "line_end": 58126,
+          "char_start": 1173767,
+          "char_end": 1173847,
+          "column_start": 25,
+          "column_end": 105
+        },
+        "surface_location": {
+          "line_start": 58126,
+          "line_end": 58126,
+          "char_start": 1173838,
+          "char_end": 1173842,
+          "column_start": 96,
+          "column_end": 100
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ad033982f6ac4d3830df",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "52e5c0604896d46b4ab2692533569c9501644dd66ff8c52cc0dd7b40902f6f79",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
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+          "char_start": 1496722,
+          "char_end": 1496862,
+          "column_start": 1019,
+          "column_end": 1159
+        },
+        "surface_location": {
+          "line_start": 74398,
+          "line_end": 74398,
+          "char_start": 1496758,
+          "char_end": 1496764,
+          "column_start": 1055,
+          "column_end": 1061
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8928e70e253ec5ef0755",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "489b9548c6e57f84bb4f19e884699c1c9c0c1fe8e71a4e7ee731833fb601af5f",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
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+          "char_start": 1513857,
+          "char_end": 1513919,
+          "column_start": 1134,
+          "column_end": 1196
+        },
+        "surface_location": {
+          "line_start": 75016,
+          "line_end": 75016,
+          "char_start": 1513914,
+          "char_end": 1513918,
+          "column_start": 1191,
+          "column_end": 1195
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b736a260bdd1cee9daff",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "a8db50bd8c2c9082011ae5ac7392f68cfb4618193cfaac1f247a296de8d77352",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 87760,
+          "line_end": 87760,
+          "char_start": 1759755,
+          "char_end": 1759835,
+          "column_start": 0,
+          "column_end": 80
+        },
+        "surface_location": {
+          "line_start": 87760,
+          "line_end": 87760,
+          "char_start": 1759810,
+          "char_end": 1759814,
+          "column_start": 55,
+          "column_end": 59
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f2c64297c4ce5a8ab97f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "68167f345fa294d5e81250891a1b1093e361db4318fe660b36e4f89db29b9671",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
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+          "line_end": 91936,
+          "char_start": 1837267,
+          "char_end": 1837285,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 91936,
+          "char_start": 1837280,
+          "char_end": 1837284,
+          "column_start": 13,
+          "column_end": 17
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-31f56413543e126e3ebd",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "fb8e8561276a17c1885624015954f4457d326429dabad950687d7c2d89395471",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
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+          "char_start": 1903391,
+          "char_end": 1903478,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 1903456,
+          "char_end": 1903460,
+          "column_start": 65,
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+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bf726648ee7264080f36",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "d196e26c2e79bf8a0f945ed250fb2bef71df597464d9e93a541ff38b79e47154",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
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+          "char_start": 2122059,
+          "char_end": 2122116,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 2122075,
+          "char_end": 2122079,
+          "column_start": 16,
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+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0997522fddccb2f0601f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "b40199fb52ec8d0aea3c67c4905936e39731f82ddada18fd664247657503468e",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 2341032,
+          "char_end": 2341036,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b483f77a40066921fa97",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "3a03104100bd3586b424c093efa2e57be763dd7653d992a2cbff52afa35935a9",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 2392878,
+          "char_end": 2392884,
+          "column_start": 0,
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+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-01896b9fd20c0b5c2902",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
+        "excerpt_sha256": "4491bcb80a5b3f32d24ca125097527922fe6695558840d570fe1f4b0f76a0363",
+        "source_ref": "小说清单/机动风暴_骷髅精灵.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机动风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-6b391363e91b6837811f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "03651fab34b4e4fc1924359c39a747d7ab37f91f6231b50e3ce5d269063fad1f",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+          "column_end": 85
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c2d8edbd901a2057c121",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "3b28ca7fff5d522d70b738f723e7ff1971c585be102f2f20c107942c05ee8164",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+          "char_start": 170816,
+          "char_end": 170820,
+          "column_start": 60,
+          "column_end": 64
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9687fabc5a72f3958e78",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "698c34d18e2303bc71a25a74e05cdc085a1b4c2c231a2c82b7679f2b58a7c7ac",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "surface_location": {
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+          "char_start": 178804,
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+          "column_start": 69,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f1b56d116ed9c5354fb3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a477a2abbee79f1e40e1",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e4253feec14650a7be95",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
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+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      "source": {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      "source": {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "source": {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
+    {
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+      "observation": {
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+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
+    {
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
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+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
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+        "function_check": [
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+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
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+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
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+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
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+      "observation": {
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+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      "observation": {
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f19422453214e4711f50",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "18aaad4d6c66f2a205815076c4cf9a67cc619650325c176af2ad7a78e9ce9015",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 1279414,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-604f032819cc34e89d43",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      "source": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+          "char_start": 1407601,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-379765630f6b651d0063",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "7b2702dab7bab4a63cf0abe1a7da1997f26788e3c9ae1ef7eabe84b1f9c41f2a",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+          "char_start": 1410318,
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+        "surface_location": {
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+          "char_start": 1410400,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f82fe9d318c53953b54c",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "8fe92ced0f016f8b63403ed61f5fba7752b17334e553914c4e4269342fbb22c8",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a1215c9e140400514b54",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "0e0bbca3fe90124b8dc0a1807fefecc04f0fdce5a4d62e028f89ae32fd943928",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+          "char_start": 1452527,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-329b7316686f810ab957",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1bc3dc03aaea26d9b2ee",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "39e8b9bbcff00c54c0a6b36dddb1c08f64b4218c3ee3171ed0f475108da52cac",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "29fcac0f70279a8ede99d6b5550e2c9420a511f6cd505c379b44d4463ed88970",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-13859754b067937814df",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cd88653b866518370886",
+      "card_type": "ai_flavor_case",
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+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
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+      "source": {
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+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8fd5f361e3f3b41faa18",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "cf59d762b7f386142acda40bb44660803003d0043a6f76f95368a010aa8ce2c7",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
+        "kind": "existing_work",
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+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      "source": {
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+        "work_ref": "ref:机战无限_亦醉"
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f948bc6f6b4d78c4a805",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
+        "kind": "existing_work",
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+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+      "observation": {
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "observation": {
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+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
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+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1b63e59f6c302781e622",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "d59cf111f434a592e8855e1ad52c67bb304aaba5d3a8a8c015b11eb19032db4a",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+          "char_start": 4137875,
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+        "surface_location": {
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+          "char_start": 4137977,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-eb06c0654f009bc62373",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+          "char_start": 4187760,
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+        "surface_location": {
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+          "char_start": 4187760,
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+          "column_start": 0,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1df3221dc117e9ff6d66",
+      "card_type": "ai_flavor_case",
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+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5dfb8056599f1d690594",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+          "char_start": 4839593,
+          "char_end": 4839599,
+          "column_start": 0,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a38279b1ba9ed2bef49c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+          "char_start": 4989799,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 4989801,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dad4b27d350ab479de79",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "e2af834739816b659725479114c0026cd3950f7b11d3099f12dce3a68bc94ac1",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-89ca35f2a960f7db8eb3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "5b2a5a01f8d4236a44460f8ccecff62b498621e1993928e92a43b23bbd825b5f",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1e0b575732724d5ca04a",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "b1c147fb3050b02d031146ae14092f46895547926838421c772ae987a8cb7ade",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+          "column_start": 0,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f251a35855fe077f1b88",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "c0b51526e75dddbac06486f54029a49e6073794cb3fd4ed344e6d2a293e53327",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+          "char_start": 5241602,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0fcb7e765014026160cc",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bc31c81cca9ef2e2fe4d",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-33d4aee719c4164c6054",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8f96f35402c86faf769f",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "1b01528fe02e335edb7b8d1092521812e1daa462722cbdf7a4d4fd9b8db19fa6",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 5434878,
+          "char_end": 5434996,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 5434975,
+          "char_end": 5434981,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-38e05c61180e343f5159",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "f19e16f9a927f565eb5cf34805a72c8cae0ee73279ecb6dc97288e81d5902a17",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 5436089,
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+          "column_start": 0,
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+        },
+        "surface_location": {
+          "line_start": 181761,
+          "line_end": 181761,
+          "char_start": 5436090,
+          "char_end": 5436096,
+          "column_start": 1,
+          "column_end": 7
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1ea3970e862b2e67fa1a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "d3d5b4e4dd6fc7b1406a2d33d30832e66db8d23a6bdc211edbe80ac5f5c25979",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 5443585,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 181980,
+          "char_start": 5443587,
+          "char_end": 5443593,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-add768ddd18ef109ba3c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "5aac4ef19a63c97eb90a4ba5ebd23ce3d8535d9e132143c6f17cb46320dc1eee",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 5473898,
+          "char_end": 5473904,
+          "column_start": 1,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e430845d44e9710235fd",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "3ccc3b7c611b476e4dc01942d76c6f0cecc9e47722917b54f8a4d64b5c44533e",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+          "column_start": 0,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d2c64405c088bf18c14e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "bfb0d4c57c84790d4a74939ee161e31441bc19e700bb8175b5e8069eb2cb06e6",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cee54e049ced73227249",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "7d542646edc5fb71693f17c64ff749e6301e4b3b29dafcf2cfb2b02cad4503b8",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "surface_location": {
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+          "char_start": 5550598,
+          "char_end": 5550604,
+          "column_start": 0,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-02f2a85e229574cfb475",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "c62897f97579f8321d3a3a1cf83bfbf8de38b95a4302c3511f84cd07775ee182",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "surface_location": {
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+          "column_start": 123,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b37a19d7a73931aabb41",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "cd8e1c5287169ddcaafc7ae2ff425b896da9e4ed117fe738838705548273e3a1",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 5742236,
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+          "column_start": 48,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-42d069e90ca9bed66e16",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "820c8d85cbcc2e69a129a0dedf7191f26cf691ed6b6c86e0740b389cec08552d",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 5835745,
+          "char_end": 5835749,
+          "column_start": 70,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-930851c52bb079277df7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "44c1cc878378256087763a23c06481b9c31d96cb80a92572db51ce9d601a0b60",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "surface_location": {
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+          "char_start": 5961557,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-25683d64360d402a6cfb",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "7b2f165e9273d6216cfac092781b3066bb930d2b7716c3522ffbe19a47cbf56f",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "surface_location": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
+      "excerpt": "",
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+      "source": {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
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+      "context": "",
+      "source": {
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+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+        "work_ref": "ref:机战无限_亦醉"
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
+    {
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+          "line_start": 212760,
+          "line_end": 212760,
+          "char_start": 6384071,
+          "char_end": 6384075,
+          "column_start": 80,
+          "column_end": 84
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-844343a318344b0484f7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "f73717c954097435236e18dfd1471de5ed8fa2c7c5af503bd568713a2d5509af",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 6499890,
+          "char_end": 6500004,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 6499972,
+          "char_end": 6499976,
+          "column_start": 82,
+          "column_end": 86
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c92159394b3129fe725e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "d053aced2130951572265b7ce71fc8bd3f4164a828c9444f4dc0fb8cda01a38d",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 6572255,
+          "char_end": 6572390,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 6572356,
+          "char_end": 6572360,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f9025f84c102f5b735c8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "7867f44d469ea0835f225a99aa7d7b5535c3561e4d1cf69c8179804310644ba6",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+          "char_start": 6617980,
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+          "column_start": 0,
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+        "surface_location": {
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+          "char_start": 6617980,
+          "char_end": 6617986,
+          "column_start": 0,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-996a2c73dffbc1008f78",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "1291f1f8c8a8200037a8d142018aec1f7b005234f5b671c3d9106195839b42b2",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8965f7ce445f587d058e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "821008c3d0e6c81fb6a2f6e1f9246ad3425b0bded8a3abde98f6ee077f305977",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4ee9855a2dba216d9d0a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "d4e0a40690272262be3e41197ffdf6d697c1352480d04ea2c78563099859918c",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "surface_location": {
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+          "char_start": 6710611,
+          "char_end": 6710617,
+          "column_start": 0,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7e10c6570e5686569f5b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "a39879d80df27ad7ca204d0a0329b57758a5dba6c305bf88c1d0c00c7d147f51",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cf606fed0f80df3731d3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "b2d0552d429417f6a83209db1b572120615dedf052ed8ba673422e971efa8fde",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "surface_location": {
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+          "char_start": 6757908,
+          "char_end": 6757914,
+          "column_start": 4,
+          "column_end": 10
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-14a54c543698a121a029",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "7819cd035fba9613c6525b020f1e7edbadbd69ec0b166a645681461dcc83e6f0",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+          "char_end": 6765982,
+          "column_start": 1,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-54f095d0f28098aef600",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "40ed10b837109c5216e43381e64b0a575ce1564119dd382b645a72d0daeca829",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-19b1864795355c002ed9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "75df98ec18a551ef3c186ce8ab8d38e8fdb5897ee0267fd5f3e29fe5eef09f11",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+        "surface_location": {
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-97fb98d1e4249c9a44c5",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+          "char_start": 6872486,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5d2c750da43a4c70951c",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1356fc0993b064221dbf",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ff441a7018e64303142e",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dbb11e5d2bfdfc771ccb",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
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+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-658ff7c81eb0bd510200",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "0f909548551920351b2ee095bb56669a1d2ef09be4d5b8c2a65618266d59013b",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
+          "line_start": 246621,
+          "line_end": 246621,
+          "char_start": 7426690,
+          "char_end": 7426851,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 7426738,
+          "char_end": 7426742,
+          "column_start": 48,
+          "column_end": 52
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-94156305cb6b0a2c452e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "e926b51e26e4f26f799783dc72fc25fcec0372a8b886057937517cfee983ffc9",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "line_end": 250092,
+          "char_start": 7552944,
+          "char_end": 7553073,
+          "column_start": 0,
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+        },
+        "surface_location": {
+          "line_start": 250092,
+          "line_end": 250092,
+          "char_start": 7552974,
+          "char_end": 7552978,
+          "column_start": 30,
+          "column_end": 34
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-168f8289b72ec00554fa",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "c880c0d806c2c7f569f830f41b83a51514a62c896b8988f4b7b8609bc49f091a",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 7607258,
+          "char_end": 7607434,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 251637,
+          "char_start": 7607301,
+          "char_end": 7607305,
+          "column_start": 43,
+          "column_end": 47
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ff292d411bbad1b3c8ad",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "aa5cc7d430ee7565c402cf0f6f05584dcfe2011b0c626be1afa51bf3f3eadd0f",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 7661857,
+          "char_end": 7661964,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 7661857,
+          "char_end": 7661863,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9b7e8c219e71763d94d7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "92a219dbce3ceaa5f158af0f51fbbcd900d5c312d41c2590f8fc62b73c355b06",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "column_start": 0,
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+        "surface_location": {
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+          "char_start": 7682921,
+          "char_end": 7682927,
+          "column_start": 1,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-930e67c69107c7498a3e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "aaa2684ec874da5c6eacbdf076b5cfbc9ddd2eaa421b6f5e483eab6bf89d3a12",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d056c582ecb0c480dc24",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "40b408719f539dd3cb9d7f0d4469d57534d3dd7a8bc0c1b0f7f2b550e707ee17",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "surface_location": {
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+          "char_start": 7727727,
+          "char_end": 7727731,
+          "column_start": 11,
+          "column_end": 15
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-af9f2b53d531d678a3a2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "838488ff9b971c82fdedba04022577669e802f9fc571bdf01c7f34b092035c76",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+          "char_start": 7734855,
+          "char_end": 7734861,
+          "column_start": 185,
+          "column_end": 191
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fdd9089d7669aaa55232",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "5c450b51c260fda53550af1abd28eee223e79d95b2c2846156ba6182e8c78738",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-417431dafd90495fc212",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "842f20763a504ffeb32ee3ec09e03345bb31c3c13a8a8ff98239a5562a8f6383",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c0140d78f7e55267502e",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "93936a0f245871fb2d4b4ef77798465b9c023db3028a5bbea926e277841eced9",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
+          "line_start": 261399,
+          "line_end": 261399,
+          "char_start": 7930023,
+          "char_end": 7930029,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-57faebdf7158b2f88520",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "d0db28614cad03a146c5f6f50277ac5f123ced45a355aa4996b03f8025340ef3",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 8014752,
+          "char_end": 8014913,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 264336,
+          "line_end": 264336,
+          "char_start": 8014799,
+          "char_end": 8014803,
+          "column_start": 47,
+          "column_end": 51
+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9fa28ea5189389dcf715",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "9742829906368cb6b13a1d830f6f0181d36e7b7991f4f03d402bd1e8c3c508dd",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_start": 8049533,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 8049619,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-12a736aaecf8b2777aef",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "c867386e441995e3551d9b3bd3f8d20cbae05335ce53714aae6ebcfeaac076d7",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
+        "location": {
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+          "char_end": 8061598,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 8061564,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3dcb160c4b05cb507700",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
+        "excerpt_sha256": "fac4009eb4f1425e41c08b579c0c2a5c8d613757025f451530d5a36221602e21",
+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+          "column_start": 1,
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
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+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9929c0300fd35d03d2ed",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0b7cbf965394e28c75ae",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "89fa18123dbba68faa8b7564e787a1cb1698f42e366486009e03e7c1b40da8a9",
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+        "source_ref": "小说清单/机战无限_亦醉.txt",
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+        },
+        "work_ref": "ref:机战无限_亦醉"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b30a87cf71392d137539",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+        "source_ref": "小说清单/机武风暴_骷髅精灵.txt",
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+        },
+        "work_ref": "ref:机武风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fbc6d3303a7abc9cb790",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "31941dac8bde92c7565b0fe5e6191bc121f83eccaaa74d824fda0cfd12ac423c",
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+        },
+        "work_ref": "ref:机武风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-acad535daec02fcb7ccb",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "31941dac8bde92c7565b0fe5e6191bc121f83eccaaa74d824fda0cfd12ac423c",
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+        },
+        "work_ref": "ref:机武风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d2999fbb230cb1691651",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "31941dac8bde92c7565b0fe5e6191bc121f83eccaaa74d824fda0cfd12ac423c",
+        "excerpt_sha256": "dcd1bffe07c55cfb61260de7c3d57878135a0a526e2924f95ab91ea2865ccba9",
+        "source_ref": "小说清单/机武风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 41862,
+          "line_end": 41862,
+          "char_start": 660322,
+          "char_end": 660376,
+          "column_start": 0,
+          "column_end": 54
+        },
+        "surface_location": {
+          "line_start": 41862,
+          "line_end": 41862,
+          "char_start": 660333,
+          "char_end": 660337,
+          "column_start": 11,
+          "column_end": 15
+        },
+        "work_ref": "ref:机武风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-443ad1d9b8a13bf47b3e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "31941dac8bde92c7565b0fe5e6191bc121f83eccaaa74d824fda0cfd12ac423c",
+        "excerpt_sha256": "b7b3f37d3140dd91ad54bd603ad520d6981adf6544d739c90c458238fba311f0",
+        "source_ref": "小说清单/机武风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 43989,
+          "line_end": 43990,
+          "char_start": 696316,
+          "char_end": 696337,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 43989,
+          "line_end": 43989,
+          "char_start": 696324,
+          "char_end": 696328,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机武风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0ba76378687e76b60368",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "31941dac8bde92c7565b0fe5e6191bc121f83eccaaa74d824fda0cfd12ac423c",
+        "excerpt_sha256": "9154e7c46ca2c30b3b24ce583f198a0cc0ee0bb40d5e215a28e6cf84b2eeb6a4",
+        "source_ref": "小说清单/机武风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 112008,
+          "line_end": 112008,
+          "char_start": 1916577,
+          "char_end": 1916616,
+          "column_start": 0,
+          "column_end": 39
+        },
+        "surface_location": {
+          "line_start": 112008,
+          "line_end": 112008,
+          "char_start": 1916580,
+          "char_end": 1916584,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机武风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ce13d719212d99f7a133",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "31941dac8bde92c7565b0fe5e6191bc121f83eccaaa74d824fda0cfd12ac423c",
+        "excerpt_sha256": "c3605b1f25633043bb2676e9f3bf5e4f8bf6aab3c1d49ea4b8ad551ec786ed70",
+        "source_ref": "小说清单/机武风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 135636,
+          "line_end": 135636,
+          "char_start": 2441527,
+          "char_end": 2441628,
+          "column_start": 0,
+          "column_end": 101
+        },
+        "surface_location": {
+          "line_start": 135636,
+          "line_end": 135636,
+          "char_start": 2441612,
+          "char_end": 2441616,
+          "column_start": 85,
+          "column_end": 89
+        },
+        "work_ref": "ref:机武风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-33db2cad6dc59a9b7bac",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "31941dac8bde92c7565b0fe5e6191bc121f83eccaaa74d824fda0cfd12ac423c",
+        "excerpt_sha256": "941b9eedbaace9d8cc5a5fcd71ddcd17fe1f27bfb0918fb10cc990b9fcdebfb4",
+        "source_ref": "小说清单/机武风暴_骷髅精灵.txt",
+        "location": {
+          "line_start": 136659,
+          "line_end": 136659,
+          "char_start": 2464342,
+          "char_end": 2464379,
+          "column_start": 0,
+          "column_end": 37
+        },
+        "surface_location": {
+          "line_start": 136659,
+          "line_end": 136659,
+          "char_start": 2464374,
+          "char_end": 2464378,
+          "column_start": 32,
+          "column_end": 36
+        },
+        "work_ref": "ref:机武风暴_骷髅精灵"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-16eb0c79e95a18f455de",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "69e6e8c6f5901bdc23fd5b2c3a9c4f753e50de43777ef4401fb68a6fd9af9fa2",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 877,
+          "line_end": 877,
+          "char_start": 18066,
+          "char_end": 18142,
+          "column_start": 0,
+          "column_end": 76
+        },
+        "surface_location": {
+          "line_start": 877,
+          "line_end": 877,
+          "char_start": 18125,
+          "char_end": 18129,
+          "column_start": 59,
+          "column_end": 63
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0284f3a370df4f9a5fb2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "109835f69abc25b5c26ee1ed02a65957bd26407232125bad59dc4f0502a8eec1",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 5955,
+          "line_end": 5955,
+          "char_start": 95420,
+          "char_end": 95436,
+          "column_start": 4,
+          "column_end": 20
+        },
+        "surface_location": {
+          "line_start": 5955,
+          "line_end": 5955,
+          "char_start": 95423,
+          "char_end": 95427,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5d11b6e4b0e1b5820b6f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "af8fbfc8f5e784bbbe2f2013e72a56d762cb8aa3484ff77ed6d7e66956c82889",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 40549,
+          "line_end": 40549,
+          "char_start": 517351,
+          "char_end": 517384,
+          "column_start": 20,
+          "column_end": 53
+        },
+        "surface_location": {
+          "line_start": 40549,
+          "line_end": 40549,
+          "char_start": 517354,
+          "char_end": 517358,
+          "column_start": 23,
+          "column_end": 27
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-519d673a970585f2fe05",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 46431,
+          "line_end": 46431,
+          "char_start": 574508,
+          "char_end": 574547,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 46431,
+          "line_end": 46431,
+          "char_start": 574529,
+          "char_end": 574535,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d23c2b6df88f3f9f8318",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "2514f971be9ce5bccd63d5e408e8f4e68aced9f0f58b2984acc298544b7ae0f2",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 47423,
+          "line_end": 47423,
+          "char_start": 588463,
+          "char_end": 588489,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
+          "line_start": 47423,
+          "line_end": 47423,
+          "char_start": 588468,
+          "char_end": 588472,
+          "column_start": 5,
+          "column_end": 9
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-56af02c2b13c88e8e40a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "1f7802bc3d238ccb369b13e26cf93b7036750dcc35d1b6d12378a5dd17d23bc6",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 47738,
+          "line_end": 47738,
+          "char_start": 594773,
+          "char_end": 594819,
+          "column_start": 70,
+          "column_end": 116
+        },
+        "surface_location": {
+          "line_start": 47738,
+          "line_end": 47738,
+          "char_start": 594814,
+          "char_end": 594818,
+          "column_start": 111,
+          "column_end": 115
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-15e687ee531b92522e6f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "1f7802bc3d238ccb369b13e26cf93b7036750dcc35d1b6d12378a5dd17d23bc6",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 47864,
+          "line_end": 47864,
+          "char_start": 597433,
+          "char_end": 597479,
+          "column_start": 70,
+          "column_end": 116
+        },
+        "surface_location": {
+          "line_start": 47864,
+          "line_end": 47864,
+          "char_start": 597474,
+          "char_end": 597478,
+          "column_start": 111,
+          "column_end": 115
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c57f42bdeed02eabf866",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a02143179a372ffe5989d3cee9b042b3349edb41f3f63f915a5bec3576ceca09",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 48026,
+          "line_end": 48026,
+          "char_start": 600659,
+          "char_end": 600708,
+          "column_start": 95,
+          "column_end": 144
+        },
+        "surface_location": {
+          "line_start": 48026,
+          "line_end": 48026,
+          "char_start": 600683,
+          "char_end": 600687,
+          "column_start": 119,
+          "column_end": 123
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-75684db95a7870b3e0a9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "96ae9b92afe03bb41589f1a7c5889e8974e62c18a6dc40bd0bd3ecdbdc87fe3e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 48608,
+          "line_end": 48608,
+          "char_start": 606775,
+          "char_end": 606784,
+          "column_start": 0,
+          "column_end": 9
+        },
+        "surface_location": {
+          "line_start": 48608,
+          "line_end": 48608,
+          "char_start": 606777,
+          "char_end": 606781,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b1fb23d2c39b2237d6ff",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a02143179a372ffe5989d3cee9b042b3349edb41f3f63f915a5bec3576ceca09",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 48770,
+          "line_end": 48770,
+          "char_start": 609240,
+          "char_end": 609289,
+          "column_start": 100,
+          "column_end": 149
+        },
+        "surface_location": {
+          "line_start": 48770,
+          "line_end": 48770,
+          "char_start": 609264,
+          "char_end": 609268,
+          "column_start": 124,
+          "column_end": 128
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-65c2be95115c3f209b65",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 48926,
+          "line_end": 48926,
+          "char_start": 613094,
+          "char_end": 613133,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 48926,
+          "line_end": 48926,
+          "char_start": 613115,
+          "char_end": 613121,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-6aeee3b426cb46cbf62b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 49231,
+          "char_start": 620428,
+          "char_end": 620467,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 49231,
+          "line_end": 49231,
+          "char_start": 620449,
+          "char_end": 620455,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5fc5722ae0edcb46f6f7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3ff137f4f70c7c113ce84bf0df269bc8be49504fea958117b44548cf1c187838",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 50820,
+          "line_end": 50823,
+          "char_start": 642514,
+          "char_end": 642694,
+          "column_start": 235,
+          "column_end": 21
+        },
+        "surface_location": {
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+          "line_end": 50820,
+          "char_start": 642604,
+          "char_end": 642610,
+          "column_start": 325,
+          "column_end": 331
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3301a29974ccbf21a3f8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "78ace5ec6d74fb28e25a23fe39f4795eb3f57495b81698b69d69eef1ce79a0ee",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 51915,
+          "line_end": 51915,
+          "char_start": 654792,
+          "char_end": 654805,
+          "column_start": 0,
+          "column_end": 13
+        },
+        "surface_location": {
+          "line_start": 51915,
+          "line_end": 51915,
+          "char_start": 654796,
+          "char_end": 654800,
+          "column_start": 4,
+          "column_end": 8
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c81c874fd0f45dad2a00",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "5386cd8da8ea8e333043ec2e5ca4f8ce1ba1a3032373b0ecf56566f22c66285b",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 51945,
+          "line_end": 51945,
+          "char_start": 654998,
+          "char_end": 655008,
+          "column_start": 0,
+          "column_end": 10
+        },
+        "surface_location": {
+          "line_start": 51945,
+          "line_end": 51945,
+          "char_start": 655001,
+          "char_end": 655007,
+          "column_start": 3,
+          "column_end": 9
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角悄然勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f92879fef1e25c01ea3c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+        },
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+          "column_start": 93,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-adbde45d31e78122f69b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "ae2483be0ec95a8bdf8a7cabe808db4fdaf2de53d8bac1eaa88c0812a381d0ef",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 55239,
+          "char_start": 700335,
+          "char_end": 700384,
+          "column_start": 68,
+          "column_end": 117
+        },
+        "surface_location": {
+          "line_start": 55239,
+          "line_end": 55239,
+          "char_start": 700366,
+          "char_end": 700372,
+          "column_start": 99,
+          "column_end": 105
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-6ddedb6d60a9d5668a56",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 57173,
+          "line_end": 57173,
+          "char_start": 724877,
+          "char_end": 724916,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 57173,
+          "line_end": 57173,
+          "char_start": 724898,
+          "char_end": 724904,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8025007419657d16638f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "40335a38c99d93bebdbbf290e4d5b805737fa64207177944a9abc9f9ad136913",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 58433,
+          "line_end": 58433,
+          "char_start": 740031,
+          "char_end": 740072,
+          "column_start": 0,
+          "column_end": 41
+        },
+        "surface_location": {
+          "line_start": 58433,
+          "line_end": 58433,
+          "char_start": 740033,
+          "char_end": 740037,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ed075592f8ec0107cf1f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 60350,
+          "line_end": 60350,
+          "char_start": 761280,
+          "char_end": 761319,
+          "column_start": 73,
+          "column_end": 112
+        },
+        "surface_location": {
+          "line_start": 60350,
+          "line_end": 60350,
+          "char_start": 761301,
+          "char_end": 761307,
+          "column_start": 94,
+          "column_end": 100
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ee41b43c932bbd2e27c9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 60542,
+          "line_end": 60542,
+          "char_start": 765454,
+          "char_end": 765493,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 60542,
+          "line_end": 60542,
+          "char_start": 765475,
+          "char_end": 765481,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-410095fad2eef1d0ca5f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 61583,
+          "line_end": 61583,
+          "char_start": 780814,
+          "char_end": 780853,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 61583,
+          "line_end": 61583,
+          "char_start": 780835,
+          "char_end": 780841,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ad42535298a0605dbf1d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "5e986ac9efe00a2ee82087c5d842d2f9d6260dd0f5f71afa3a1aa646d1a46d34",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 62399,
+          "line_end": 62399,
+          "char_start": 793835,
+          "char_end": 793852,
+          "column_start": 0,
+          "column_end": 17
+        },
+        "surface_location": {
+          "line_start": 62399,
+          "line_end": 62399,
+          "char_start": 793843,
+          "char_end": 793851,
+          "column_start": 8,
+          "column_end": 16
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c9f63777e44edcd9bec2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 62495,
+          "line_end": 62495,
+          "char_start": 795593,
+          "char_end": 795632,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 62495,
+          "line_end": 62495,
+          "char_start": 795614,
+          "char_end": 795620,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dd6bf4b0e11f56b63cfe",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 64297,
+          "line_end": 64297,
+          "char_start": 819688,
+          "char_end": 819727,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 64297,
+          "line_end": 64297,
+          "char_start": 819709,
+          "char_end": 819715,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a756828cb6edfba80905",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 64626,
+          "line_end": 64626,
+          "char_start": 827345,
+          "char_end": 827384,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 64626,
+          "line_end": 64626,
+          "char_start": 827366,
+          "char_end": 827372,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-545719e3a88b77406b59",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "1f7802bc3d238ccb369b13e26cf93b7036750dcc35d1b6d12378a5dd17d23bc6",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 64932,
+          "line_end": 64932,
+          "char_start": 834361,
+          "char_end": 834407,
+          "column_start": 70,
+          "column_end": 116
+        },
+        "surface_location": {
+          "line_start": 64932,
+          "line_end": 64932,
+          "char_start": 834402,
+          "char_end": 834406,
+          "column_start": 111,
+          "column_end": 115
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cebb161d6a05196cd528",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 66570,
+          "line_end": 66570,
+          "char_start": 857374,
+          "char_end": 857413,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 66570,
+          "line_end": 66570,
+          "char_start": 857395,
+          "char_end": 857401,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e4ef5b04b18e3b6ca89d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "056842a4cd6b274dc4a20cdcefb9521fbc627e785af56217399e56efe872b330",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 70149,
+          "line_end": 70149,
+          "char_start": 902253,
+          "char_end": 902318,
+          "column_start": 0,
+          "column_end": 65
+        },
+        "surface_location": {
+          "line_start": 70149,
+          "line_end": 70149,
+          "char_start": 902253,
+          "char_end": 902257,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bad515569a15296c94d5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "ec37ba2128d306de3a41ac631e43a043dd632c255f4976a07dfb28efa44fb19a",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 78530,
+          "line_end": 78530,
+          "char_start": 998790,
+          "char_end": 998833,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 78530,
+          "line_end": 78530,
+          "char_start": 998797,
+          "char_end": 998801,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bf55cbe9b9b6793b96e4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "d8992b8f501a78922e8cbe4f437fc2a2d9f2d0c1c8c204c3441996bbc5d09f18",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 78560,
+          "line_end": 78560,
+          "char_start": 999461,
+          "char_end": 999509,
+          "column_start": 68,
+          "column_end": 116
+        },
+        "surface_location": {
+          "line_start": 78560,
+          "line_end": 78560,
+          "char_start": 999491,
+          "char_end": 999497,
+          "column_start": 98,
+          "column_end": 104
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f78c377cba46897b3b7a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "809468c7790534087db6914f8202e844a55c67c9ab88cf894464d136bff8cdfb",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 79034,
+          "line_end": 79034,
+          "char_start": 1005570,
+          "char_end": 1005581,
+          "column_start": 0,
+          "column_end": 11
+        },
+        "surface_location": {
+          "line_start": 79034,
+          "line_end": 79034,
+          "char_start": 1005572,
+          "char_end": 1005576,
+          "column_start": 2,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c481a497d91fb7649b6c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "9064b9692c7035b17799b01c29ba0a33127af810c2da263af285a18479145c8d",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 1011467,
+          "char_end": 1011484,
+          "column_start": 11,
+          "column_end": 28
+        },
+        "surface_location": {
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+          "line_end": 79622,
+          "char_start": 1011477,
+          "char_end": 1011481,
+          "column_start": 21,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-696a35ed0c0256b720a4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "6abdcd2eddb2972e7f1ee01dfc863b5e9ef3a8127dacef51a0f3037a3164e8ab",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 84218,
+          "char_start": 1069564,
+          "char_end": 1069620,
+          "column_start": 0,
+          "column_end": 56
+        },
+        "surface_location": {
+          "line_start": 84218,
+          "line_end": 84218,
+          "char_start": 1069567,
+          "char_end": 1069571,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ccb13147faf73c183847",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "9a9a95fc061cee053d028c88fc76676fcfd9707aab76af7ae6ea4ed58497b9ff",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 90805,
+          "char_start": 1134702,
+          "char_end": 1134726,
+          "column_start": 0,
+          "column_end": 24
+        },
+        "surface_location": {
+          "line_start": 90805,
+          "line_end": 90805,
+          "char_start": 1134702,
+          "char_end": 1134706,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4adce2fe63bf0623d4f7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e71e1ee876d17c2bca2ee672d54d521a2a0721178ba56bb0ea5c11ce67c9c416",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 1170148,
+          "char_end": 1170164,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 1170155,
+          "char_end": 1170159,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0c332509189fc937cfb8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 1224654,
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+          "column_start": 68,
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+        },
+        "surface_location": {
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+          "char_start": 1224675,
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+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f020817237399910725b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "ae2483be0ec95a8bdf8a7cabe808db4fdaf2de53d8bac1eaa88c0812a381d0ef",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 1239524,
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+          "column_start": 68,
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+        },
+        "surface_location": {
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+          "line_end": 99503,
+          "char_start": 1239555,
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+          "column_start": 99,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-482d15d28686782d1239",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3365b4c56dfd985caece60e414b2195ca762c62bee580bb9eb4913a2bd2b6b07",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 99913,
+          "line_end": 99913,
+          "char_start": 1248420,
+          "char_end": 1248466,
+          "column_start": 0,
+          "column_end": 46
+        },
+        "surface_location": {
+          "line_start": 99913,
+          "line_end": 99913,
+          "char_start": 1248440,
+          "char_end": 1248444,
+          "column_start": 20,
+          "column_end": 24
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-30621b6a23a4fe26677f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "10f63dd7374af7f504b6501c74dc42622257ec794d9b5a6da37eb4940aff1bea",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 102433,
+          "line_end": 102433,
+          "char_start": 1274719,
+          "char_end": 1274759,
+          "column_start": 0,
+          "column_end": 40
+        },
+        "surface_location": {
+          "line_start": 102433,
+          "line_end": 102433,
+          "char_start": 1274727,
+          "char_end": 1274733,
+          "column_start": 8,
+          "column_end": 14
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cb3cf8e1362e08c9c057",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b64091996266b42add9b48b961f3551e53e2d888a0dc48667e4946799940d7df",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 112441,
+          "line_end": 112441,
+          "char_start": 1377957,
+          "char_end": 1377965,
+          "column_start": 0,
+          "column_end": 8
+        },
+        "surface_location": {
+          "line_start": 112441,
+          "line_end": 112441,
+          "char_start": 1377960,
+          "char_end": 1377964,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-72d3f0aa8cfc33f34e57",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 113794,
+          "line_end": 113794,
+          "char_start": 1392350,
+          "char_end": 1392389,
+          "column_start": 71,
+          "column_end": 110
+        },
+        "surface_location": {
+          "line_start": 113794,
+          "line_end": 113794,
+          "char_start": 1392371,
+          "char_end": 1392377,
+          "column_start": 92,
+          "column_end": 98
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-609110783a02c03a5fe6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "0d6d57ea11465d327c5b51d5038a4f017d9541fcd9fe2f5c35d5a8ec402dfad9",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 114739,
+          "line_end": 114739,
+          "char_start": 1406586,
+          "char_end": 1406626,
+          "column_start": 0,
+          "column_end": 40
+        },
+        "surface_location": {
+          "line_start": 114739,
+          "line_end": 114739,
+          "char_start": 1406603,
+          "char_end": 1406607,
+          "column_start": 17,
+          "column_end": 21
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7eada7f28eff3c01e24f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "d681efd40b52d3eb50e6e1c42ea14852e738d1a90e84c56e3d148269696b031a",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 116529,
+          "line_end": 116529,
+          "char_start": 1428090,
+          "char_end": 1428202,
+          "column_start": 0,
+          "column_end": 112
+        },
+        "surface_location": {
+          "line_start": 116529,
+          "line_end": 116529,
+          "char_start": 1428134,
+          "char_end": 1428138,
+          "column_start": 44,
+          "column_end": 48
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-597afe53ffd7b8712a7d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a2de184d36ef2b09293cc4aadededf8a1fed6312fa90f3e0d1694beb838ecc7a",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 116913,
+          "line_end": 116913,
+          "char_start": 1432988,
+          "char_end": 1433004,
+          "column_start": 39,
+          "column_end": 55
+        },
+        "surface_location": {
+          "line_start": 116913,
+          "line_end": 116913,
+          "char_start": 1432992,
+          "char_end": 1432996,
+          "column_start": 43,
+          "column_end": 47
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-29d2daec5b13bc3d7cd7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 118140,
+          "line_end": 118140,
+          "char_start": 1446115,
+          "char_end": 1446154,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 118140,
+          "line_end": 118140,
+          "char_start": 1446136,
+          "char_end": 1446142,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a5d7a8abaca0779a6afc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "ea976c639131b37a7100a6e04cce46681c8d6e0caafd50dd6159cb3fa3d7b735",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 120854,
+          "line_end": 120854,
+          "char_start": 1475573,
+          "char_end": 1475590,
+          "column_start": 0,
+          "column_end": 17
+        },
+        "surface_location": {
+          "line_start": 120854,
+          "line_end": 120854,
+          "char_start": 1475581,
+          "char_end": 1475585,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5c1a11a80c7d1ec5a5ac",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "1b074b9597e732fb9c365cca2ae5da48ffc5fa7e4d2ab2003c6720af677b274f",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 123472,
+          "char_start": 1506131,
+          "char_end": 1506175,
+          "column_start": 0,
+          "column_end": 44
+        },
+        "surface_location": {
+          "line_start": 123472,
+          "line_end": 123472,
+          "char_start": 1506147,
+          "char_end": 1506151,
+          "column_start": 16,
+          "column_end": 20
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9742df0f67300569c03c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "5e0c92f1db954e7b65f1f7de232956635985a3562f065787d1536b448491f403",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 124291,
+          "line_end": 124291,
+          "char_start": 1515396,
+          "char_end": 1515415,
+          "column_start": 0,
+          "column_end": 19
+        },
+        "surface_location": {
+          "line_start": 124291,
+          "line_end": 124291,
+          "char_start": 1515396,
+          "char_end": 1515400,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-45dcd73146c2eabeb78b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 124705,
+          "line_end": 124705,
+          "char_start": 1520586,
+          "char_end": 1520625,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 124705,
+          "line_end": 124705,
+          "char_start": 1520607,
+          "char_end": 1520613,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-39a815362f87cee51141",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 125098,
+          "line_end": 125098,
+          "char_start": 1530742,
+          "char_end": 1530781,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 125098,
+          "line_end": 125098,
+          "char_start": 1530763,
+          "char_end": 1530769,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b96150c28fd364de1e5c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 125296,
+          "line_end": 125296,
+          "char_start": 1535474,
+          "char_end": 1535513,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 125296,
+          "line_end": 125296,
+          "char_start": 1535495,
+          "char_end": 1535501,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1e0604177991726d48be",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "afbd9c2be869e05ad7dbf2cc3a1b1c97533e7bcac5c3d9110113c67be23f7fdc",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 126984,
+          "line_end": 126984,
+          "char_start": 1555480,
+          "char_end": 1555515,
+          "column_start": 0,
+          "column_end": 35
+        },
+        "surface_location": {
+          "line_start": 126984,
+          "line_end": 126984,
+          "char_start": 1555506,
+          "char_end": 1555510,
+          "column_start": 26,
+          "column_end": 30
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4d60ee1759a49e70fcce",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e6b0d65240ead29a39f504a74758d16ee7c96340cac7dff7457a8f8d75b6920a",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 127215,
+          "line_end": 127215,
+          "char_start": 1558445,
+          "char_end": 1558455,
+          "column_start": 0,
+          "column_end": 10
+        },
+        "surface_location": {
+          "line_start": 127215,
+          "line_end": 127215,
+          "char_start": 1558450,
+          "char_end": 1558454,
+          "column_start": 5,
+          "column_end": 9
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5b36ce815235b91b33f0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "8ad52ac4eb39bd671d6f3e4669fd5ad3dfd00b2ccceda1802812af6fc4d16355",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 127842,
+          "line_end": 127842,
+          "char_start": 1566645,
+          "char_end": 1566705,
+          "column_start": 0,
+          "column_end": 60
+        },
+        "surface_location": {
+          "line_start": 127842,
+          "line_end": 127842,
+          "char_start": 1566685,
+          "char_end": 1566689,
+          "column_start": 40,
+          "column_end": 44
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7b9ebc09d324210f4673",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "99b800ef59518e904940515587e881debc9933be113f13fd14f344e9ae237f1a",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 130137,
+          "line_end": 130138,
+          "char_start": 1591361,
+          "char_end": 1591377,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 130137,
+          "line_end": 130137,
+          "char_start": 1591371,
+          "char_end": 1591375,
+          "column_start": 10,
+          "column_end": 14
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fabd0d7c3b0673578790",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "86c2b38c4bb51b54054000b3e6a757d96d27e02a6257f17a25480ea70f320cd1",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 131784,
+          "line_end": 131784,
+          "char_start": 1606715,
+          "char_end": 1606726,
+          "column_start": 0,
+          "column_end": 11
+        },
+        "surface_location": {
+          "line_start": 131784,
+          "line_end": 131784,
+          "char_start": 1606721,
+          "char_end": 1606725,
+          "column_start": 6,
+          "column_end": 10
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4a15da0fcaa6abb41c89",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "bcb0d03231a4b1172db9079f9023e450e753928c2cbb465dc8d42445417c3728",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 136515,
+          "line_end": 136515,
+          "char_start": 1657095,
+          "char_end": 1657135,
+          "column_start": 0,
+          "column_end": 40
+        },
+        "surface_location": {
+          "line_start": 136515,
+          "line_end": 136515,
+          "char_start": 1657126,
+          "char_end": 1657130,
+          "column_start": 31,
+          "column_end": 35
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7be3d05b64efa2ff73fc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "4dfa634d6fe48f7107365fef92e141452037a0aa3a77e37175f638f43b7ea9e3",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 143864,
+          "line_end": 143864,
+          "char_start": 1731514,
+          "char_end": 1731552,
+          "column_start": 0,
+          "column_end": 38
+        },
+        "surface_location": {
+          "line_start": 143864,
+          "line_end": 143864,
+          "char_start": 1731547,
+          "char_end": 1731551,
+          "column_start": 33,
+          "column_end": 37
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d43bbc96a9c53feda783",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "68a6ab499e1f163bcffffee87c350583dae3aa2a04728e15f827275ced49ed62",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 144110,
+          "line_end": 144110,
+          "char_start": 1734043,
+          "char_end": 1734080,
+          "column_start": 0,
+          "column_end": 37
+        },
+        "surface_location": {
+          "line_start": 144110,
+          "line_end": 144110,
+          "char_start": 1734067,
+          "char_end": 1734079,
+          "column_start": 24,
+          "column_end": 36
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "一股恐怖的气息从身上弥漫",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7c4309055bdac62cee70",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "d1a5b087b1161c4edc4c0b98f6ae54a81f4e8ff7837ce8a68774c506a0e63b04",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 146087,
+          "line_end": 146087,
+          "char_start": 1754520,
+          "char_end": 1754552,
+          "column_start": 0,
+          "column_end": 32
+        },
+        "surface_location": {
+          "line_start": 146087,
+          "line_end": 146087,
+          "char_start": 1754522,
+          "char_end": 1754526,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-872936b69b51a93615bf",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "9d07c7cdab5460dfc6a4d396ceb8dde43c6a069bbd64f27cfff7b2ce7de92378",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 150650,
+          "line_end": 150650,
+          "char_start": 1801884,
+          "char_end": 1801897,
+          "column_start": 0,
+          "column_end": 13
+        },
+        "surface_location": {
+          "line_start": 150650,
+          "line_end": 150650,
+          "char_start": 1801892,
+          "char_end": 1801896,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bf731fc816d910c80c8a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 156455,
+          "line_end": 156455,
+          "char_start": 1865054,
+          "char_end": 1865093,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 156455,
+          "line_end": 156455,
+          "char_start": 1865075,
+          "char_end": 1865081,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-31497a7132139d0086b7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a02143179a372ffe5989d3cee9b042b3349edb41f3f63f915a5bec3576ceca09",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 157529,
+          "line_end": 157529,
+          "char_start": 1878895,
+          "char_end": 1878944,
+          "column_start": 98,
+          "column_end": 147
+        },
+        "surface_location": {
+          "line_start": 157529,
+          "line_end": 157529,
+          "char_start": 1878919,
+          "char_end": 1878923,
+          "column_start": 122,
+          "column_end": 126
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-73f09659b8c7a53196f9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "7a415db6483f418378f69cbc20b2fdb66babe25f6e50ea7a03068e11aab71ebe",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 157925,
+          "line_end": 157925,
+          "char_start": 1883446,
+          "char_end": 1883475,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 157925,
+          "line_end": 157925,
+          "char_start": 1883468,
+          "char_end": 1883474,
+          "column_start": 22,
+          "column_end": 28
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角悄然勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-491199e73afe571d5420",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "64ddf5067501566e7a93bb8bbcaaa0c442617849deaa441c6345419c25ce65d2",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 160973,
+          "line_end": 160974,
+          "char_start": 1914859,
+          "char_end": 1914896,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 160973,
+          "line_end": 160973,
+          "char_start": 1914882,
+          "char_end": 1914886,
+          "column_start": 23,
+          "column_end": 27
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-abfeb826b1d4ebd295e9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "744e2e87d81d5fbd3046af23d93c7245e10ced614e46e179c30d101d6b081b6b",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 161138,
+          "line_end": 161138,
+          "char_start": 1916667,
+          "char_end": 1916710,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 161138,
+          "line_end": 161138,
+          "char_start": 1916677,
+          "char_end": 1916681,
+          "column_start": 10,
+          "column_end": 14
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e5d37049d3027af37e24",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a02143179a372ffe5989d3cee9b042b3349edb41f3f63f915a5bec3576ceca09",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 162674,
+          "line_end": 162674,
+          "char_start": 1933824,
+          "char_end": 1933873,
+          "column_start": 98,
+          "column_end": 147
+        },
+        "surface_location": {
+          "line_start": 162674,
+          "line_end": 162674,
+          "char_start": 1933848,
+          "char_end": 1933852,
+          "column_start": 122,
+          "column_end": 126
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-76981a52f242f325e6dc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e6eea9e7ff6147645fdfbc67d7deedb790aa372aee583bd120405dd2660a431e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 164498,
+          "line_end": 164498,
+          "char_start": 1953889,
+          "char_end": 1953915,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
+          "line_start": 164498,
+          "line_end": 164498,
+          "char_start": 1953893,
+          "char_end": 1953899,
+          "column_start": 4,
+          "column_end": 10
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ac86fd04a10256da32f0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "473b48e0692fbba37672043129f099ae239d1064ba86e2f70a16a33c48f7cf89",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 166262,
+          "line_end": 166262,
+          "char_start": 1972898,
+          "char_end": 1972912,
+          "column_start": 0,
+          "column_end": 14
+        },
+        "surface_location": {
+          "line_start": 166262,
+          "line_end": 166262,
+          "char_start": 1972900,
+          "char_end": 1972904,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b019d6dc364d519886ea",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 166415,
+          "char_start": 1974580,
+          "char_end": 1974619,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
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+          "line_end": 166415,
+          "char_start": 1974601,
+          "char_end": 1974607,
+          "column_start": 89,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8e5522b5555575204015",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "77e6ccf9420318baea8f12059bd8b4d87f43f76378c8e910161f1919611ca2e0",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 167159,
+          "char_start": 1982600,
+          "char_end": 1982628,
+          "column_start": 0,
+          "column_end": 28
+        },
+        "surface_location": {
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+          "line_end": 167159,
+          "char_start": 1982600,
+          "char_end": 1982604,
+          "column_start": 0,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9543039879daecd85a09",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "d337db6492b52d91164e1070a7ebb7bf61646129c984da723e60e85e0403cc81",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 2078028,
+          "char_end": 2078054,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 176039,
+          "char_start": 2078030,
+          "char_end": 2078034,
+          "column_start": 2,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-966217a07ad667722aa3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "8c7d7c04ef071362fca9725daac8bb0bc87d7074109a5a75b97edaa75f1528d8",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 2087209,
+          "char_end": 2087249,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_end": 2087241,
+          "column_start": 28,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4407ed5c01ff8cde21af",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-6ded300cc937aad47b54",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "0f6ff060acf66b26878f0ed6efc732f3bde66954baeb982764a1ed351ed0846e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 2188762,
+          "char_end": 2188805,
+          "column_start": 10,
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+        },
+        "surface_location": {
+          "line_start": 186041,
+          "line_end": 186041,
+          "char_start": 2188766,
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+          "column_start": 14,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dbd6935acd76e8a8d68f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "5156fb234d7cbd6ec45b1be6a17c6b15c22742be7c63623763d77c39eb9da75e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-652d1eff81e43dca2bfb",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3f5365d372ba3f63e8b5b8341021bccb0baa57588a73bd0977892abd6f6ed773",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1617e188c4874640b1c9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b281996834ee388ddbc5fe23cc9109800c5ce1e030970f460ce79ea12b884534",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+        },
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8242186704f8d9d2b4be",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e5a3a62498ffe16805318168e0e6300585f6ca6b3b3fa48f04b1624b91ba67e0",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+        },
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-eb8cac6799d38d9ad057",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e3059f17c3009e905438ec9ecbe1a08db576e2847dca752d2dd0d70e0f8d719c",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 198704,
+          "line_end": 198704,
+          "char_start": 2312254,
+          "char_end": 2312317,
+          "column_start": 51,
+          "column_end": 114
+        },
+        "surface_location": {
+          "line_start": 198704,
+          "line_end": 198704,
+          "char_start": 2312290,
+          "char_end": 2312294,
+          "column_start": 87,
+          "column_end": 91
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4671eae221355e2980c6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 207941,
+          "line_end": 207941,
+          "char_start": 2404989,
+          "char_end": 2405028,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 207941,
+          "line_end": 207941,
+          "char_start": 2405010,
+          "char_end": 2405016,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-91d287ece4396ece8c8c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 210596,
+          "line_end": 210596,
+          "char_start": 2436132,
+          "char_end": 2436171,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 210596,
+          "line_end": 210596,
+          "char_start": 2436153,
+          "char_end": 2436159,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8959f5deb104e31b3b8a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "7a3aed4a0f8e8afff525fff4efd525480203e37803c76f9d7aafd2b1e4d50aeb",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 211373,
+          "line_end": 211373,
+          "char_start": 2445992,
+          "char_end": 2446024,
+          "column_start": 0,
+          "column_end": 32
+        },
+        "surface_location": {
+          "line_start": 211373,
+          "line_end": 211373,
+          "char_start": 2446017,
+          "char_end": 2446023,
+          "column_start": 25,
+          "column_end": 31
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过异彩",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0cf8dfc92025218f10ac",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "7c86398c69eb0127cbf3d1752928c5927111fbd7534597a41464be4514c5f027",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 213947,
+          "char_start": 2468019,
+          "char_end": 2468063,
+          "column_start": 0,
+          "column_end": 44
+        },
+        "surface_location": {
+          "line_start": 213947,
+          "line_end": 213947,
+          "char_start": 2468049,
+          "char_end": 2468053,
+          "column_start": 30,
+          "column_end": 34
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4499cfa56fd7cd4c1e14",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 215144,
+          "char_start": 2478376,
+          "char_end": 2478415,
+          "column_start": 68,
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+        },
+        "surface_location": {
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+          "line_end": 215144,
+          "char_start": 2478397,
+          "char_end": 2478403,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0cb89e73e7354318d083",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "4d7e184f1050576688a398a545a5171616553e3bff175f399adbc7a8883f1cbc",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 215894,
+          "char_start": 2488061,
+          "char_end": 2488079,
+          "column_start": 0,
+          "column_end": 18
+        },
+        "surface_location": {
+          "line_start": 215894,
+          "line_end": 215894,
+          "char_start": 2488061,
+          "char_end": 2488065,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-654640f6fb3b86f352dd",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "2ae1922519d47a91884247b101645e7e4ca7a20afe88de35a4d2542d5cc2988a",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 215957,
+          "char_start": 2488869,
+          "char_end": 2488906,
+          "column_start": 27,
+          "column_end": 64
+        },
+        "surface_location": {
+          "line_start": 215957,
+          "line_end": 215957,
+          "char_start": 2488901,
+          "char_end": 2488905,
+          "column_start": 59,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cad66651985747ae77c3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "d1c9ff42d491e44c939cb34ba8e96443692c4824f48855db40ee4c89a1302bf2",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 2496383,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 216680,
+          "char_start": 2496401,
+          "char_end": 2496405,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-45a91df162800231e426",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "07f3b6394bc8bba65b3d5e0dc4dc403248e2bec1e473df4c6eee8d8c76455aa5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 219716,
+          "char_start": 2525977,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 219716,
+          "char_start": 2526009,
+          "char_end": 2526013,
+          "column_start": 32,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-6b53c61e74eabb1d270a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "1912c25e529b4d3318edb7fe4556019150caeae1328504d2d1c060b50d009121",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-58675b0a577a69953e57",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "589afefcc3021eed7527558c1668560d1aac276d31b9aad8391d62897faa2e28",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 220067,
+          "line_end": 220067,
+          "char_start": 2529626,
+          "char_end": 2529674,
+          "column_start": 0,
+          "column_end": 48
+        },
+        "surface_location": {
+          "line_start": 220067,
+          "line_end": 220067,
+          "char_start": 2529628,
+          "char_end": 2529632,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c6bee125702be23e433f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "4071db849def3d795b0778385df7219627540626af3190bc039727a892d83199",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 220931,
+          "line_end": 220931,
+          "char_start": 2539215,
+          "char_end": 2539243,
+          "column_start": 0,
+          "column_end": 28
+        },
+        "surface_location": {
+          "line_start": 220931,
+          "line_end": 220931,
+          "char_start": 2539217,
+          "char_end": 2539221,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5dc08ee5ebea70c3b98c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "cadbee1e084787c39c95ed823af8fd8fd8c3c9635faf25a0f34c67d9f36415ea",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 221513,
+          "line_end": 221513,
+          "char_start": 2544941,
+          "char_end": 2544952,
+          "column_start": 0,
+          "column_end": 11
+        },
+        "surface_location": {
+          "line_start": 221513,
+          "line_end": 221513,
+          "char_start": 2544943,
+          "char_end": 2544947,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-83c9a799ecf3b7bceb64",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 223550,
+          "line_end": 223550,
+          "char_start": 2564254,
+          "char_end": 2564293,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 223550,
+          "line_end": 223550,
+          "char_start": 2564275,
+          "char_end": 2564281,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cf42256800cdd57b7c57",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "de8f2277cfcf1761ea27f31695b0252c0f5ec901aa1b134b677d3ce1017f0c63",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 223889,
+          "line_end": 223889,
+          "char_start": 2569102,
+          "char_end": 2569134,
+          "column_start": 0,
+          "column_end": 32
+        },
+        "surface_location": {
+          "line_start": 223889,
+          "line_end": 223889,
+          "char_start": 2569127,
+          "char_end": 2569131,
+          "column_start": 25,
+          "column_end": 29
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a2a102b407431681efe5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a0668f0728bd5c725e49e53e851530bc3f7a60f108a088e8605f07a2885ce8cb",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 227750,
+          "line_end": 227750,
+          "char_start": 2603772,
+          "char_end": 2603798,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
+          "line_start": 227750,
+          "line_end": 227750,
+          "char_start": 2603789,
+          "char_end": 2603793,
+          "column_start": 17,
+          "column_end": 21
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-79502108ec559f85d262",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b5d0846d9139ecc88f08b8a3deeca054c156a343d2b4828dc77f6dd9e39d2fab",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 232307,
+          "line_end": 232307,
+          "char_start": 2648188,
+          "char_end": 2648204,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 232307,
+          "line_end": 232307,
+          "char_start": 2648191,
+          "char_end": 2648195,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f8e0047480caa471e4cb",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "946c7f9c0f739b6beb37f9e262f521fa28e804ffab8dd5d7d706107a669f7a7e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 234743,
+          "line_end": 234743,
+          "char_start": 2672888,
+          "char_end": 2672902,
+          "column_start": 0,
+          "column_end": 14
+        },
+        "surface_location": {
+          "line_start": 234743,
+          "line_end": 234743,
+          "char_start": 2672895,
+          "char_end": 2672901,
+          "column_start": 7,
+          "column_end": 13
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-eba6e6693a10b71b7b09",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "75528baac494f11ba8f4f65eb5a3ba631c32a9e6d9b100cea6f78417ff240af5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 234854,
+          "line_end": 234854,
+          "char_start": 2674001,
+          "char_end": 2674033,
+          "column_start": 0,
+          "column_end": 32
+        },
+        "surface_location": {
+          "line_start": 234854,
+          "line_end": 234854,
+          "char_start": 2674002,
+          "char_end": 2674006,
+          "column_start": 1,
+          "column_end": 5
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-057fb21c0eff76610884",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "85a67f6ccff34ff0b292cc15b4f6d129ba9d6df834ccc3475b95786f958d7b27",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 235826,
+          "line_end": 235826,
+          "char_start": 2682764,
+          "char_end": 2682783,
+          "column_start": 0,
+          "column_end": 19
+        },
+        "surface_location": {
+          "line_start": 235826,
+          "line_end": 235826,
+          "char_start": 2682778,
+          "char_end": 2682782,
+          "column_start": 14,
+          "column_end": 18
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-2e96a4029ee1aaacc4f0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "766195dda4e79ca3aca578f13ae3a286d55fbb738f9d3b1fe48249dfc985cad6",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 2723888,
+          "char_end": 2723908,
+          "column_start": 0,
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+        },
+        "surface_location": {
+          "line_start": 240086,
+          "line_end": 240086,
+          "char_start": 2723896,
+          "char_end": 2723900,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d623ad327b95f4b14512",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "766195dda4e79ca3aca578f13ae3a286d55fbb738f9d3b1fe48249dfc985cad6",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 240449,
+          "line_end": 240449,
+          "char_start": 2727019,
+          "char_end": 2727039,
+          "column_start": 0,
+          "column_end": 20
+        },
+        "surface_location": {
+          "line_start": 240449,
+          "line_end": 240449,
+          "char_start": 2727027,
+          "char_end": 2727031,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a700d14ebc85b1f81675",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "ba4d22aab17dfc67d9403ad2b9bdd97abc29480a3d3bdfdccb1501464fb7bbc2",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 245519,
+          "line_end": 245519,
+          "char_start": 2772269,
+          "char_end": 2772305,
+          "column_start": 0,
+          "column_end": 36
+        },
+        "surface_location": {
+          "line_start": 245519,
+          "line_end": 245519,
+          "char_start": 2772272,
+          "char_end": 2772276,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-88136e213be7b5e0d13d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "fefb45518205b219de8916a361a0689e2f373d9cf19f89663f6db7a56b290bf4",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 245687,
+          "line_end": 245687,
+          "char_start": 2773797,
+          "char_end": 2773848,
+          "column_start": 0,
+          "column_end": 51
+        },
+        "surface_location": {
+          "line_start": 245687,
+          "line_end": 245687,
+          "char_start": 2773799,
+          "char_end": 2773803,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-014127dddfd7fa2e924f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "9ec0ccf462dda7f00a0280814a830e74d94e4c79322a9b5734ace4d24638273d",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 248006,
+          "char_start": 2792443,
+          "char_end": 2792472,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 248006,
+          "line_end": 248006,
+          "char_start": 2792467,
+          "char_end": 2792471,
+          "column_start": 24,
+          "column_end": 28
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-58a34a10101a4a4e3e72",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "4e28b2a4543866016853495227dd3f6404a240661f25ceec4691197d51f81590",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 249185,
+          "char_start": 2802137,
+          "char_end": 2802177,
+          "column_start": 0,
+          "column_end": 40
+        },
+        "surface_location": {
+          "line_start": 249185,
+          "line_end": 249185,
+          "char_start": 2802150,
+          "char_end": 2802156,
+          "column_start": 13,
+          "column_end": 19
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0c0f05d4590aa4cff2c8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e1f1c85cc0f5b84db8777add81745bfb04c0bf5ccb86208c25ed7fa5790d7aea",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 251759,
+          "line_end": 251759,
+          "char_start": 2823119,
+          "char_end": 2823149,
+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
+          "line_start": 251759,
+          "line_end": 251759,
+          "char_start": 2823119,
+          "char_end": 2823123,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bae1c8b3df1cab4a947d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b609523bbf677e298c6a12071aa44b5db291bef39dffc4982d71577f32d6007b",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 252242,
+          "char_start": 2827032,
+          "char_end": 2827058,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
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+          "line_end": 252242,
+          "char_start": 2827051,
+          "char_end": 2827057,
+          "column_start": 19,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-6130ef9b8ce3d246508e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "7dc1e612760bd41f1b1d82097d04b805f8f4f4abb1456e750c58a80595876a42",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 253874,
+          "char_start": 2841737,
+          "char_end": 2841747,
+          "column_start": 0,
+          "column_end": 10
+        },
+        "surface_location": {
+          "line_start": 253874,
+          "line_end": 253874,
+          "char_start": 2841740,
+          "char_end": 2841746,
+          "column_start": 3,
+          "column_end": 9
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fbd5cb77953c3bea0458",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "10534904d50ed331fdccacb3b08db64e38d564c491a60403e686ca4b5d959de4",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 254264,
+          "char_start": 2846218,
+          "char_end": 2846238,
+          "column_start": 0,
+          "column_end": 20
+        },
+        "surface_location": {
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+          "line_end": 254264,
+          "char_start": 2846220,
+          "char_end": 2846224,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bc4ef6fa068f658297c8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "1dddd625ed59d92f42e6685bd206fee90e2205bd4802ca5efb9991984928d9a1",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 2849324,
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+          "column_start": 11,
+          "column_end": 15
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9ecba996455290ea522e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3160be8fd865ee319381e78c89d3dfb1d668e0e491d66580618b5ee151940dbd",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 256220,
+          "line_end": 256220,
+          "char_start": 2864276,
+          "char_end": 2864289,
+          "column_start": 0,
+          "column_end": 13
+        },
+        "surface_location": {
+          "line_start": 256220,
+          "line_end": 256220,
+          "char_start": 2864284,
+          "char_end": 2864288,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ed0464d719c163c7b3c6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "50ab75acbc686e08e3aec1ec0e8040d9c205acb7544eb8028836b44b45fb8c9c",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 262049,
+          "line_end": 262049,
+          "char_start": 2917168,
+          "char_end": 2917192,
+          "column_start": 0,
+          "column_end": 24
+        },
+        "surface_location": {
+          "line_start": 262049,
+          "line_end": 262049,
+          "char_start": 2917180,
+          "char_end": 2917184,
+          "column_start": 12,
+          "column_end": 16
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-76b6a2c8987668e7c762",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "eafcda6e0663788b4c0d675a22bee757278e8566d88e08e7a19518f379479282",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 263549,
+          "line_end": 263549,
+          "char_start": 2931424,
+          "char_end": 2931447,
+          "column_start": 0,
+          "column_end": 23
+        },
+        "surface_location": {
+          "line_start": 263549,
+          "line_end": 263549,
+          "char_start": 2931426,
+          "char_end": 2931430,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-86a44b7dad3efba090e6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "cda9cae09268ee476b5023315605328440579ac2778d7a862c4d3d4282726797",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 263969,
+          "line_end": 263969,
+          "char_start": 2935111,
+          "char_end": 2935154,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 263969,
+          "line_end": 263969,
+          "char_start": 2935115,
+          "char_end": 2935119,
+          "column_start": 4,
+          "column_end": 8
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-15a153ee3ac14a22e4c6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "479169d326e30bd31c717244e41a104033f2b7b45cdfbfce828f1e18b3b9bc8e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 264116,
+          "line_end": 264116,
+          "char_start": 2936358,
+          "char_end": 2936418,
+          "column_start": 4,
+          "column_end": 64
+        },
+        "surface_location": {
+          "line_start": 264116,
+          "line_end": 264116,
+          "char_start": 2936361,
+          "char_end": 2936365,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5ca75480f09fbccb1452",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e090137a8f14fcad6e870de3de469a859be373aa284da13d712d661e1bb25013",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 264560,
+          "char_start": 2940187,
+          "char_end": 2940234,
+          "column_start": 0,
+          "column_end": 47
+        },
+        "surface_location": {
+          "line_start": 264560,
+          "line_end": 264560,
+          "char_start": 2940210,
+          "char_end": 2940214,
+          "column_start": 23,
+          "column_end": 27
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cbc9d14b18ec603658ea",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e14fe50047d97bfbec602f368bc1b7f61c6d17f6a79a6f052d608fb1263885a1",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 266384,
+          "line_end": 266384,
+          "char_start": 2959573,
+          "char_end": 2959620,
+          "column_start": 0,
+          "column_end": 47
+        },
+        "surface_location": {
+          "line_start": 266384,
+          "line_end": 266384,
+          "char_start": 2959587,
+          "char_end": 2959591,
+          "column_start": 14,
+          "column_end": 18
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dc53f8b488dc84645a42",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "8c4a8e73221902bf793e39d0289344d5448f3036700f82fe63f0b19d936d33e4",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 266675,
+          "line_end": 266675,
+          "char_start": 2962863,
+          "char_end": 2962874,
+          "column_start": 0,
+          "column_end": 11
+        },
+        "surface_location": {
+          "line_start": 266675,
+          "line_end": 266675,
+          "char_start": 2962865,
+          "char_end": 2962873,
+          "column_start": 2,
+          "column_end": 10
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一抹精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cdeef87e9b9b0494f734",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "9acb082bbd401bcf81591247b3be2a650a0e7d1473a5f4b3b5defbf113516fa7",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 268019,
+          "line_end": 268019,
+          "char_start": 2975643,
+          "char_end": 2975689,
+          "column_start": 0,
+          "column_end": 46
+        },
+        "surface_location": {
+          "line_start": 268019,
+          "line_end": 268019,
+          "char_start": 2975672,
+          "char_end": 2975676,
+          "column_start": 29,
+          "column_end": 33
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c73291d2ba1bb933f57b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "fc8af8b8b540744d48f3619c3827d39a29f175d9b195bb9f5fd736fa8a42c205",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 272210,
+          "line_end": 272210,
+          "char_start": 3017828,
+          "char_end": 3017853,
+          "column_start": 0,
+          "column_end": 25
+        },
+        "surface_location": {
+          "line_start": 272210,
+          "line_end": 272210,
+          "char_start": 3017828,
+          "char_end": 3017834,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fff1683eddb9f4ec5058",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e64c389389800083f1e691da67587cb7e7aa0ad10943983400f91194bec196eb",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 274349,
+          "char_start": 3038189,
+          "char_end": 3038264,
+          "column_start": 0,
+          "column_end": 75
+        },
+        "surface_location": {
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+          "line_end": 274349,
+          "char_start": 3038219,
+          "char_end": 3038223,
+          "column_start": 30,
+          "column_end": 34
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b7e864817ad8218e8237",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "0e5eb2b11cc2df5795d0b96729f46420eb7363bff9ef102cc58b92ddf3f905a8",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 274415,
+          "line_end": 274415,
+          "char_start": 3038873,
+          "char_end": 3038885,
+          "column_start": 0,
+          "column_end": 12
+        },
+        "surface_location": {
+          "line_start": 274415,
+          "line_end": 274415,
+          "char_start": 3038876,
+          "char_end": 3038880,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5e6b528e9ec1d14ecad6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "0512c14acb63df5593ad66b230011627071bed1ec3a0d217ed4094dd68955540",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 274589,
+          "char_start": 3040688,
+          "char_end": 3040743,
+          "column_start": 0,
+          "column_end": 55
+        },
+        "surface_location": {
+          "line_start": 274589,
+          "line_end": 274589,
+          "char_start": 3040691,
+          "char_end": 3040695,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-18d963170e366f0cd0ab",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "554d6c87fec84c00707b0ad560bdc7d9f74c25f5ca5582c25ebbc117940ae3cd",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 275762,
+          "char_start": 3051642,
+          "char_end": 3051677,
+          "column_start": 0,
+          "column_end": 35
+        },
+        "surface_location": {
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+          "line_end": 275762,
+          "char_start": 3051654,
+          "char_end": 3051658,
+          "column_start": 12,
+          "column_end": 16
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-35e22e7d5e8e875b0e34",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "2971b9a60168089bc56d568b4814bc6bfab98f93fd7234ee924a381b0da53b0f",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 276446,
+          "char_start": 3057107,
+          "char_end": 3057149,
+          "column_start": 0,
+          "column_end": 42
+        },
+        "surface_location": {
+          "line_start": 276446,
+          "line_end": 276446,
+          "char_start": 3057115,
+          "char_end": 3057119,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0dd0de105e5daec12f9c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "4932b7e7477cb7dda704936b95908c93715f1d136f16d570dfe1f11034a3fd4b",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 281724,
+          "char_start": 3104467,
+          "char_end": 3104496,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 281723,
+          "line_end": 281723,
+          "char_start": 3104469,
+          "char_end": 3104473,
+          "column_start": 2,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-970cffb05a4287317c9c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "f7ecc4f036fe634661cc63f4eb8c8b5903aef66d2f190e3fdfe07014f573f453",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 3124946,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 284075,
+          "char_start": 3124949,
+          "char_end": 3124953,
+          "column_start": 3,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dc9c1d786df04a4af16e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "6f7b9353e6bd8e3e97023de9d2691886c7b6039fb7ef14511cb00a86aea2543c",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 3148710,
+          "char_end": 3148741,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 286835,
+          "char_start": 3148729,
+          "char_end": 3148733,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f9b80d25d773d2e8693e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "899b4a4ab5271ff26f35a75ab626e01ac0e748ff957fcebf7e00447b4ff128da",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "column_start": 10,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d647797cf8305e18d596",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
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+        },
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a660ebcbf2bad5757a12",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "fa913eace4511587a09146bd288e0a7a49185029a0672488dcfca712b5e531f8",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+        },
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f3e824c908a4face0e82",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "72b2fb7e4cf21340aed66b1a53c20112906f0aa228acef9573f39919e3a27f3f",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+        "surface_location": {
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+          "line_end": 302696,
+          "char_start": 3276732,
+          "char_end": 3276736,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f6eff94768791a953d0a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "ca57a4f62543e30cb0907ad7aa22357159fdd8996dabca34c64e9ecbf44ffbca",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 306122,
+          "line_end": 306122,
+          "char_start": 3303140,
+          "char_end": 3303180,
+          "column_start": 0,
+          "column_end": 40
+        },
+        "surface_location": {
+          "line_start": 306122,
+          "line_end": 306122,
+          "char_start": 3303140,
+          "char_end": 3303144,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bed2b1b03376bee80dcf",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "fcf1c636c1272c09c44737c79c3e012e10f574a73715b35683bf6f344399c7d9",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 310598,
+          "line_end": 310598,
+          "char_start": 3340543,
+          "char_end": 3340571,
+          "column_start": 0,
+          "column_end": 28
+        },
+        "surface_location": {
+          "line_start": 310598,
+          "line_end": 310598,
+          "char_start": 3340559,
+          "char_end": 3340563,
+          "column_start": 16,
+          "column_end": 20
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-85fda750cc76895dfa0f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "496feb73fe76b46d770e6851faacc2d4fd3e3d309ad869d6868427497276473d",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 312764,
+          "line_end": 312764,
+          "char_start": 3358773,
+          "char_end": 3358805,
+          "column_start": 0,
+          "column_end": 32
+        },
+        "surface_location": {
+          "line_start": 312764,
+          "line_end": 312764,
+          "char_start": 3358775,
+          "char_end": 3358779,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1ca78a2a22ee15790239",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "71b902af3e32b580c803f55e8e9048608c52de94ea00d754a167320dc1ee54bc",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 314399,
+          "line_end": 314399,
+          "char_start": 3372308,
+          "char_end": 3372317,
+          "column_start": 0,
+          "column_end": 9
+        },
+        "surface_location": {
+          "line_start": 314399,
+          "line_end": 314399,
+          "char_start": 3372310,
+          "char_end": 3372314,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-aa57848989ab453a1ee3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "400d9076ed6299b0271945e4f337f501c0eafa9ee2c152d56be22a7efbfbde60",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 316856,
+          "line_end": 316856,
+          "char_start": 3390629,
+          "char_end": 3390653,
+          "column_start": 0,
+          "column_end": 24
+        },
+        "surface_location": {
+          "line_start": 316856,
+          "line_end": 316856,
+          "char_start": 3390644,
+          "char_end": 3390648,
+          "column_start": 15,
+          "column_end": 19
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b6b286ea75e6dece31c4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "776d0aeebb38051eb11ae1012b38934a310f7b9a4dffef01c407783a1cef91f3",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 317423,
+          "line_end": 317423,
+          "char_start": 3394852,
+          "char_end": 3394868,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 317423,
+          "line_end": 317423,
+          "char_start": 3394863,
+          "char_end": 3394867,
+          "column_start": 11,
+          "column_end": 15
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c0e956146506ef113c9b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b84f7f0ca7dcab9f3d0af8c63e2ba7505d2e4044b94edd510e9532cc363a142e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 322943,
+          "line_end": 322943,
+          "char_start": 3449521,
+          "char_end": 3449561,
+          "column_start": 0,
+          "column_end": 40
+        },
+        "surface_location": {
+          "line_start": 322943,
+          "line_end": 322943,
+          "char_start": 3449531,
+          "char_end": 3449535,
+          "column_start": 10,
+          "column_end": 14
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ca55ca8e4cc01e54d68f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "ff24d48d3882a93e18ec2a17137691a813ff603057f43567085f181c1db9605e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 326576,
+          "char_start": 3480331,
+          "char_end": 3480374,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 326576,
+          "line_end": 326576,
+          "char_start": 3480348,
+          "char_end": 3480352,
+          "column_start": 17,
+          "column_end": 21
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-95d633055a0cfde88195",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "7ae90666402721340a5f0fcc4f584d964f008cd153f567537f37110937a1c1d6",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 326768,
+          "char_start": 3482000,
+          "char_end": 3482034,
+          "column_start": 0,
+          "column_end": 34
+        },
+        "surface_location": {
+          "line_start": 326768,
+          "line_end": 326768,
+          "char_start": 3482017,
+          "char_end": 3482021,
+          "column_start": 17,
+          "column_end": 21
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1f5fb8560b95883a5d5b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "9928ed896809711ee868b06510c9ccba166c5142fe6ce4b21ea0677b47cd1987",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 329036,
+          "char_start": 3503029,
+          "char_end": 3503069,
+          "column_start": 8,
+          "column_end": 48
+        },
+        "surface_location": {
+          "line_start": 329036,
+          "line_end": 329036,
+          "char_start": 3503057,
+          "char_end": 3503061,
+          "column_start": 36,
+          "column_end": 40
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4f556791056a4dc317e4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "16521e0d9036247876d03b2c3498428e3e56cde4f8efa9fb984da1e11ddec4c7",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 330785,
+          "line_end": 330785,
+          "char_start": 3517499,
+          "char_end": 3517520,
+          "column_start": 0,
+          "column_end": 21
+        },
+        "surface_location": {
+          "line_start": 330785,
+          "line_end": 330785,
+          "char_start": 3517499,
+          "char_end": 3517503,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9f80c30d8c8cf1f64882",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "d99c505b6294f116f7b28d64aa85340a4a28a6a8623a0e7caaa50ea395e3dd96",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 335684,
+          "char_start": 3559180,
+          "char_end": 3559213,
+          "column_start": 0,
+          "column_end": 33
+        },
+        "surface_location": {
+          "line_start": 335684,
+          "line_end": 335684,
+          "char_start": 3559182,
+          "char_end": 3559186,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bd259336340f322f383b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "378cff21247b0c9a21c7f32b9799540e1c7517b05552f669fe49d1206610f94a",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 336491,
+          "char_start": 3566200,
+          "char_end": 3566221,
+          "column_start": 0,
+          "column_end": 21
+        },
+        "surface_location": {
+          "line_start": 336491,
+          "line_end": 336491,
+          "char_start": 3566202,
+          "char_end": 3566206,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3f09005a6775793ec948",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "cb32858511d862d702c81f3450007e62fef8688f379c0eaad43dd63344f0c3c8",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 338156,
+          "line_end": 338156,
+          "char_start": 3581085,
+          "char_end": 3581122,
+          "column_start": 0,
+          "column_end": 37
+        },
+        "surface_location": {
+          "line_start": 338156,
+          "line_end": 338156,
+          "char_start": 3581095,
+          "char_end": 3581099,
+          "column_start": 10,
+          "column_end": 14
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a16f89b235a313106c83",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "866239e2f77a6c21a35390200abfafd644823f11038a9e07f86da17c5875d272",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 339362,
+          "line_end": 339362,
+          "char_start": 3593021,
+          "char_end": 3593063,
+          "column_start": 0,
+          "column_end": 42
+        },
+        "surface_location": {
+          "line_start": 339362,
+          "line_end": 339362,
+          "char_start": 3593023,
+          "char_end": 3593027,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-621ce774bfe72f8dafbf",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "f5f86aee965e871629d23f08c4ef106e17fabe102e2203a83db21aefcf9288d0",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 339743,
+          "line_end": 339743,
+          "char_start": 3596309,
+          "char_end": 3596325,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 339743,
+          "line_end": 339743,
+          "char_start": 3596311,
+          "char_end": 3596317,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ed562689316130d1d9ef",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "273dd32433019e266cd84c34c090b9ea0cc344c6228cd79ded02fb5fa8c0c88c",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 339869,
+          "line_end": 339869,
+          "char_start": 3597240,
+          "char_end": 3597254,
+          "column_start": 0,
+          "column_end": 14
+        },
+        "surface_location": {
+          "line_start": 339869,
+          "line_end": 339869,
+          "char_start": 3597242,
+          "char_end": 3597246,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-de3d6ea91f6cf0454acb",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "38e50f777795ae4ad2a3766863fe617f5946c7f8fb34b601dfae7f430e8eda44",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 351506,
+          "line_end": 351506,
+          "char_start": 3685587,
+          "char_end": 3685617,
+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
+          "line_start": 351506,
+          "line_end": 351506,
+          "char_start": 3685595,
+          "char_end": 3685599,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bc289218bf44bf086b80",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "fbe695aa06079a12121f8a6447ea973e45b549aed4c7aaf9ea199815371a8775",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 355352,
+          "char_start": 3714371,
+          "char_end": 3714394,
+          "column_start": 0,
+          "column_end": 23
+        },
+        "surface_location": {
+          "line_start": 355352,
+          "line_end": 355352,
+          "char_start": 3714371,
+          "char_end": 3714375,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-460788291a49080197ce",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "76ae2eeff7731510b8ed9deb288488cf166fe6e7ec12fda11b820f5857cea662",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 369761,
+          "line_end": 369761,
+          "char_start": 3825716,
+          "char_end": 3825727,
+          "column_start": 0,
+          "column_end": 11
+        },
+        "surface_location": {
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+          "line_end": 369761,
+          "char_start": 3825718,
+          "char_end": 3825722,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4ec54cb626d1eb8178d9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "800626819c784b5eff766cf1a29f0687361dd9d07bf870e0314c1fe5e450d0b7",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 373088,
+          "char_start": 3848740,
+          "char_end": 3848757,
+          "column_start": 0,
+          "column_end": 17
+        },
+        "surface_location": {
+          "line_start": 373088,
+          "line_end": 373088,
+          "char_start": 3848745,
+          "char_end": 3848749,
+          "column_start": 5,
+          "column_end": 9
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3851362a493d8392a8b8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "0246fb99cb8414d5ea152b3c87e7022297187d3ec2c0daad5823097334516241",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 374231,
+          "line_end": 374231,
+          "char_start": 3856301,
+          "char_end": 3856330,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 374231,
+          "line_end": 374231,
+          "char_start": 3856313,
+          "char_end": 3856317,
+          "column_start": 12,
+          "column_end": 16
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e46207863d0c11d26052",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "dba3b028e51580d856d0a07008f3ed89a107e89f797b13a4bbbbebcc4c3cbdf3",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 379970,
+          "line_end": 379970,
+          "char_start": 3901006,
+          "char_end": 3901031,
+          "column_start": 0,
+          "column_end": 25
+        },
+        "surface_location": {
+          "line_start": 379970,
+          "line_end": 379970,
+          "char_start": 3901022,
+          "char_end": 3901026,
+          "column_start": 16,
+          "column_end": 20
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fdc58decb8d6ec97a148",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "7919582f29b17f4e4b6490ef9f51fd499de823ed36af38100b7c13bd2b510b78",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 383783,
+          "line_end": 383783,
+          "char_start": 3935936,
+          "char_end": 3935974,
+          "column_start": 0,
+          "column_end": 38
+        },
+        "surface_location": {
+          "line_start": 383783,
+          "line_end": 383783,
+          "char_start": 3935962,
+          "char_end": 3935966,
+          "column_start": 26,
+          "column_end": 30
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-2314f3f5070dc2a452a1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "87baccc9ec59037d2240ca716dab3d63ceae931cec4b052d2b3c7f627824efd0",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 389483,
+          "line_end": 389483,
+          "char_start": 3990661,
+          "char_end": 3990682,
+          "column_start": 0,
+          "column_end": 21
+        },
+        "surface_location": {
+          "line_start": 389483,
+          "line_end": 389483,
+          "char_start": 3990665,
+          "char_end": 3990669,
+          "column_start": 4,
+          "column_end": 8
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-436e2bd2943051a10521",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "cb35d72c00c1da30c3fd4f38a74ee57624ffa3f9868c0b31dbb60eed97aeb2d9",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 392654,
+          "line_end": 392654,
+          "char_start": 4021924,
+          "char_end": 4021975,
+          "column_start": 0,
+          "column_end": 51
+        },
+        "surface_location": {
+          "line_start": 392654,
+          "line_end": 392654,
+          "char_start": 4021926,
+          "char_end": 4021930,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b04dfc15971712189382",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 394808,
+          "line_end": 394808,
+          "char_start": 4045598,
+          "char_end": 4045637,
+          "column_start": 69,
+          "column_end": 108
+        },
+        "surface_location": {
+          "line_start": 394808,
+          "line_end": 394808,
+          "char_start": 4045619,
+          "char_end": 4045625,
+          "column_start": 90,
+          "column_end": 96
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c308da3420664a6a385a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3adbb44fbe2382354bccd0421376393e63d7b861e7f9df8b78205ad142b876b5",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 395420,
+          "line_end": 395420,
+          "char_start": 4054262,
+          "char_end": 4054301,
+          "column_start": 68,
+          "column_end": 107
+        },
+        "surface_location": {
+          "line_start": 395420,
+          "line_end": 395420,
+          "char_start": 4054283,
+          "char_end": 4054289,
+          "column_start": 89,
+          "column_end": 95
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1c922f97c2cc3ecb73f3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "f5f86aee965e871629d23f08c4ef106e17fabe102e2203a83db21aefcf9288d0",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 396740,
+          "line_end": 396740,
+          "char_start": 4067690,
+          "char_end": 4067706,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 396740,
+          "line_end": 396740,
+          "char_start": 4067692,
+          "char_end": 4067698,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1e2abfc7b4ba4e4f4ef0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "273dd32433019e266cd84c34c090b9ea0cc344c6228cd79ded02fb5fa8c0c88c",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 396866,
+          "line_end": 396866,
+          "char_start": 4068623,
+          "char_end": 4068637,
+          "column_start": 0,
+          "column_end": 14
+        },
+        "surface_location": {
+          "line_start": 396866,
+          "line_end": 396866,
+          "char_start": 4068625,
+          "char_end": 4068629,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-abfa9ac5d11b240f6b19",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "f632d045baf99f935429817a5372602862f6129f752f630f1e4fce1f42377d19",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 400277,
+          "line_end": 400277,
+          "char_start": 4099598,
+          "char_end": 4099616,
+          "column_start": 0,
+          "column_end": 18
+        },
+        "surface_location": {
+          "line_start": 400277,
+          "line_end": 400277,
+          "char_start": 4099611,
+          "char_end": 4099615,
+          "column_start": 13,
+          "column_end": 17
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b7f91e75cf4593b27c46",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "844cf93eb12e6b5b4046c433a5a242c72f90de9a39a2ee45184037776475d990",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 4116276,
+          "char_end": 4116320,
+          "column_start": 0,
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+        },
+        "surface_location": {
+          "line_start": 402068,
+          "line_end": 402068,
+          "char_start": 4116309,
+          "char_end": 4116315,
+          "column_start": 33,
+          "column_end": 39
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a79d2217ab283e1c675d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a02372e9af0886bd60bde3fc4ddb2068b91d267f97a8c5a077e6d6f9fc4bf5ce",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 402248,
+          "char_start": 4117604,
+          "char_end": 4117617,
+          "column_start": 0,
+          "column_end": 13
+        },
+        "surface_location": {
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+          "line_end": 402248,
+          "char_start": 4117606,
+          "char_end": 4117612,
+          "column_start": 2,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5a9887836614bf09c883",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "16684bd3422ba7d770b0120092eb3330597ac7224284fcb76247f43a2d93ddae",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 402929,
+          "char_start": 4123224,
+          "char_end": 4123238,
+          "column_start": 0,
+          "column_end": 14
+        },
+        "surface_location": {
+          "line_start": 402929,
+          "line_end": 402929,
+          "char_start": 4123226,
+          "char_end": 4123230,
+          "column_start": 2,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-378a33a225f659aea4cf",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "647bd79b8855a2f66c1144918cf20d7bccdf3a2d08a73647163608ef8a462ae3",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 406301,
+          "char_start": 4151924,
+          "char_end": 4151940,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
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+          "line_end": 406301,
+          "char_start": 4151931,
+          "char_end": 4151935,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8db1be42a31369e74562",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "1e3ee0ab12d1c4e2bd38518b6ee2775b9715a8c53bea9d6098099e2f1258a09c",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 417404,
+          "char_start": 4239030,
+          "char_end": 4239045,
+          "column_start": 0,
+          "column_end": 15
+        },
+        "surface_location": {
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+          "line_end": 417404,
+          "char_start": 4239034,
+          "char_end": 4239040,
+          "column_start": 4,
+          "column_end": 10
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c5a14b30759b24f0fb82",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "82cc53e32d6bc364a44231325cc04515da541ad1c0a608c3a37654e5b226c562",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 4280796,
+          "char_end": 4280836,
+          "column_start": 0,
+          "column_end": 40
+        },
+        "surface_location": {
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+          "line_end": 422537,
+          "char_start": 4280825,
+          "char_end": 4280831,
+          "column_start": 29,
+          "column_end": 35
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-aa0a61ee2351182cd3b7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 423809,
+          "char_start": 4293362,
+          "char_end": 4293399,
+          "column_start": 68,
+          "column_end": 105
+        },
+        "surface_location": {
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+          "line_end": 423809,
+          "char_start": 4293381,
+          "char_end": 4293387,
+          "column_start": 87,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8cdd5899aab40a8f992b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "4dfa634d6fe48f7107365fef92e141452037a0aa3a77e37175f638f43b7ea9e3",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5850045ab654e94703bf",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 424655,
+          "char_start": 4303930,
+          "char_end": 4303967,
+          "column_start": 68,
+          "column_end": 105
+        },
+        "surface_location": {
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+          "line_end": 424655,
+          "char_start": 4303949,
+          "char_end": 4303955,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c5a7f9f1203619c3a97f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "9d07c7cdab5460dfc6a4d396ceb8dde43c6a069bbd64f27cfff7b2ce7de92378",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 4332437,
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+        },
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4c99eb383510acf6b3d1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+          "column_start": 87,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-daddac5d495dc04baef5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "3eaaebe6614f1b62cf2ebace9c3be42060fb105c36f6850c0ca7f4c267ad6994",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 429518,
+          "line_end": 429519,
+          "char_start": 4359317,
+          "char_end": 4359422,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 429518,
+          "line_end": 429518,
+          "char_start": 4359417,
+          "char_end": 4359421,
+          "column_start": 100,
+          "column_end": 104
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3933455581d83742ffce",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 429674,
+          "char_start": 4361607,
+          "char_end": 4361644,
+          "column_start": 68,
+          "column_end": 105
+        },
+        "surface_location": {
+          "line_start": 429674,
+          "line_end": 429674,
+          "char_start": 4361626,
+          "char_end": 4361632,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4e2377212d721cab36c2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "7a415db6483f418378f69cbc20b2fdb66babe25f6e50ea7a03068e11aab71ebe",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 430514,
+          "line_end": 430514,
+          "char_start": 4372026,
+          "char_end": 4372055,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 430514,
+          "line_end": 430514,
+          "char_start": 4372048,
+          "char_end": 4372054,
+          "column_start": 22,
+          "column_end": 28
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角悄然勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ed115c42de15598749d0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "295421ea58f4daeb52d4661aa09f3b0068864a073bb7415ac0b095afa5c8e0cd",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 432707,
+          "line_end": 432707,
+          "char_start": 4396078,
+          "char_end": 4396171,
+          "column_start": 51,
+          "column_end": 144
+        },
+        "surface_location": {
+          "line_start": 432707,
+          "line_end": 432707,
+          "char_start": 4396146,
+          "char_end": 4396150,
+          "column_start": 119,
+          "column_end": 123
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-daee268df40a524e0cf9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "473b48e0692fbba37672043129f099ae239d1064ba86e2f70a16a33c48f7cf89",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 433313,
+          "char_start": 4402066,
+          "char_end": 4402080,
+          "column_start": 0,
+          "column_end": 14
+        },
+        "surface_location": {
+          "line_start": 433313,
+          "line_end": 433313,
+          "char_start": 4402068,
+          "char_end": 4402072,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ce0b613827d3c6f2c897",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 433367,
+          "char_start": 4402922,
+          "char_end": 4402959,
+          "column_start": 68,
+          "column_end": 105
+        },
+        "surface_location": {
+          "line_start": 433367,
+          "line_end": 433367,
+          "char_start": 4402941,
+          "char_end": 4402947,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d2fc63ad11a361cc03df",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "77e6ccf9420318baea8f12059bd8b4d87f43f76378c8e910161f1919611ca2e0",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 433703,
+          "char_start": 4406523,
+          "char_end": 4406551,
+          "column_start": 0,
+          "column_end": 28
+        },
+        "surface_location": {
+          "line_start": 433703,
+          "line_end": 433703,
+          "char_start": 4406523,
+          "char_end": 4406527,
+          "column_start": 0,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4a78379097ea20adc930",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "67b8e99af5e6323629e65fae6921eede8aaaac4ae6aa206fa6a70022e2378dc2",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 443492,
+          "char_start": 4512008,
+          "char_end": 4512059,
+          "column_start": 0,
+          "column_end": 51
+        },
+        "surface_location": {
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+          "line_end": 443492,
+          "char_start": 4512021,
+          "char_end": 4512025,
+          "column_start": 13,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-99b2f9eb6f327e325abf",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 446567,
+          "char_start": 4544160,
+          "char_end": 4544197,
+          "column_start": 68,
+          "column_end": 105
+        },
+        "surface_location": {
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+          "line_end": 446567,
+          "char_start": 4544179,
+          "char_end": 4544185,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a4903002525cdfd3977e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 4547095,
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+          "column_start": 68,
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+        },
+        "surface_location": {
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+          "line_end": 446669,
+          "char_start": 4547114,
+          "char_end": 4547120,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e6c4a69f3f4e3f4ab35a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "column_start": 68,
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+        },
+        "surface_location": {
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+          "line_end": 452270,
+          "char_start": 4607972,
+          "char_end": 4607978,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-19a6219f996f2f02bce7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 453062,
+          "line_end": 453062,
+          "char_start": 4620412,
+          "char_end": 4620449,
+          "column_start": 68,
+          "column_end": 105
+        },
+        "surface_location": {
+          "line_start": 453062,
+          "line_end": 453062,
+          "char_start": 4620431,
+          "char_end": 4620437,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-074ac7005d064e17fa81",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 453116,
+          "char_start": 4621864,
+          "char_end": 4621901,
+          "column_start": 68,
+          "column_end": 105
+        },
+        "surface_location": {
+          "line_start": 453116,
+          "line_end": 453116,
+          "char_start": 4621883,
+          "char_end": 4621889,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a6fb2f82ef55cc70d896",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "d66241828010d42a8b53dd350137dadb725cee7e83bf8c899a663f0359e1c936",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 456383,
+          "line_end": 456383,
+          "char_start": 4655315,
+          "char_end": 4655382,
+          "column_start": 0,
+          "column_end": 67
+        },
+        "surface_location": {
+          "line_start": 456383,
+          "line_end": 456383,
+          "char_start": 4655332,
+          "char_end": 4655336,
+          "column_start": 17,
+          "column_end": 21
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3fbd14e063dc677c1dc3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "589afefcc3021eed7527558c1668560d1aac276d31b9aad8391d62897faa2e28",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 456521,
+          "char_start": 4656775,
+          "char_end": 4656823,
+          "column_start": 0,
+          "column_end": 48
+        },
+        "surface_location": {
+          "line_start": 456521,
+          "line_end": 456521,
+          "char_start": 4656777,
+          "char_end": 4656781,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-73f4882bc7ea052f90ce",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 458075,
+          "char_start": 4673927,
+          "char_end": 4673964,
+          "column_start": 68,
+          "column_end": 105
+        },
+        "surface_location": {
+          "line_start": 458075,
+          "line_end": 458075,
+          "char_start": 4673946,
+          "char_end": 4673952,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1979d984cf6ca2f98b2d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "de8f2277cfcf1761ea27f31695b0252c0f5ec901aa1b134b677d3ce1017f0c63",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 458168,
+          "char_start": 4675396,
+          "char_end": 4675428,
+          "column_start": 0,
+          "column_end": 32
+        },
+        "surface_location": {
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+          "line_end": 458168,
+          "char_start": 4675421,
+          "char_end": 4675425,
+          "column_start": 25,
+          "column_end": 29
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ff4487114a978d4d1dad",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b422cb92fe87fc60006e2ea1654126576c83a239f1ad5b9c44e44e524741d690",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 464732,
+          "char_start": 4739490,
+          "char_end": 4739527,
+          "column_start": 68,
+          "column_end": 105
+        },
+        "surface_location": {
+          "line_start": 464732,
+          "line_end": 464732,
+          "char_start": 4739509,
+          "char_end": 4739515,
+          "column_start": 87,
+          "column_end": 93
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "空气仿佛凝固",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b4fc1acc3e5e4c1f7a32",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e1f1c85cc0f5b84db8777add81745bfb04c0bf5ccb86208c25ed7fa5790d7aea",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 469817,
+          "char_start": 4787223,
+          "char_end": 4787253,
+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
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+          "char_start": 4787223,
+          "char_end": 4787227,
+          "column_start": 0,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-279cae1e44465557e872",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "7dc1e612760bd41f1b1d82097d04b805f8f4f4abb1456e750c58a80595876a42",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 471136,
+          "char_start": 4799792,
+          "char_end": 4799802,
+          "column_start": 0,
+          "column_end": 10
+        },
+        "surface_location": {
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+          "line_end": 471136,
+          "char_start": 4799795,
+          "char_end": 4799801,
+          "column_start": 3,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-94bb1cf938079b8824e6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "0f96474bbf708d4f47913f8f3a54d4a467a0cd589e24a15b2f057bd1ccbee284",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+          "char_start": 4802848,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-13c2a577a15bef5ab1e1",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
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+          "char_start": 4848399,
+          "char_end": 4848442,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 476071,
+          "line_end": 476071,
+          "char_start": 4848403,
+          "char_end": 4848407,
+          "column_start": 4,
+          "column_end": 8
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-035cda977cfd30941098",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "479169d326e30bd31c717244e41a104033f2b7b45cdfbfce828f1e18b3b9bc8e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 476212,
+          "line_end": 476212,
+          "char_start": 4849618,
+          "char_end": 4849678,
+          "column_start": 4,
+          "column_end": 64
+        },
+        "surface_location": {
+          "line_start": 476212,
+          "line_end": 476212,
+          "char_start": 4849621,
+          "char_end": 4849625,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-2e17fd357ff3a28da08b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e090137a8f14fcad6e870de3de469a859be373aa284da13d712d661e1bb25013",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 476392,
+          "line_end": 476392,
+          "char_start": 4851612,
+          "char_end": 4851659,
+          "column_start": 0,
+          "column_end": 47
+        },
+        "surface_location": {
+          "line_start": 476392,
+          "line_end": 476392,
+          "char_start": 4851635,
+          "char_end": 4851639,
+          "column_start": 23,
+          "column_end": 27
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1224f36ff2b65a726897",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "8c4a8e73221902bf793e39d0289344d5448f3036700f82fe63f0b19d936d33e4",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 477403,
+          "line_end": 477403,
+          "char_start": 4862416,
+          "char_end": 4862427,
+          "column_start": 0,
+          "column_end": 11
+        },
+        "surface_location": {
+          "line_start": 477403,
+          "line_end": 477403,
+          "char_start": 4862418,
+          "char_end": 4862426,
+          "column_start": 2,
+          "column_end": 10
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一抹精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d6285297f2e8435d1e9b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "9acb082bbd401bcf81591247b3be2a650a0e7d1473a5f4b3b5defbf113516fa7",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 478093,
+          "line_end": 478093,
+          "char_start": 4869062,
+          "char_end": 4869108,
+          "column_start": 0,
+          "column_end": 46
+        },
+        "surface_location": {
+          "line_start": 478093,
+          "line_end": 478093,
+          "char_start": 4869091,
+          "char_end": 4869095,
+          "column_start": 29,
+          "column_end": 33
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a76a49da0759113d7125",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "e64c389389800083f1e691da67587cb7e7aa0ad10943983400f91194bec196eb",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 479410,
+          "line_end": 479410,
+          "char_start": 4882443,
+          "char_end": 4882518,
+          "column_start": 0,
+          "column_end": 75
+        },
+        "surface_location": {
+          "line_start": 479410,
+          "line_end": 479410,
+          "char_start": 4882473,
+          "char_end": 4882477,
+          "column_start": 30,
+          "column_end": 34
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-594a0678b139c949caa5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "0e5eb2b11cc2df5795d0b96729f46420eb7363bff9ef102cc58b92ddf3f905a8",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 479473,
+          "line_end": 479473,
+          "char_start": 4883115,
+          "char_end": 4883127,
+          "column_start": 0,
+          "column_end": 12
+        },
+        "surface_location": {
+          "line_start": 479473,
+          "line_end": 479473,
+          "char_start": 4883118,
+          "char_end": 4883122,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1b851a6d5a682b376653",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "0512c14acb63df5593ad66b230011627071bed1ec3a0d217ed4094dd68955540",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 479539,
+          "line_end": 479539,
+          "char_start": 4883940,
+          "char_end": 4883995,
+          "column_start": 0,
+          "column_end": 55
+        },
+        "surface_location": {
+          "line_start": 479539,
+          "line_end": 479539,
+          "char_start": 4883943,
+          "char_end": 4883947,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e5d0af41b2d188d95c54",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "554d6c87fec84c00707b0ad560bdc7d9f74c25f5ca5582c25ebbc117940ae3cd",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 480088,
+          "line_end": 480088,
+          "char_start": 4889323,
+          "char_end": 4889358,
+          "column_start": 0,
+          "column_end": 35
+        },
+        "surface_location": {
+          "line_start": 480088,
+          "line_end": 480088,
+          "char_start": 4889335,
+          "char_end": 4889339,
+          "column_start": 12,
+          "column_end": 16
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-901acb498a585afcd3ea",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "2971b9a60168089bc56d568b4814bc6bfab98f93fd7234ee924a381b0da53b0f",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 480460,
+          "line_end": 480460,
+          "char_start": 4892426,
+          "char_end": 4892468,
+          "column_start": 0,
+          "column_end": 42
+        },
+        "surface_location": {
+          "line_start": 480460,
+          "line_end": 480460,
+          "char_start": 4892434,
+          "char_end": 4892438,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a0b72ca936ebfc657195",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "f7ecc4f036fe634661cc63f4eb8c8b5903aef66d2f190e3fdfe07014f573f453",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 482830,
+          "line_end": 482830,
+          "char_start": 4913038,
+          "char_end": 4913050,
+          "column_start": 0,
+          "column_end": 12
+        },
+        "surface_location": {
+          "line_start": 482830,
+          "line_end": 482830,
+          "char_start": 4913041,
+          "char_end": 4913045,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-be9025547554acc4dc7f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "dffe0dfc01dd1a51a5e22a5cac7c3a8d5c191dc07d1f93661d0822af9da0e98c",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 484687,
+          "char_start": 4930416,
+          "char_end": 4930445,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
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+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-50c19713c6cbfd8cc340",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "b84f7f0ca7dcab9f3d0af8c63e2ba7505d2e4044b94edd510e9532cc363a142e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f6dc850263637b7a7747",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "ff24d48d3882a93e18ec2a17137691a813ff603057f43567085f181c1db9605e",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "line_end": 493684,
+          "char_start": 5008485,
+          "char_end": 5008528,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 493684,
+          "char_start": 5008502,
+          "char_end": 5008506,
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9c74b0894d0ec20fa332",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "7ae90666402721340a5f0fcc4f584d964f008cd153f567537f37110937a1c1d6",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
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+          "char_start": 5009242,
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+        },
+        "surface_location": {
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+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-47a346dc87d8aee549bb",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "9928ed896809711ee868b06510c9ccba166c5142fe6ce4b21ea0677b47cd1987",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+          "column_start": 8,
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-04ca38c795ea66e5b2bb",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
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+        "surface_location": {
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cc390448cdc267287e76",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "d99c505b6294f116f7b28d64aa85340a4a28a6a8623a0e7caaa50ea395e3dd96",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-89747d4ffc5c69ff0b90",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
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+        "source_ref": "小说清单/机破星河_当年离歌.txt",
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+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8f66b9dc29fcccca3bcc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-69b1047bf6836315fc5f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "18bcd5f983e3f8cc1126389c590cdbad9834f28320666cef16ee34139f0cb6e0",
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c69239cad88c4f6c0461",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
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+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-29fe5e1f8ec3f1b2b4ad",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "2d8b8a77d5dc25d4512eacd4c7a4ad58785ed977a2969c422f0fd74020d3d3bf",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 515761,
+          "line_end": 515761,
+          "char_start": 5202874,
+          "char_end": 5202932,
+          "column_start": 0,
+          "column_end": 58
+        },
+        "surface_location": {
+          "line_start": 515761,
+          "line_end": 515761,
+          "char_start": 5202876,
+          "char_end": 5202880,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-89a60cedb8dbde120f7b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a02372e9af0886bd60bde3fc4ddb2068b91d267f97a8c5a077e6d6f9fc4bf5ce",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 518704,
+          "line_end": 518704,
+          "char_start": 5235526,
+          "char_end": 5235539,
+          "column_start": 0,
+          "column_end": 13
+        },
+        "surface_location": {
+          "line_start": 518704,
+          "line_end": 518704,
+          "char_start": 5235528,
+          "char_end": 5235534,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ec461e52699b2d496d58",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "22b9419fb77dadf8fd65a2d6842b8ab1ced515c8da00c0b8ce52c32d084caa40",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 524029,
+          "line_end": 524029,
+          "char_start": 5288890,
+          "char_end": 5288958,
+          "column_start": 0,
+          "column_end": 68
+        },
+        "surface_location": {
+          "line_start": 524029,
+          "line_end": 524029,
+          "char_start": 5288947,
+          "char_end": 5288953,
+          "column_start": 57,
+          "column_end": 63
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角轻轻勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-68d15115e1591e03d749",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a3f2ba3f1a898545917d3958981bb20b9a7b9899b5b8f80dae724aac0d70032f",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 528061,
+          "line_end": 528061,
+          "char_start": 5319966,
+          "char_end": 5319995,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 528061,
+          "line_end": 528061,
+          "char_start": 5319974,
+          "char_end": 5319978,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1005cba695da5e3b1162",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "a3c5b1ba572e1105b4d5761ae4ff9a78a1ef781307a8504430c391aaf7064a9c",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 529108,
+          "line_end": 529108,
+          "char_start": 5328362,
+          "char_end": 5328399,
+          "column_start": 0,
+          "column_end": 37
+        },
+        "surface_location": {
+          "line_start": 529108,
+          "line_end": 529108,
+          "char_start": 5328382,
+          "char_end": 5328388,
+          "column_start": 20,
+          "column_end": 26
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8681515e7562afd87481",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "aab617ab31f744e8a2912b389c86daf2997426c33074c6a54addff196421f965",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 529315,
+          "line_end": 529315,
+          "char_start": 5329977,
+          "char_end": 5330004,
+          "column_start": 0,
+          "column_end": 27
+        },
+        "surface_location": {
+          "line_start": 529315,
+          "line_end": 529315,
+          "char_start": 5329977,
+          "char_end": 5329981,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-adaaf2019cfdd0fc96dc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
+        "excerpt_sha256": "f59f6b553d9597d2f5f55ece670eaf0364bc0da93f50bb54e780621739b4c78a",
+        "source_ref": "小说清单/机破星河_当年离歌.txt",
+        "location": {
+          "line_start": 529798,
+          "line_end": 529798,
+          "char_start": 5333920,
+          "char_end": 5333957,
+          "column_start": 0,
+          "column_end": 37
+        },
+        "surface_location": {
+          "line_start": 529798,
+          "line_end": 529798,
+          "char_start": 5333952,
+          "char_end": 5333956,
+          "column_start": 32,
+          "column_end": 36
+        },
+        "work_ref": "ref:机破星河_当年离歌"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e6611623fdb554c60ad8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "9b2dfdf11cbe7b8dd36357bc4d704d089c6ef105938da3de03739a78f0f4f88f",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 25906,
+          "line_end": 25906,
+          "char_start": 227098,
+          "char_end": 227141,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 25906,
+          "line_end": 25906,
+          "char_start": 227118,
+          "char_end": 227124,
+          "column_start": 20,
+          "column_end": 26
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-449b971f6a691adc74a3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "2b318b4a84d3bee5e2a90a22cdc3a1f419572d67deadc469cdc802b5986738f9",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 34945,
+          "line_end": 34945,
+          "char_start": 307919,
+          "char_end": 307938,
+          "column_start": 0,
+          "column_end": 19
+        },
+        "surface_location": {
+          "line_start": 34945,
+          "line_end": 34945,
+          "char_start": 307922,
+          "char_end": 307928,
+          "column_start": 3,
+          "column_end": 9
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-94fe4fc9899c93259dd8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "808a70355f65c1edced4c0a2ad3048c6618eef746610a2a973b7033df9c2eaad",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 36409,
+          "line_end": 36409,
+          "char_start": 320449,
+          "char_end": 320478,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 36409,
+          "line_end": 36409,
+          "char_start": 320449,
+          "char_end": 320455,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-884c7684c32c9c4e1bab",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "7c1344c75b798fecf4f927b9268cc155cd3706fcc8e6f2e72b046977d2d719a1",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 39766,
+          "line_end": 39767,
+          "char_start": 350953,
+          "char_end": 351003,
+          "column_start": 108,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 39766,
+          "line_end": 39766,
+          "char_start": 350953,
+          "char_end": 350959,
+          "column_start": 108,
+          "column_end": 114
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ee40372718a4f6719c40",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "b93ad02d5557033da794d96c4f3f960f2d8aba0f7156528c09cb0a97b91efbaa",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 102061,
+          "line_end": 102061,
+          "char_start": 885430,
+          "char_end": 885447,
+          "column_start": 0,
+          "column_end": 17
+        },
+        "surface_location": {
+          "line_start": 102061,
+          "line_end": 102061,
+          "char_start": 885432,
+          "char_end": 885440,
+          "column_start": 2,
+          "column_end": 10
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一丝精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fec973d9bad780e93d91",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "879445c589a141f5bfee110116aebf6ab27ded1b23cf72aad548a8c2023e076f",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 115486,
+          "line_end": 115486,
+          "char_start": 992870,
+          "char_end": 992902,
+          "column_start": 0,
+          "column_end": 32
+        },
+        "surface_location": {
+          "line_start": 115486,
+          "line_end": 115486,
+          "char_start": 992872,
+          "char_end": 992878,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8cbe2bfbe63962809582",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "3fed5395fcab0593e93371e690d2e188a45dd866a4e7656d5a64c9a304989d44",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 115855,
+          "line_end": 115855,
+          "char_start": 995983,
+          "char_end": 996019,
+          "column_start": 0,
+          "column_end": 36
+        },
+        "surface_location": {
+          "line_start": 115855,
+          "line_end": 115855,
+          "char_start": 995995,
+          "char_end": 996001,
+          "column_start": 12,
+          "column_end": 18
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1460e1fd09ef5338bc64",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "4e9a7c591bca00ecc9768a2c9bb0a0d7c5c0e6a41541e054aa2b09763cbc5cb2",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 192790,
+          "line_end": 192790,
+          "char_start": 1613617,
+          "char_end": 1613654,
+          "column_start": 0,
+          "column_end": 37
+        },
+        "surface_location": {
+          "line_start": 192790,
+          "line_end": 192790,
+          "char_start": 1613618,
+          "char_end": 1613624,
+          "column_start": 1,
+          "column_end": 7
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-27ee6bf97dc3c60e33a9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "78ecfaccafdcf5e2e31ab50fb8cb8f185022774926d4b822be9a8763017d9b9d",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 199078,
+          "line_end": 199078,
+          "char_start": 1662107,
+          "char_end": 1662127,
+          "column_start": 0,
+          "column_end": 20
+        },
+        "surface_location": {
+          "line_start": 199078,
+          "line_end": 199078,
+          "char_start": 1662111,
+          "char_end": 1662117,
+          "column_start": 4,
+          "column_end": 10
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ce14c4941f013b57dd6a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "c6ccf72f35a4b52f5cfce2fa4a28b467b489f969106241e0486baa7407cd5490",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 226198,
+          "line_end": 226198,
+          "char_start": 1878275,
+          "char_end": 1878292,
+          "column_start": 0,
+          "column_end": 17
+        },
+        "surface_location": {
+          "line_start": 226198,
+          "line_end": 226198,
+          "char_start": 1878280,
+          "char_end": 1878286,
+          "column_start": 5,
+          "column_end": 11
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7f92799bafc2ed35c270",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "5388fdaa67d646eb1aa76dce10d4fd8b39d5448ee5408a57640d592562cb7abe",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 226783,
+          "char_start": 1883051,
+          "char_end": 1883067,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 226783,
+          "line_end": 226783,
+          "char_start": 1883053,
+          "char_end": 1883059,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c99e851ba3d8664f8df1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "e68b1beda8333b4d7a841e848e23dc0f09872cf2775ecebf540ce23d52ad62db",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 232966,
+          "char_start": 1929022,
+          "char_end": 1929043,
+          "column_start": 0,
+          "column_end": 21
+        },
+        "surface_location": {
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+          "line_end": 232966,
+          "char_start": 1929024,
+          "char_end": 1929030,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-321e542b04bb17e8cb2f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "74198fc91753e4b42c4017934fc22e5294a6af1f9390b207a4cc566b0d673f4f",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 233176,
+          "char_start": 1931127,
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+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
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+          "line_end": 233176,
+          "char_start": 1931135,
+          "char_end": 1931141,
+          "column_start": 8,
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3598365cd2d2b5621517",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "ec9f2aeef72d40972934742d8362b1ea93118bfd5b2469d9827ab53517f2223c",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 233674,
+          "char_start": 1935074,
+          "char_end": 1935080,
+          "column_start": 38,
+          "column_end": 44
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b006f5f25fb0efbdb4a5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+      },
+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
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+        "surface": "嘴角上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+    },
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+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
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+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-efe938cfebde3c14ef06",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "ceb20cb1e974c2ec6e6145a16bbd834d4fd916d2ad3949db6db7b02062208554",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 310315,
+          "char_start": 2535280,
+          "char_end": 2535301,
+          "column_start": 0,
+          "column_end": 21
+        },
+        "surface_location": {
+          "line_start": 310315,
+          "line_end": 310315,
+          "char_start": 2535294,
+          "char_end": 2535300,
+          "column_start": 14,
+          "column_end": 20
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e2b5fefd83a47adabcc3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "5c857b2fbc903237bb7d91f0c07a0452a7aa85d2a48f5d3c25f8a083f6ca1311",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 315223,
+          "char_start": 2572987,
+          "char_end": 2573014,
+          "column_start": 0,
+          "column_end": 27
+        },
+        "surface_location": {
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+          "line_end": 315223,
+          "char_start": 2573009,
+          "char_end": 2573013,
+          "column_start": 22,
+          "column_end": 26
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1313b56d8a7c796db5b2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "44c7c7bd729526d167f589a1f5d780e81399d83eed017281c73e70f9d2cfdab1",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 316258,
+          "char_start": 2581813,
+          "char_end": 2581843,
+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
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+          "line_end": 316258,
+          "char_start": 2581838,
+          "char_end": 2581842,
+          "column_start": 25,
+          "column_end": 29
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-982196bb13366be180df",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "5971728195ab4af6844299f543535d2f21a9042496d36e3c37a7085a83ee2a0b",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 319816,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 2610625,
+          "char_end": 2610631,
+          "column_start": 4,
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8f1fb26a4fab8bf306ef",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
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+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
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+        },
+        "surface_location": {
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-27fd2aabf3305f0fd927",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "f6a8cbd45c9f60ab7fd398c276f8f06bd641d3e2e8f52ce61fabfb070b553656",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 2632168,
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+          "column_start": 12,
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fb82a24f6bb4dd98d25b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
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+        },
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d44eefdb19c1180f3a70",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "a83048830baa624e50e132166bb6dc8275c260d15c6c2f0b6f655d47826cb38d",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "column_start": 0,
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+        },
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c095e1786909b0ac15b7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        "license": "research_only",
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+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-51a52132363c149ad57b",
+      "card_type": "ai_flavor_case",
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+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f1d3e2f48009293bb436",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      "capture_mode": "backfill",
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
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+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
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+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
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+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-186948b122a36fa148a7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "36972e06c5e9626b75c2320e4de3546b92320385c9073ac90b8894e8fb4c5ea4",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 386026,
+          "line_end": 386026,
+          "char_start": 3144347,
+          "char_end": 3144385,
+          "column_start": 0,
+          "column_end": 38
+        },
+        "surface_location": {
+          "line_start": 386026,
+          "line_end": 386026,
+          "char_start": 3144358,
+          "char_end": 3144364,
+          "column_start": 11,
+          "column_end": 17
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ec83fa8c2a3d9b562077",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "b91f8b11364cfa0892c2155fb389c6f72473132755cce97621effc5e4044bb14",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 389818,
+          "line_end": 389818,
+          "char_start": 3174553,
+          "char_end": 3174582,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 389818,
+          "line_end": 389818,
+          "char_start": 3174577,
+          "char_end": 3174581,
+          "column_start": 24,
+          "column_end": 28
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-99d6e0b73022c2197240",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "3da12038e5429045a5fe3626ec5daa0ba840f8cbc8204cb733b20a53c48af431",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 413536,
+          "line_end": 413536,
+          "char_start": 3359305,
+          "char_end": 3359330,
+          "column_start": 0,
+          "column_end": 25
+        },
+        "surface_location": {
+          "line_start": 413536,
+          "line_end": 413536,
+          "char_start": 3359316,
+          "char_end": 3359322,
+          "column_start": 11,
+          "column_end": 17
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5945f0428bcca631f457",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "3ade743aee6ff18b760748abdbb0a58af831eee298a80c198442a450271c9c72",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 419881,
+          "line_end": 419881,
+          "char_start": 3407563,
+          "char_end": 3407602,
+          "column_start": 0,
+          "column_end": 39
+        },
+        "surface_location": {
+          "line_start": 419881,
+          "line_end": 419881,
+          "char_start": 3407584,
+          "char_end": 3407590,
+          "column_start": 21,
+          "column_end": 27
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-343212960d95148e9677",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "d79fd473988ec541593de7b67f15f36b9a9d55326faef000796e49454e8586aa",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 421186,
+          "char_start": 3417248,
+          "char_end": 3417292,
+          "column_start": 0,
+          "column_end": 44
+        },
+        "surface_location": {
+          "line_start": 421186,
+          "line_end": 421186,
+          "char_start": 3417253,
+          "char_end": 3417259,
+          "column_start": 5,
+          "column_end": 11
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5fd334da2e6f3a96d6b7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "3770eaaca68a8c1cce64c339a677814a358a27d0db2e3b1ee04b1cd0d6fedc0c",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 426157,
+          "char_start": 3453628,
+          "char_end": 3453655,
+          "column_start": 0,
+          "column_end": 27
+        },
+        "surface_location": {
+          "line_start": 426157,
+          "line_end": 426157,
+          "char_start": 3453629,
+          "char_end": 3453635,
+          "column_start": 1,
+          "column_end": 7
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-78241989da0df7b40ea9",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "cfa47ad9904b5602a5e446ec3f48de29d73cd68cca97cc1c3db11a4d6c969cf4",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 442198,
+          "char_start": 3582945,
+          "char_end": 3583008,
+          "column_start": 0,
+          "column_end": 63
+        },
+        "surface_location": {
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+          "line_end": 442198,
+          "char_start": 3582994,
+          "char_end": 3583000,
+          "column_start": 49,
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a19415929810d195c7cb",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "949b58cdea1959c0476253b73825eb531ee4333efa6f25bc14cf887febd90903",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "line_end": 447337,
+          "char_start": 3622311,
+          "char_end": 3622351,
+          "column_start": 0,
+          "column_end": 40
+        },
+        "surface_location": {
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+          "line_end": 447337,
+          "char_start": 3622315,
+          "char_end": 3622321,
+          "column_start": 4,
+          "column_end": 10
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8962e30e17c9e423827c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "b5877a1cdc229ebbd026c1dd2df5d24ab77969665f2a9f8fa4d0d02337665f7e",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+        },
+        "surface_location": {
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+          "char_start": 3630340,
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+          "column_start": 4,
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ba4f07ca6999a5544288",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "823b8c20316207f583997aee59bb43133b46d70a0f79ea260823ae01f8ab22dc",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 3638625,
+          "char_end": 3638631,
+          "column_start": 2,
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+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-10b48ac6d1c0b698f11d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "2d12c31bcd0bde7967160937eef6deb633ec48d16b97df950823477d8883241b",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 451168,
+          "line_end": 451168,
+          "char_start": 3651515,
+          "char_end": 3651532,
+          "column_start": 0,
+          "column_end": 17
+        },
+        "surface_location": {
+          "line_start": 451168,
+          "line_end": 451168,
+          "char_start": 3651518,
+          "char_end": 3651524,
+          "column_start": 3,
+          "column_end": 9
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ba9c03f9a2b7052e8edc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "91e6cdefc28a5de1505d6c97cb2949e444d2f466ddcd28833899eb5457e0b409",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 451699,
+          "line_end": 451699,
+          "char_start": 3655213,
+          "char_end": 3655243,
+          "column_start": 0,
+          "column_end": 30
+        },
+        "surface_location": {
+          "line_start": 451699,
+          "line_end": 451699,
+          "char_start": 3655216,
+          "char_end": 3655222,
+          "column_start": 3,
+          "column_end": 9
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-26699d6c9a956755d57d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "83afc8fa2606a6a67ef76dafee80ec8b86beb1d0c191ea9782a29f6cf835f9d0",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 478792,
+          "line_end": 478792,
+          "char_start": 3868597,
+          "char_end": 3868628,
+          "column_start": 0,
+          "column_end": 31
+        },
+        "surface_location": {
+          "line_start": 478792,
+          "line_end": 478792,
+          "char_start": 3868600,
+          "char_end": 3868606,
+          "column_start": 3,
+          "column_end": 9
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-92e1e22b1e0d5b18004e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "8bf678ee6091caa5a875c94618d536c000dddeecb144315f7c1581e1fcbb588a",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 479329,
+          "line_end": 479329,
+          "char_start": 3873147,
+          "char_end": 3873186,
+          "column_start": 0,
+          "column_end": 39
+        },
+        "surface_location": {
+          "line_start": 479329,
+          "line_end": 479329,
+          "char_start": 3873150,
+          "char_end": 3873156,
+          "column_start": 3,
+          "column_end": 9
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9c20458f14c39f0f5116",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "02cf1f8c1ca03c26e0b839d88fe536e83c0af20fd8972235b7aedca6a33becf4",
+        "excerpt_sha256": "6a1f96b9ce439eebcf713e48a0ae607bacb086eccba42f47c3d250ea14300995",
+        "source_ref": "小说清单/深空之影_虚伪王庭.txt",
+        "location": {
+          "line_start": 480010,
+          "line_end": 480010,
+          "char_start": 3878768,
+          "char_end": 3878809,
+          "column_start": 0,
+          "column_end": 41
+        },
+        "surface_location": {
+          "line_start": 480010,
+          "line_end": 480010,
+          "char_start": 3878771,
+          "char_end": 3878777,
+          "column_start": 3,
+          "column_end": 9
+        },
+        "work_ref": "ref:深空之影_虚伪王庭"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-857ce58e56901fe328c1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "3eb4e7b2162db1b88486c56f640bc272b052b50d948e3980959f8858d1bcdd1f",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 8713,
+          "line_end": 8713,
+          "char_start": 118967,
+          "char_end": 119016,
+          "column_start": 0,
+          "column_end": 49
+        },
+        "surface_location": {
+          "line_start": 8713,
+          "line_end": 8713,
+          "char_start": 118984,
+          "char_end": 118988,
+          "column_start": 17,
+          "column_end": 21
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4c7397f0c006e090812d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "0f9e3f0887de969e09f0c6c91ea986516cbf84092e0122f675861b238a741e85",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 23167,
+          "line_end": 23167,
+          "char_start": 311342,
+          "char_end": 311361,
+          "column_start": 0,
+          "column_end": 19
+        },
+        "surface_location": {
+          "line_start": 23167,
+          "line_end": 23167,
+          "char_start": 311356,
+          "char_end": 311360,
+          "column_start": 14,
+          "column_end": 18
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0c954571cfdbd6c91e49",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "5294166e133c90fafb5c27553cdedfa51b2920733fbda44ca264d6c6bb246a91",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 23194,
+          "line_end": 23200,
+          "char_start": 311779,
+          "char_end": 311959,
+          "column_start": 78,
+          "column_end": 103
+        },
+        "surface_location": {
+          "line_start": 23200,
+          "line_end": 23200,
+          "char_start": 311869,
+          "char_end": 311873,
+          "column_start": 13,
+          "column_end": 17
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9fcbeff0b5316aa7fb80",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "256090870555b9deec49043b27590e4e21b493ff374e4a4eccf275cdfa9161c0",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 29317,
+          "line_end": 29317,
+          "char_start": 398793,
+          "char_end": 398846,
+          "column_start": 0,
+          "column_end": 53
+        },
+        "surface_location": {
+          "line_start": 29317,
+          "line_end": 29317,
+          "char_start": 398820,
+          "char_end": 398824,
+          "column_start": 27,
+          "column_end": 31
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b44deb7e1b89ef6c6a37",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "c483cbecaf72f8691fa5f2098906da0c2c3844c8521ad74e3648754f333d9773",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 37051,
+          "line_end": 37051,
+          "char_start": 520328,
+          "char_end": 520432,
+          "column_start": 0,
+          "column_end": 104
+        },
+        "surface_location": {
+          "line_start": 37051,
+          "line_end": 37051,
+          "char_start": 520370,
+          "char_end": 520374,
+          "column_start": 42,
+          "column_end": 46
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-278c677fdf023e015e9a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "45544bf03529a9900bedf5af5d4cc1f0296e2533e37ea27fb6083e35112b6c16",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 37780,
+          "line_end": 37780,
+          "char_start": 530769,
+          "char_end": 530863,
+          "column_start": 0,
+          "column_end": 94
+        },
+        "surface_location": {
+          "line_start": 37780,
+          "line_end": 37780,
+          "char_start": 530791,
+          "char_end": 530797,
+          "column_start": 22,
+          "column_end": 28
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ec60e34b8d434e8002fa",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "2a1240742cbbbeabea2cf3d4ef7d6d93335352a5fdabaf4d237de206db8c6390",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 41176,
+          "line_end": 41176,
+          "char_start": 579103,
+          "char_end": 579187,
+          "column_start": 0,
+          "column_end": 84
+        },
+        "surface_location": {
+          "line_start": 41176,
+          "line_end": 41176,
+          "char_start": 579103,
+          "char_end": 579109,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d908f3c7dc6be1dc982e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "4441989641137cd3188a12647c90c90f8d324065e10fefc699059174bc107c1a",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 45286,
+          "line_end": 45286,
+          "char_start": 640658,
+          "char_end": 640710,
+          "column_start": 0,
+          "column_end": 52
+        },
+        "surface_location": {
+          "line_start": 45286,
+          "line_end": 45286,
+          "char_start": 640705,
+          "char_end": 640709,
+          "column_start": 47,
+          "column_end": 51
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bb0e9ff894b7bfee6243",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "5914ab4ac97a7bcb3cfeff131e53e355b48b20597ebbb9449f70e41a71956872",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 51004,
+          "line_end": 51004,
+          "char_start": 724196,
+          "char_end": 724257,
+          "column_start": 0,
+          "column_end": 61
+        },
+        "surface_location": {
+          "line_start": 51004,
+          "line_end": 51004,
+          "char_start": 724234,
+          "char_end": 724238,
+          "column_start": 38,
+          "column_end": 42
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-184f186d0e2ffb07860e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "cd89378f59e8954384ba6352302015d53240cc5020a3768c3ce64ca3f40f11af",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 54886,
+          "line_end": 54886,
+          "char_start": 779402,
+          "char_end": 779431,
+          "column_start": 0,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 54886,
+          "line_end": 54886,
+          "char_start": 779412,
+          "char_end": 779416,
+          "column_start": 10,
+          "column_end": 14
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-76423f80e98a35dd7ca0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "82db2b6826f3fd02e03fbcfaa8999f31abb04d8aa7393ca45bf74d69932d8bf3",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 54901,
+          "line_end": 54901,
+          "char_start": 779673,
+          "char_end": 779743,
+          "column_start": 0,
+          "column_end": 70
+        },
+        "surface_location": {
+          "line_start": 54901,
+          "line_end": 54901,
+          "char_start": 779691,
+          "char_end": 779695,
+          "column_start": 18,
+          "column_end": 22
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a9ad2921991dd528f521",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "cc90f0085cf7ac7e057d4a55ece749a97c3d723cd0811a1aaa35fc36444a519b",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 56749,
+          "line_end": 56749,
+          "char_start": 810083,
+          "char_end": 810160,
+          "column_start": 0,
+          "column_end": 77
+        },
+        "surface_location": {
+          "line_start": 56749,
+          "line_end": 56749,
+          "char_start": 810136,
+          "char_end": 810140,
+          "column_start": 53,
+          "column_end": 57
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fe1964fc96784bf9d553",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "1fadbf75fe46f2c6caddede63564454e13d4e3867a326e519ccd4c792aadabc5",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 57187,
+          "line_end": 57187,
+          "char_start": 816941,
+          "char_end": 816953,
+          "column_start": 0,
+          "column_end": 12
+        },
+        "surface_location": {
+          "line_start": 57187,
+          "line_end": 57187,
+          "char_start": 816943,
+          "char_end": 816947,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-26a1be82c6200170ef99",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "53f47733a081c082817d42d887a54202d9f4f3182bea905c9f098f66bb2b809c",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 61849,
+          "line_end": 61849,
+          "char_start": 887209,
+          "char_end": 887231,
+          "column_start": 7,
+          "column_end": 29
+        },
+        "surface_location": {
+          "line_start": 61849,
+          "line_end": 61849,
+          "char_start": 887212,
+          "char_end": 887218,
+          "column_start": 10,
+          "column_end": 16
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过异彩",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-84de968407b83988f413",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "2dafa3d3334c8dffef9ed43d5259bf4770d34e9ad37218033cbad7125d987f79",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 65458,
+          "line_end": 65458,
+          "char_start": 949874,
+          "char_end": 949886,
+          "column_start": 0,
+          "column_end": 12
+        },
+        "surface_location": {
+          "line_start": 65458,
+          "line_end": 65458,
+          "char_start": 949879,
+          "char_end": 949885,
+          "column_start": 5,
+          "column_end": 11
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-926e5cd7957558fa908c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "0a87a31d7ab4c59a97fc4046eb9366b373b4c6bed0777740cfc49b923a075948",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 68752,
+          "line_end": 68752,
+          "char_start": 1008237,
+          "char_end": 1008283,
+          "column_start": 0,
+          "column_end": 46
+        },
+        "surface_location": {
+          "line_start": 68752,
+          "line_end": 68752,
+          "char_start": 1008253,
+          "char_end": 1008257,
+          "column_start": 16,
+          "column_end": 20
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f3c22a5b640ad4d1c9c7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "627fb187bed859696707c9331c4a871909082b837342c7ced5a91f889499a09a",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 72835,
+          "line_end": 72835,
+          "char_start": 1073311,
+          "char_end": 1073335,
+          "column_start": 0,
+          "column_end": 24
+        },
+        "surface_location": {
+          "line_start": 72835,
+          "line_end": 72835,
+          "char_start": 1073311,
+          "char_end": 1073315,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-60ccf052c615b10bdd13",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "a41d46188a78e0a77493fe23297ec54c1881e8befd78c44a2b62715d6fa5b1ad",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 74275,
+          "line_end": 74281,
+          "char_start": 1093996,
+          "char_end": 1094176,
+          "column_start": 21,
+          "column_end": 91
+        },
+        "surface_location": {
+          "line_start": 74281,
+          "line_end": 74281,
+          "char_start": 1094086,
+          "char_end": 1094090,
+          "column_start": 1,
+          "column_end": 5
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c7979b97ba01344fb47d",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "75a1f0d2cd8dd4c3c38634d7095cf2e4cf31037b4e1fcc14158cc8013da3cb73",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 74926,
+          "line_end": 74927,
+          "char_start": 1105040,
+          "char_end": 1105060,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 74926,
+          "line_end": 74926,
+          "char_start": 1105048,
+          "char_end": 1105052,
+          "column_start": 8,
+          "column_end": 12
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9f611f9780b9ea0c3111",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "d3654db57f234193badce4cc0197a93395a462830a2030feb57eebd92ad734ed",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 77320,
+          "line_end": 77320,
+          "char_start": 1143630,
+          "char_end": 1143643,
+          "column_start": 0,
+          "column_end": 13
+        },
+        "surface_location": {
+          "line_start": 77320,
+          "line_end": 77320,
+          "char_start": 1143631,
+          "char_end": 1143635,
+          "column_start": 1,
+          "column_end": 5
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-17363e98cf3d9933edcc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "4f475fe7f657c2df40c5d88a99daa8efafb401f79985bc93ecb679963a38ff29",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 79765,
+          "line_end": 79765,
+          "char_start": 1187883,
+          "char_end": 1187983,
+          "column_start": 0,
+          "column_end": 100
+        },
+        "surface_location": {
+          "line_start": 79765,
+          "line_end": 79765,
+          "char_start": 1187929,
+          "char_end": 1187935,
+          "column_start": 46,
+          "column_end": 52
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-62d684fe8ac09fd000a2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "5cbbb420de0a3f1d87846bc7a4af70c2725c81a12b8329f6be0356b928ba3f6a",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 83395,
+          "line_end": 83395,
+          "char_start": 1247773,
+          "char_end": 1247833,
+          "column_start": 0,
+          "column_end": 60
+        },
+        "surface_location": {
+          "line_start": 83395,
+          "line_end": 83395,
+          "char_start": 1247786,
+          "char_end": 1247790,
+          "column_start": 13,
+          "column_end": 17
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-82d5030d18647b63495c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e85258a9d7686aad2413470777f4c6a8b8079266a1b27d1bd6a71f5e886e87ab",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 83494,
+          "line_end": 83494,
+          "char_start": 1249591,
+          "char_end": 1249711,
+          "column_start": 0,
+          "column_end": 120
+        },
+        "surface_location": {
+          "line_start": 83494,
+          "line_end": 83494,
+          "char_start": 1249689,
+          "char_end": 1249693,
+          "column_start": 98,
+          "column_end": 102
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4a1d87c4c5c862003a6f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "fd4f19560dcda180223d4068547904e31ac56d959d1258b8d9e5a245ba1a3c08",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 83503,
+          "line_end": 83503,
+          "char_start": 1249753,
+          "char_end": 1249806,
+          "column_start": 0,
+          "column_end": 53
+        },
+        "surface_location": {
+          "line_start": 83503,
+          "line_end": 83503,
+          "char_start": 1249783,
+          "char_end": 1249787,
+          "column_start": 30,
+          "column_end": 34
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9dced3ba391c76acbb4b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e3b6040de2b7e15034a620b7cb1d5c7cd2237fe08403e85ced9f36f747aa78ff",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 84145,
+          "line_end": 84145,
+          "char_start": 1259025,
+          "char_end": 1259142,
+          "column_start": 0,
+          "column_end": 117
+        },
+        "surface_location": {
+          "line_start": 84145,
+          "line_end": 84145,
+          "char_start": 1259025,
+          "char_end": 1259031,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8745ec0f4b4b8117eb94",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "8e0a6662875e6a80cc94dcd20095b9113b9620529b7728a6bf9f1c68d7f38cb3",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 85537,
+          "line_end": 85537,
+          "char_start": 1280380,
+          "char_end": 1280441,
+          "column_start": 0,
+          "column_end": 61
+        },
+        "surface_location": {
+          "line_start": 85537,
+          "line_end": 85537,
+          "char_start": 1280393,
+          "char_end": 1280397,
+          "column_start": 13,
+          "column_end": 17
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-24a106d57b25a5b38bbf",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "acd8f875ae9167f7688a883e20584a91438cb18bc49a0a828498a80b7e60ea0b",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 85633,
+          "line_end": 85633,
+          "char_start": 1282201,
+          "char_end": 1282324,
+          "column_start": 0,
+          "column_end": 123
+        },
+        "surface_location": {
+          "line_start": 85633,
+          "line_end": 85633,
+          "char_start": 1282300,
+          "char_end": 1282304,
+          "column_start": 99,
+          "column_end": 103
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-60763079415d174a265b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "fd4f19560dcda180223d4068547904e31ac56d959d1258b8d9e5a245ba1a3c08",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 85642,
+          "line_end": 85642,
+          "char_start": 1282366,
+          "char_end": 1282419,
+          "column_start": 0,
+          "column_end": 53
+        },
+        "surface_location": {
+          "line_start": 85642,
+          "line_end": 85642,
+          "char_start": 1282396,
+          "char_end": 1282400,
+          "column_start": 30,
+          "column_end": 34
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ba2eb96fa75e230bfedc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e3b6040de2b7e15034a620b7cb1d5c7cd2237fe08403e85ced9f36f747aa78ff",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 86278,
+          "line_end": 86278,
+          "char_start": 1291729,
+          "char_end": 1291846,
+          "column_start": 0,
+          "column_end": 117
+        },
+        "surface_location": {
+          "line_start": 86278,
+          "line_end": 86278,
+          "char_start": 1291729,
+          "char_end": 1291735,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-2e1f86b35007de382e8f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "b0c07dee328400adb186bc54911a857fb27196d7133547cbe82e93954578f83d",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 87310,
+          "line_end": 87310,
+          "char_start": 1307142,
+          "char_end": 1307157,
+          "column_start": 11,
+          "column_end": 26
+        },
+        "surface_location": {
+          "line_start": 87310,
+          "line_end": 87310,
+          "char_start": 1307150,
+          "char_end": 1307154,
+          "column_start": 19,
+          "column_end": 23
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-2b9e85b48a1e9af5ba13",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "9493b4a3ff56b6fc7ae08f94f6f4dc4ba2330ec76ce540573fa19615a33e125f",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 88801,
+          "line_end": 88801,
+          "char_start": 1330233,
+          "char_end": 1330276,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 88801,
+          "line_end": 88801,
+          "char_start": 1330233,
+          "char_end": 1330239,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-cca6f21a621d67af88c1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "0e7aa437c7302bdef8e2d33153b5345b058b52df8b89e6a863fd4388b915819c",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 98110,
+          "line_end": 98110,
+          "char_start": 1478635,
+          "char_end": 1478691,
+          "column_start": 109,
+          "column_end": 165
+        },
+        "surface_location": {
+          "line_start": 98110,
+          "line_end": 98110,
+          "char_start": 1478672,
+          "char_end": 1478676,
+          "column_start": 146,
+          "column_end": 150
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-e13cb411697f24a79921",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "eac8f593acf5a4c9921390196ba905f0469cfae8c9871f53db09ead080c2e868",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 98836,
+          "line_end": 98836,
+          "char_start": 1489589,
+          "char_end": 1489627,
+          "column_start": 0,
+          "column_end": 38
+        },
+        "surface_location": {
+          "line_start": 98836,
+          "line_end": 98836,
+          "char_start": 1489610,
+          "char_end": 1489614,
+          "column_start": 21,
+          "column_end": 25
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1d5ce876de86b3e17137",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "d61768c42fe3ab467b8544433fd5715fe3f481b0ecc067bf25ef4e02c73de79e",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 110422,
+          "line_end": 110422,
+          "char_start": 1678803,
+          "char_end": 1678829,
+          "column_start": 13,
+          "column_end": 39
+        },
+        "surface_location": {
+          "line_start": 110422,
+          "line_end": 110422,
+          "char_start": 1678814,
+          "char_end": 1678818,
+          "column_start": 24,
+          "column_end": 28
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-77e28fe836558e8b335e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "7148e28eb8635898d7cba5fcf1be37496ac2ee4b8510ba9eed2ff76d611a620f",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 111148,
+          "line_end": 111148,
+          "char_start": 1690262,
+          "char_end": 1690289,
+          "column_start": 0,
+          "column_end": 27
+        },
+        "surface_location": {
+          "line_start": 111148,
+          "line_end": 111148,
+          "char_start": 1690264,
+          "char_end": 1690268,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-faa01b974e4878e8fc0f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "43df12108cd63f49757eba10894c7abda569799af0d899b0c0561acfec2be752",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 113353,
+          "line_end": 113353,
+          "char_start": 1719716,
+          "char_end": 1719732,
+          "column_start": 12,
+          "column_end": 28
+        },
+        "surface_location": {
+          "line_start": 113353,
+          "line_end": 113353,
+          "char_start": 1719727,
+          "char_end": 1719731,
+          "column_start": 23,
+          "column_end": 27
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-10a325d54924cf1a95a4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "c04ca8a093ac97ba4fde6e8893dc5660ee4f743f62062ab844a1ec4116c4b51d",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 114730,
+          "line_end": 114730,
+          "char_start": 1737772,
+          "char_end": 1737804,
+          "column_start": 0,
+          "column_end": 32
+        },
+        "surface_location": {
+          "line_start": 114730,
+          "line_end": 114730,
+          "char_start": 1737782,
+          "char_end": 1737786,
+          "column_start": 10,
+          "column_end": 14
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7844997985205594cac3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "665116b69f2df42387e1911cd40b8265169034f20d238f6bb12fa618f75e9225",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 117157,
+          "line_end": 117157,
+          "char_start": 1770025,
+          "char_end": 1770048,
+          "column_start": 0,
+          "column_end": 23
+        },
+        "surface_location": {
+          "line_start": 117157,
+          "line_end": 117157,
+          "char_start": 1770030,
+          "char_end": 1770036,
+          "column_start": 5,
+          "column_end": 11
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角微微勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8480478ba0272403e96f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "37ca90bed5a707b865b3301cf6a4c94484077e9b798fbef7c17ce70c74bd48e5",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 124318,
+          "line_end": 124318,
+          "char_start": 1867850,
+          "char_end": 1868003,
+          "column_start": 0,
+          "column_end": 153
+        },
+        "surface_location": {
+          "line_start": 124318,
+          "line_end": 124318,
+          "char_start": 1867945,
+          "char_end": 1867951,
+          "column_start": 95,
+          "column_end": 101
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-06011a827e929f28f9bd",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "ecab8c01a88c991f926f119228483dfc875b4bd6aabc884f1e5b918f78d89ac3",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 125176,
+          "line_end": 125177,
+          "char_start": 1882585,
+          "char_end": 1882675,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 125176,
+          "line_end": 125176,
+          "char_start": 1882657,
+          "char_end": 1882661,
+          "column_start": 72,
+          "column_end": 76
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7d2e6a3f508b603ffd95",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "ae4148af21123776eeb773dd39f5012ab88704beb4cddd7d8b11618d8fc180b5",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 132340,
+          "line_end": 132340,
+          "char_start": 1984485,
+          "char_end": 1984502,
+          "column_start": 0,
+          "column_end": 17
+        },
+        "surface_location": {
+          "line_start": 132340,
+          "line_end": 132340,
+          "char_start": 1984494,
+          "char_end": 1984498,
+          "column_start": 9,
+          "column_end": 13
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f299f5beb230e1e96a0e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "999c83b5a6516d326e66026e30126fe46143c48115783378afad7801e1f11d15",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 132523,
+          "line_end": 132523,
+          "char_start": 1987466,
+          "char_end": 1987583,
+          "column_start": 0,
+          "column_end": 117
+        },
+        "surface_location": {
+          "line_start": 132523,
+          "line_end": 132523,
+          "char_start": 1987499,
+          "char_end": 1987505,
+          "column_start": 33,
+          "column_end": 39
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8baac57b6ef1b1630785",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e5299d5796a004a19091ac7216b63da3a69baa2af854f5b32275c2c3fc4c4de0",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 133579,
+          "line_end": 133579,
+          "char_start": 2003850,
+          "char_end": 2003977,
+          "column_start": 0,
+          "column_end": 127
+        },
+        "surface_location": {
+          "line_start": 133579,
+          "line_end": 133579,
+          "char_start": 2003920,
+          "char_end": 2003924,
+          "column_start": 70,
+          "column_end": 74
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4fe57aa4cd9a05045ee8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "fd1e467bc31ac2fd67cae306722cd4473dd7c7a83f591f575a519816dc5d4832",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 150391,
+          "line_end": 150391,
+          "char_start": 2246375,
+          "char_end": 2246403,
+          "column_start": 0,
+          "column_end": 28
+        },
+        "surface_location": {
+          "line_start": 150391,
+          "line_end": 150391,
+          "char_start": 2246382,
+          "char_end": 2246386,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-02828d08a593171fac85",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "0a8bae9ce1417957aa2d71f4fabfb4a0231a5e02fa02bc42c1938b62805b3ff8",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
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+          "line_end": 163798,
+          "char_start": 2436190,
+          "char_end": 2436271,
+          "column_start": 0,
+          "column_end": 81
+        },
+        "surface_location": {
+          "line_start": 163798,
+          "line_end": 163798,
+          "char_start": 2436200,
+          "char_end": 2436204,
+          "column_start": 10,
+          "column_end": 14
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0e1d024dd0eae08ae37b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "d29401465e8b4794450749dbd6b2bb20e4053857974bec0a25a9eba75d133173",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
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+          "line_end": 173746,
+          "char_start": 2578643,
+          "char_end": 2578725,
+          "column_start": 9,
+          "column_end": 91
+        },
+        "surface_location": {
+          "line_start": 173746,
+          "line_end": 173746,
+          "char_start": 2578651,
+          "char_end": 2578655,
+          "column_start": 17,
+          "column_end": 21
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c8c0438542f120724c55",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "ced88e0b6d3ddb35d99b8765dd6d777327f1a6760b019cc0d5f44d83dfc16d29",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 176842,
+          "line_end": 176842,
+          "char_start": 2627265,
+          "char_end": 2627277,
+          "column_start": 0,
+          "column_end": 12
+        },
+        "surface_location": {
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+          "line_end": 176842,
+          "char_start": 2627267,
+          "char_end": 2627271,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fd90cf522e71065e8675",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "02ba16df51ab55a8ddfbdb6424344d3122cedc830a74cc56ce45d4a5f9b936c9",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 187024,
+          "line_end": 187024,
+          "char_start": 2786089,
+          "char_end": 2786123,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "char_start": 2786103,
+          "char_end": 2786107,
+          "column_start": 14,
+          "column_end": 18
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d9d26f9c051e351f273f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "5e5cb3f167c45b1233f133e1ec74838302adcd4e3785145ade36aa49b765b361",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 189595,
+          "line_end": 189595,
+          "char_start": 2823367,
+          "char_end": 2823424,
+          "column_start": 0,
+          "column_end": 57
+        },
+        "surface_location": {
+          "line_start": 189595,
+          "line_end": 189595,
+          "char_start": 2823415,
+          "char_end": 2823423,
+          "column_start": 48,
+          "column_end": 56
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一抹精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-1ffa7187b45a39c4b191",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "7305b7617dff6b91813859559bbabb0c49fcd72e1d90fb8d00480e0e442bae48",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 189874,
+          "line_end": 189874,
+          "char_start": 2827813,
+          "char_end": 2827868,
+          "column_start": 0,
+          "column_end": 55
+        },
+        "surface_location": {
+          "line_start": 189874,
+          "line_end": 189874,
+          "char_start": 2827850,
+          "char_end": 2827854,
+          "column_start": 37,
+          "column_end": 41
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bd6d2074bba2e9b98d95",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "7060ed9d55740b997b2d97ff9a02775209a178cd676f531e716c1233e2249f82",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 193702,
+          "line_end": 193702,
+          "char_start": 2888810,
+          "char_end": 2888900,
+          "column_start": 0,
+          "column_end": 90
+        },
+        "surface_location": {
+          "line_start": 193702,
+          "line_end": 193702,
+          "char_start": 2888810,
+          "char_end": 2888816,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-18f67c9419a1161a552a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "0df95924956d18d3b68f26e5b47bbefa955eea647e4d2ef844c213eb14c5973b",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 196516,
+          "line_end": 196516,
+          "char_start": 2928500,
+          "char_end": 2928606,
+          "column_start": 0,
+          "column_end": 106
+        },
+        "surface_location": {
+          "line_start": 196516,
+          "line_end": 196516,
+          "char_start": 2928551,
+          "char_end": 2928555,
+          "column_start": 51,
+          "column_end": 55
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f94fcaf52cf5fffeff74",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "d13905b3f3b6b3578fcd8a0ca0d15cd2e1a805ae682de687db4a36587b3cb506",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 201304,
+          "line_end": 201304,
+          "char_start": 3000277,
+          "char_end": 3000296,
+          "column_start": 0,
+          "column_end": 19
+        },
+        "surface_location": {
+          "line_start": 201304,
+          "line_end": 201304,
+          "char_start": 3000287,
+          "char_end": 3000291,
+          "column_start": 10,
+          "column_end": 14
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f4dcd62a379f91e35fc8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "15a70956b0e36c9f50629b4b6f98ef09c9fa9f3b4867cd527385b867b4b9d7ba",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 207049,
+          "line_end": 207049,
+          "char_start": 3084703,
+          "char_end": 3084769,
+          "column_start": 0,
+          "column_end": 66
+        },
+        "surface_location": {
+          "line_start": 207049,
+          "line_end": 207049,
+          "char_start": 3084703,
+          "char_end": 3084709,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-36bec4d7594d00221c40",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e73025a6aa895c084570cc26ced673104758439aa7f3081b91a4123d365280f8",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 209755,
+          "line_end": 209755,
+          "char_start": 3128778,
+          "char_end": 3128797,
+          "column_start": 34,
+          "column_end": 53
+        },
+        "surface_location": {
+          "line_start": 209755,
+          "line_end": 209755,
+          "char_start": 3128782,
+          "char_end": 3128786,
+          "column_start": 38,
+          "column_end": 42
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a3c59dbca1b3fc0dd3b1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e0f37280968e2e8a62ba79af7713ef8fafc001c4f9619bcc9db390f09f1b255d",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 210673,
+          "line_end": 210673,
+          "char_start": 3141487,
+          "char_end": 3141512,
+          "column_start": 8,
+          "column_end": 33
+        },
+        "surface_location": {
+          "line_start": 210673,
+          "line_end": 210673,
+          "char_start": 3141490,
+          "char_end": 3141494,
+          "column_start": 11,
+          "column_end": 15
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c2ffd30113e6af80831e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "75c084d856fceebf00986e3c7cdd0e4addad84fb4f59fac62f390ae2ae84f192",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 212275,
+          "line_end": 212275,
+          "char_start": 3167899,
+          "char_end": 3167943,
+          "column_start": 0,
+          "column_end": 44
+        },
+        "surface_location": {
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+          "line_end": 212275,
+          "char_start": 3167933,
+          "char_end": 3167937,
+          "column_start": 34,
+          "column_end": 38
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fed55e3f18ab2166f9f2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "61b73611703e4b83ddfafa489b62e029e149fe7b33e6a43735d3779d2ed5af91",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 215452,
+          "line_end": 215452,
+          "char_start": 3213964,
+          "char_end": 3214028,
+          "column_start": 0,
+          "column_end": 64
+        },
+        "surface_location": {
+          "line_start": 215452,
+          "line_end": 215452,
+          "char_start": 3213964,
+          "char_end": 3213970,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-80113d4e58d4bb004a16",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "26eeb713ed78859c825d693d15302417580c7065a8c78aefa7eb897e29f395d6",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 217015,
+          "line_end": 217015,
+          "char_start": 3236286,
+          "char_end": 3236344,
+          "column_start": 0,
+          "column_end": 58
+        },
+        "surface_location": {
+          "line_start": 217015,
+          "line_end": 217015,
+          "char_start": 3236286,
+          "char_end": 3236292,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ca6632c9107d155fc2dc",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "569972c638462318fc93dc7e61afab875919b01e48f1555f4626d08218b3b62d",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 219406,
+          "line_end": 219406,
+          "char_start": 3269658,
+          "char_end": 3269748,
+          "column_start": 0,
+          "column_end": 90
+        },
+        "surface_location": {
+          "line_start": 219406,
+          "line_end": 219406,
+          "char_start": 3269658,
+          "char_end": 3269664,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-8120173409711e11ff84",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "362a6e25f7b5851f52594ab67123c037c3158bbe2f19af62d7f5656c43a169b5",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 221395,
+          "line_end": 221395,
+          "char_start": 3298012,
+          "char_end": 3298056,
+          "column_start": 0,
+          "column_end": 44
+        },
+        "surface_location": {
+          "line_start": 221395,
+          "line_end": 221395,
+          "char_start": 3298013,
+          "char_end": 3298017,
+          "column_start": 1,
+          "column_end": 5
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-46c6c32a5b99009979fd",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "ea8c8e675951b0da8e276ac6c6eaf1605084b49dccbd74fd13577a5e0f26cc53",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 221482,
+          "line_end": 221482,
+          "char_start": 3299454,
+          "char_end": 3299500,
+          "column_start": 17,
+          "column_end": 63
+        },
+        "surface_location": {
+          "line_start": 221482,
+          "line_end": 221482,
+          "char_start": 3299475,
+          "char_end": 3299479,
+          "column_start": 38,
+          "column_end": 42
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-247946a9225606723ef2",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "4bca8e39faabbcc121ba96071ea74af09e0c23f50a61c3029ec7c461ef7c237e",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 225487,
+          "line_end": 225488,
+          "char_start": 3359054,
+          "char_end": 3359144,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 225487,
+          "line_end": 225487,
+          "char_start": 3359138,
+          "char_end": 3359142,
+          "column_start": 84,
+          "column_end": 88
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-21eef9d3a699f08034b0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "085ec57ebf6c274f5584372737b9ae7353ba409e16fd1a92a3c019f0fe63fa69",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 231439,
+          "line_end": 231439,
+          "char_start": 3439394,
+          "char_end": 3439410,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 231439,
+          "line_end": 231439,
+          "char_start": 3439401,
+          "char_end": 3439405,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-4047e630e22523d097b1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "bd10b95a4b71f256068af4fec44ff0b00767a49f046c3ef8f46915f2d41d0ac9",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 234712,
+          "line_end": 234712,
+          "char_start": 3487708,
+          "char_end": 3487750,
+          "column_start": 37,
+          "column_end": 79
+        },
+        "surface_location": {
+          "line_start": 234712,
+          "line_end": 234712,
+          "char_start": 3487712,
+          "char_end": 3487716,
+          "column_start": 41,
+          "column_end": 45
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-31fdca7efb5535dafaed",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "d009b6ecb7e080910f49b9c5e5135fa7538f449297e57611a32859d9618aa074",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 235558,
+          "line_end": 235558,
+          "char_start": 3499142,
+          "char_end": 3499193,
+          "column_start": 0,
+          "column_end": 51
+        },
+        "surface_location": {
+          "line_start": 235558,
+          "line_end": 235558,
+          "char_start": 3499142,
+          "char_end": 3499146,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-798e07e86c54b797914a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "0d3f8fe0e6657afa634131ea51c1ee464da9e859f636355cd828225492d87a22",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 237727,
+          "line_end": 237727,
+          "char_start": 3530295,
+          "char_end": 3530338,
+          "column_start": 17,
+          "column_end": 60
+        },
+        "surface_location": {
+          "line_start": 237727,
+          "line_end": 237727,
+          "char_start": 3530299,
+          "char_end": 3530305,
+          "column_start": 21,
+          "column_end": 27
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bab62782a037bd65f9c3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "92bc9f153d7647c65aa0a7f32300c430b53a17ec5a3bf2bbb80d9a2c21a552a5",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 238360,
+          "line_end": 238360,
+          "char_start": 3538503,
+          "char_end": 3538514,
+          "column_start": 0,
+          "column_end": 11
+        },
+        "surface_location": {
+          "line_start": 238360,
+          "line_end": 238360,
+          "char_start": 3538505,
+          "char_end": 3538513,
+          "column_start": 2,
+          "column_end": 10
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一抹精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-c44507124c96d2ba80c6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "540606ef8332d3de4082482b38d625b6e37b55ae26c0720b629d1422e47d869f",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 243658,
+          "line_end": 243659,
+          "char_start": 3618571,
+          "char_end": 3618583,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 243658,
+          "line_end": 243658,
+          "char_start": 3618573,
+          "char_end": 3618581,
+          "column_start": 2,
+          "column_end": 10
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一抹精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-62a68a4abd0046a435df",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "676e4b0cee757ad3e3ba2135b1fb5a67fb89893b468b05ab76de94e9fd5b7ffa",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 247234,
+          "line_end": 247234,
+          "char_start": 3670884,
+          "char_end": 3670927,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 247234,
+          "line_end": 247234,
+          "char_start": 3670891,
+          "char_end": 3670895,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-87de709cfd019988a3db",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "311d2c1ea757b6e6a08a2b1ea71e648d9f8e44979100c87817fae16c25e66ac8",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 248434,
+          "line_end": 248434,
+          "char_start": 3689037,
+          "char_end": 3689158,
+          "column_start": 0,
+          "column_end": 121
+        },
+        "surface_location": {
+          "line_start": 248434,
+          "line_end": 248434,
+          "char_start": 3689051,
+          "char_end": 3689057,
+          "column_start": 14,
+          "column_end": 20
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7cac975ca8e04c3d816f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "ac5b058eb4e02cc6a50da1f1f6ec40e2126e32533527cd416bbd23f03e5bc02e",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 248911,
+          "line_end": 248911,
+          "char_start": 3695589,
+          "char_end": 3695648,
+          "column_start": 0,
+          "column_end": 59
+        },
+        "surface_location": {
+          "line_start": 248911,
+          "line_end": 248911,
+          "char_start": 3695614,
+          "char_end": 3695618,
+          "column_start": 25,
+          "column_end": 29
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-552147feb61bdb5a0b8a",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "9ae44de6ad60e5198a5173df75fa6ac78bb5566d57319bc2ba18c72ce06b0ff5",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 250024,
+          "line_end": 250024,
+          "char_start": 3710170,
+          "char_end": 3710240,
+          "column_start": 0,
+          "column_end": 70
+        },
+        "surface_location": {
+          "line_start": 250024,
+          "line_end": 250024,
+          "char_start": 3710172,
+          "char_end": 3710178,
+          "column_start": 2,
+          "column_end": 8
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得注意的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-98ad1ad4dbb9eaf077c5",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "baa2cdb26f75354edeef6c6cc40761d794a65c9a9687e2f859bd38afacc8b0c6",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 252889,
+          "line_end": 252889,
+          "char_start": 3748179,
+          "char_end": 3748201,
+          "column_start": 0,
+          "column_end": 22
+        },
+        "surface_location": {
+          "line_start": 252889,
+          "line_end": 252889,
+          "char_start": 3748195,
+          "char_end": 3748199,
+          "column_start": 16,
+          "column_end": 20
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-7f62e2f7783d942da97f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "77143006342e81e15577db3e15aebfceef8fa3c5770f94cdc44fc18842419d27",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 255703,
+          "line_end": 255703,
+          "char_start": 3788253,
+          "char_end": 3788326,
+          "column_start": 0,
+          "column_end": 73
+        },
+        "surface_location": {
+          "line_start": 255703,
+          "line_end": 255703,
+          "char_start": 3788253,
+          "char_end": 3788259,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5c750e707f2f2022d3f1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "c9baa228f2c7053984b995c16810b4ee85337c03d037db926ca8bd093f18c18b",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 255790,
+          "line_end": 255791,
+          "char_start": 3789893,
+          "char_end": 3789932,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 255790,
+          "line_end": 255790,
+          "char_start": 3789916,
+          "char_end": 3789920,
+          "column_start": 23,
+          "column_end": 27
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-5bd580b5701b64ae09b7",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "bd46c8e6f3390e267013ddd4ca47703e230b538999401810f16d84ff48583ce4",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 256069,
+          "line_end": 256069,
+          "char_start": 3793399,
+          "char_end": 3793425,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
+          "line_start": 256069,
+          "line_end": 256069,
+          "char_start": 3793400,
+          "char_end": 3793404,
+          "column_start": 1,
+          "column_end": 5
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-173a47d76dc1585d5ea8",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "3248bc9590719202d5e9ebe3d9197b9cfac0bc551e15cf6de03e7fc69e234410",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 257737,
+          "line_end": 257738,
+          "char_start": 3818042,
+          "char_end": 3818075,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 257737,
+          "line_end": 257737,
+          "char_start": 3818068,
+          "char_end": 3818072,
+          "column_start": 26,
+          "column_end": 30
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-80e3c24e9614014a182e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "5de6405787a119eb2140a1925018b3b3c1d9dee238d7e4d64170608b9fdc2dea",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 260581,
+          "char_start": 3857802,
+          "char_end": 3857806,
+          "column_start": 15,
+          "column_end": 19
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-277e98324c0a20101c7e",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "1726af6c9dc35272c07c6e5ecdc3f61d8b6981649ac5d2404e285ebc84af9c26",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
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+          "char_start": 3870776,
+          "char_end": 3870780,
+          "column_start": 87,
+          "column_end": 91
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0c651974df1d06d345cb",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "6844b36aba80d8059b76a13a5679bfea795739bb13986af61976b2e05b90f974",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 261481,
+          "line_end": 261481,
+          "char_start": 3873531,
+          "char_end": 3873580,
+          "column_start": 0,
+          "column_end": 49
+        },
+        "surface_location": {
+          "line_start": 261481,
+          "line_end": 261481,
+          "char_start": 3873570,
+          "char_end": 3873574,
+          "column_start": 39,
+          "column_end": 43
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-9f12ca40e843ad69ba6b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "6a0363ad2e18b1ae3bda91f42e5874a6f0b84f0dea8d15c0d5595b32ce352de5",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 261532,
+          "line_end": 261532,
+          "char_start": 3874535,
+          "char_end": 3874578,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 261532,
+          "line_end": 261532,
+          "char_start": 3874535,
+          "char_end": 3874541,
+          "column_start": 0,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "值得一提的是",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-dd5b2f0ce24c4b42662c",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "c173d84a409a62977b57b73afd63f8788cab46ba6860cba207a7f2a979fe3dd4",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 264031,
+          "line_end": 264031,
+          "char_start": 3911276,
+          "char_end": 3911351,
+          "column_start": 0,
+          "column_end": 75
+        },
+        "surface_location": {
+          "line_start": 264031,
+          "line_end": 264031,
+          "char_start": 3911285,
+          "char_end": 3911289,
+          "column_start": 9,
+          "column_end": 13
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d3905a9ba8b4fc9de803",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "9af4e427a092700ce42a0ade03147951ff50d3ba5d3451a9c1c124d2a682f8d8",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 271147,
+          "line_end": 271147,
+          "char_start": 4011993,
+          "char_end": 4012071,
+          "column_start": 0,
+          "column_end": 78
+        },
+        "surface_location": {
+          "line_start": 271147,
+          "line_end": 271147,
+          "char_start": 4012027,
+          "char_end": 4012031,
+          "column_start": 34,
+          "column_end": 38
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-698059f6f24f4e5c0466",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "1a6094ab822ab1affe70f93ee33dd40e213609b7326436a636ad6c042523a597",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 276412,
+          "line_end": 276413,
+          "char_start": 4087003,
+          "char_end": 4087066,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 276412,
+          "line_end": 276412,
+          "char_start": 4087027,
+          "char_end": 4087040,
+          "column_start": 24,
+          "column_end": 37
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.abstract_atmosphere",
+        "surface": "一股富婆包养的气息扑面而来",
+        "diagnosis": "抽象气氛候选；必须检查感官细节、因果和场面功能，不能看到词就删除。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-a9e77774fd85e03ccac4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "5acefe2322c00f51e613b59cf0822ebf7e019c397be5f5558da78399a1a8a808",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 276526,
+          "line_end": 276527,
+          "char_start": 4088620,
+          "char_end": 4088653,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 276526,
+          "line_end": 276526,
+          "char_start": 4088639,
+          "char_end": 4088643,
+          "column_start": 19,
+          "column_end": 23
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3b015cafcdbd53e07e07",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "03516ea7663ede70c095628b32300f05dd050368bcbb12e55c0e72a8cb148bc0",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 277885,
+          "line_end": 277885,
+          "char_start": 4107644,
+          "char_end": 4107704,
+          "column_start": 0,
+          "column_end": 60
+        },
+        "surface_location": {
+          "line_start": 277885,
+          "line_end": 277885,
+          "char_start": 4107690,
+          "char_end": 4107694,
+          "column_start": 46,
+          "column_end": 50
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-03c83ad0cc99e57527c1",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "d68ffc360278e86f6ddfeef636e2a4b4eea4a0dd988014185981c54788948c75",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 277909,
+          "line_end": 277909,
+          "char_start": 4107929,
+          "char_end": 4107964,
+          "column_start": 0,
+          "column_end": 35
+        },
+        "surface_location": {
+          "line_start": 277909,
+          "line_end": 277909,
+          "char_start": 4107957,
+          "char_end": 4107961,
+          "column_start": 28,
+          "column_end": 32
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-802ff85ce8bcd8f06147",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e56c4937d31ef7c9c5cf53c5329308cd4d2ae00a58d115aa91b015fb6f51c7c2",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 278188,
+          "line_end": 278188,
+          "char_start": 4112736,
+          "char_end": 4112762,
+          "column_start": 0,
+          "column_end": 26
+        },
+        "surface_location": {
+          "line_start": 278188,
+          "line_end": 278188,
+          "char_start": 4112757,
+          "char_end": 4112761,
+          "column_start": 21,
+          "column_end": 25
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-fd05c92b674ff2508bfe",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "352448e6a9a3de7eac35c9df67312bde628c1ada8e6d59fd93c179f088f611ff",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 279346,
+          "line_end": 279346,
+          "char_start": 4129537,
+          "char_end": 4129553,
+          "column_start": 0,
+          "column_end": 16
+        },
+        "surface_location": {
+          "line_start": 279346,
+          "line_end": 279346,
+          "char_start": 4129544,
+          "char_end": 4129548,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-46d51648b52a2fd4072f",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "2c3236a44bb6f823f68a89a92a418d413bdeac9794945ea3b0df19913ae9c4fd",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 282235,
+          "line_end": 282235,
+          "char_start": 4176002,
+          "char_end": 4176016,
+          "column_start": 0,
+          "column_end": 14
+        },
+        "surface_location": {
+          "line_start": 282235,
+          "line_end": 282235,
+          "char_start": 4176004,
+          "char_end": 4176008,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-731c758be6d14d3711ed",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "353ffb8445eed4e2cc551894b7ad8ba06752e58c920237428fa4c23294f85d69",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 286078,
+          "line_end": 286078,
+          "char_start": 4230657,
+          "char_end": 4230712,
+          "column_start": 0,
+          "column_end": 55
+        },
+        "surface_location": {
+          "line_start": 286078,
+          "line_end": 286078,
+          "char_start": 4230657,
+          "char_end": 4230661,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f13edbc884c4b706f516",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "b385ea96a2faeadca3f41cd0c1ccfc1456e41156a6afa810bb602777bd53d2e7",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 287707,
+          "line_end": 287707,
+          "char_start": 4252244,
+          "char_end": 4252314,
+          "column_start": 0,
+          "column_end": 70
+        },
+        "surface_location": {
+          "line_start": 287707,
+          "line_end": 287707,
+          "char_start": 4252269,
+          "char_end": 4252273,
+          "column_start": 25,
+          "column_end": 29
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3551353d40fc60b2a5a3",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "859c2e93ba8c356bfff4c9ec7fdd5ae5b7a767318e93b2e47c394d9fc76f148f",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 289414,
+          "line_end": 289414,
+          "char_start": 4278830,
+          "char_end": 4278911,
+          "column_start": 0,
+          "column_end": 81
+        },
+        "surface_location": {
+          "line_start": 289414,
+          "line_end": 289414,
+          "char_start": 4278869,
+          "char_end": 4278873,
+          "column_start": 39,
+          "column_end": 43
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-bb1a168b0a84fb536fa6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "17cd69da7e5109f1ff937edca887cfa4daf1aa671374c76e6ad551049680a0bc",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 291208,
+          "line_end": 291208,
+          "char_start": 4307581,
+          "char_end": 4307603,
+          "column_start": 0,
+          "column_end": 22
+        },
+        "surface_location": {
+          "line_start": 291208,
+          "line_end": 291208,
+          "char_start": 4307594,
+          "char_end": 4307602,
+          "column_start": 13,
+          "column_end": 21
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一抹精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-eb44273fdf305b7c523b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "a31e0d0b991dfa006f4cb4474eca47e8e92ad715f24d64cfc3a7c3a57bc2fcdc",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 292903,
+          "line_end": 292903,
+          "char_start": 4335297,
+          "char_end": 4335321,
+          "column_start": 0,
+          "column_end": 24
+        },
+        "surface_location": {
+          "line_start": 292903,
+          "line_end": 292903,
+          "char_start": 4335316,
+          "char_end": 4335320,
+          "column_start": 19,
+          "column_end": 23
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-0b0c6aa047c3b63e6849",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e8f143982508f5e33f4ba9eb2d02f9e43c28147b1581ec498867ecf26bc1a388",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
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+          "line_end": 310135,
+          "char_start": 4582938,
+          "char_end": 4583017,
+          "column_start": 0,
+          "column_end": 79
+        },
+        "surface_location": {
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+          "line_end": 310135,
+          "char_start": 4583002,
+          "char_end": 4583006,
+          "column_start": 64,
+          "column_end": 68
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-47778e0a9cf3d87391a0",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e580259efd7cba075ee308502771137e832de1d97978693de30975f6c07a8f71",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 311098,
+          "line_end": 311098,
+          "char_start": 4595964,
+          "char_end": 4596056,
+          "column_start": 0,
+          "column_end": 92
+        },
+        "surface_location": {
+          "line_start": 311098,
+          "line_end": 311098,
+          "char_start": 4596051,
+          "char_end": 4596055,
+          "column_start": 87,
+          "column_end": 91
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-951180a59aba43c7d85b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "acd9a5515ab62ee18d9a7af8d7861fc556e298925b0036e1b0c973f43197d923",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 313750,
+          "line_end": 313750,
+          "char_start": 4630776,
+          "char_end": 4630827,
+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 313750,
+          "char_start": 4630790,
+          "char_end": 4630794,
+          "column_start": 14,
+          "column_end": 18
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ca436c1bf811ecffcd65",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "6384d7fc55364d6494593bf31aa30a5870b79b5f62022e4c0b69d40d9d049403",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
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+          "line_end": 314809,
+          "char_start": 4646289,
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+          "column_start": 0,
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+        },
+        "surface_location": {
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+          "line_end": 314809,
+          "char_start": 4646300,
+          "char_end": 4646304,
+          "column_start": 11,
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+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f0f3798546c0354ec3e4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "9de5eb496d5e187e2c834526b3898e9e79a5666b010bb2e8270384d1ecef3045",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
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+        "surface_location": {
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+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-ec5e3ed72b1407b65694",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "538a715f95a5d62e4669f96a60b084f79557569b00f938ae5e9f0c5eb4d024bb",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 324985,
+          "line_end": 324985,
+          "char_start": 4801575,
+          "char_end": 4801658,
+          "column_start": 34,
+          "column_end": 117
+        },
+        "surface_location": {
+          "line_start": 324985,
+          "line_end": 324985,
+          "char_start": 4801575,
+          "char_end": 4801579,
+          "column_start": 34,
+          "column_end": 38
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "众所周知",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-3c19a4fd5c456581092b",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "c5490f1d9513f85fbb3421eb5320b897dfaaa80922e7de6eb150c39f9a5e445e",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 325348,
+          "line_end": 325349,
+          "char_start": 4806861,
+          "char_end": 4806901,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 325348,
+          "line_end": 325348,
+          "char_start": 4806886,
+          "char_end": 4806894,
+          "column_start": 25,
+          "column_end": 33
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一抹精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d34cec1a0d7bf9694cc4",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "d5d7ee7a2750ebfb92cda9ca6420a561f09300abfa6f5306f7372f87ec708c20",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 325798,
+          "line_end": 325798,
+          "char_start": 4813757,
+          "char_end": 4813784,
+          "column_start": 0,
+          "column_end": 27
+        },
+        "surface_location": {
+          "line_start": 325798,
+          "line_end": 325798,
+          "char_start": 4813764,
+          "char_end": 4813768,
+          "column_start": 7,
+          "column_end": 11
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角上扬",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-215e451b18f7e5ce3d03",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "c452c73d2f491c70a6ea6d8d6a06a96e8fc1699914b2196904bf211250f54c91",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 333139,
+          "line_end": 333139,
+          "char_start": 4917399,
+          "char_end": 4917464,
+          "column_start": 0,
+          "column_end": 65
+        },
+        "surface_location": {
+          "line_start": 333139,
+          "line_end": 333139,
+          "char_start": 4917404,
+          "char_end": 4917408,
+          "column_start": 5,
+          "column_end": 9
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-138005835cbd73662a62",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "df7d1b59745c2193bfdce0387c3c85308f149e5eaed25992539a41f81e1141b7",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 337681,
+          "line_end": 337681,
+          "char_start": 4985088,
+          "char_end": 4985123,
+          "column_start": 0,
+          "column_end": 35
+        },
+        "surface_location": {
+          "line_start": 337681,
+          "line_end": 337681,
+          "char_start": 4985088,
+          "char_end": 4985092,
+          "column_start": 0,
+          "column_end": 4
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "换句话说",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-b80493a46fd55b439121",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "d8f570931f3347ecdd7a52ca58c2714af4e231930772edf090523b3c3f9a2312",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 342571,
+          "line_end": 342571,
+          "char_start": 5057473,
+          "char_end": 5057516,
+          "column_start": 0,
+          "column_end": 43
+        },
+        "surface_location": {
+          "line_start": 342571,
+          "line_end": 342571,
+          "char_start": 5057507,
+          "char_end": 5057515,
+          "column_start": 34,
+          "column_end": 42
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "眼中闪过一抹精光",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-24f1c2e940e3ce38bdad",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "8be2b6ad779265fc9e570f3a3424d0f4d5cdc3acea05302562df70f2071fa00e",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 343651,
+          "line_end": 343652,
+          "char_start": 5073903,
+          "char_end": 5073932,
+          "column_start": 0,
+          "column_end": 0
+        },
+        "surface_location": {
+          "line_start": 343651,
+          "line_end": 343651,
+          "char_start": 5073905,
+          "char_end": 5073909,
+          "column_start": 2,
+          "column_end": 6
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-f24d1b68dea22402c3fe",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "4d7b0a3e7ed6db4065fd7f45f967b1224f6d3e49840f4b956b891d025616a173",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 346573,
+          "line_end": 346573,
+          "char_start": 5117154,
+          "char_end": 5117200,
+          "column_start": 0,
+          "column_end": 46
+        },
+        "surface_location": {
+          "line_start": 346573,
+          "line_end": 346573,
+          "char_start": 5117157,
+          "char_end": 5117161,
+          "column_start": 3,
+          "column_end": 7
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-68886c0f908748532bb6",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "f4e661c5262a33fc71c181a36d315b8cfe2b9eb1b6f52e5f806c1f110d5b2517",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 352978,
+          "line_end": 352978,
+          "char_start": 5206188,
+          "char_end": 5206222,
+          "column_start": 0,
+          "column_end": 34
+        },
+        "surface_location": {
+          "line_start": 352978,
+          "line_end": 352978,
+          "char_start": 5206217,
+          "char_end": 5206221,
+          "column_start": 29,
+          "column_end": 33
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-83d3d0e03f2ef8b1ff95",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "5a5a85b5407b6893d48942348a08b70c763b3e4c35489154cb0c55ea2cb52002",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 363805,
+          "line_end": 363805,
+          "char_start": 5366263,
+          "char_end": 5366284,
+          "column_start": 0,
+          "column_end": 21
+        },
+        "surface_location": {
+          "line_start": 363805,
+          "line_end": 363805,
+          "char_start": 5366274,
+          "char_end": 5366278,
+          "column_start": 11,
+          "column_end": 15
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.stock_micro_expression",
+        "surface": "嘴角勾起",
+        "diagnosis": "库存微表情候选；必须检查是否是角色签名动作或场景独有反应。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    },
+    {
+      "schema_version": "ai-flavor-case-v1",
+      "id": "case-d24540303827ac247d87",
+      "card_type": "ai_flavor_case",
+      "state": "shadow",
+      "label": "unclassified",
+      "layer": "lexical",
+      "carrier": "unknown",
+      "capture_mode": "backfill",
+      "excerpt": "",
+      "context": "",
+      "source": {
+        "kind": "existing_work",
+        "license": "research_only",
+        "source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+        "excerpt_sha256": "e775b975996ada308fa78049f6df5030ad5213145f5790f3edfc789787345a87",
+        "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+        "location": {
+          "line_start": 364081,
+          "line_end": 364081,
+          "char_start": 5370418,
+          "char_end": 5370503,
+          "column_start": 0,
+          "column_end": 85
+        },
+        "surface_location": {
+          "line_start": 364081,
+          "line_end": 364081,
+          "char_start": 5370498,
+          "char_end": 5370502,
+          "column_start": 80,
+          "column_end": 84
+        },
+        "work_ref": "ref:超神机械师_齐佩甲"
+      },
+      "observation": {
+        "pattern_key": "lexical.meta_disclaimer",
+        "surface": "不言而喻",
+        "diagnosis": "叙述者元话语可能没有新增信息；必须检查是否承担声线或节奏功能。",
+        "function_check": [
+          "是否承担具体叙事功能",
+          "是否是角色/场内载体的有意声线"
+        ],
+        "risk_if_changed": "未经上下文复核直接删除可能损失人物声音、伏笔或节奏。",
+        "suggested_action": "保留 shadow，补充上下文后再标注 sf/snf/boundary。"
+      }
+    }
+  ]
+}
diff --git a/tests/夹具/旧看板/revalidation-2026-08-14.json b/tests/夹具/旧看板/revalidation-2026-08-14.json
new file mode 100644
index 0000000..0ba8816
--- /dev/null
+++ b/tests/夹具/旧看板/revalidation-2026-08-14.json
@@ -0,0 +1,7977 @@
+{
+  "schema_version": "ai-flavor-revalidation-v1",
+  "checked_on": "2026-08-14",
+  "source_root_ref": "oh-my-muse",
+  "usable": true,
+  "totals": {
+    "cards": 788,
+    "card_mismatch": 0,
+    "stale": 0,
+    "unavailable": 0,
+    "verified": 788
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+      "source_ref": "小说清单/希泊尼战纪_虚伪王庭.txt",
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+      "source_ref": "小说清单/星环使命(虚伪王庭).txt",
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+      "actual_source_sha256": "3177ec43aad1363f65ac07f116ed068ba39a03512fff996fcafd42af6d19990d",
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+    {
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+      "source_ref": "小说清单/机战无限_亦醉.txt",
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+      "source_ref": "小说清单/机武风暴_骷髅精灵.txt",
+      "expected_source_sha256": "31941dac8bde92c7565b0fe5e6191bc121f83eccaaa74d824fda0cfd12ac423c",
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+      "source_ref": "小说清单/机破星河_当年离歌.txt",
+      "expected_source_sha256": "b146aff2bcd8ab14472490fdbf5223d2752892aaab6830ca90740cf0707a0c1e",
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+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
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+    },
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+    },
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+      "status": "verified",
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+    },
+    {
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+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-ca436c1bf811ecffcd65",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-f0f3798546c0354ec3e4",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-ec5e3ed72b1407b65694",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-3c19a4fd5c456581092b",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-d34cec1a0d7bf9694cc4",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-215e451b18f7e5ce3d03",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-138005835cbd73662a62",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-b80493a46fd55b439121",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-24f1c2e940e3ce38bdad",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-f24d1b68dea22402c3fe",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-68886c0f908748532bb6",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-83d3d0e03f2ef8b1ff95",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    },
+    {
+      "card_id": "case-d24540303827ac247d87",
+      "work_ref": "ref:超神机械师_齐佩甲",
+      "source_ref": "小说清单/超神机械师_齐佩甲.txt",
+      "expected_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "actual_source_sha256": "45ee9cc70dfca06b37f8b83acb8683f0bb4898d74276fc5874fd438058318683",
+      "status": "verified",
+      "reason": "source_hash_and_anchor_match",
+      "checked_on": "2026-08-14"
+    }
+  ]
+}
diff --git a/tests/夹具/模型事件.json b/tests/夹具/模型事件.json
new file mode 100644
index 0000000..d2fda88
--- /dev/null
+++ b/tests/夹具/模型事件.json
@@ -0,0 +1,306 @@
+{
+  "schema_version": "muse-fixture-model-events-v1",
+  "来源": "合成样例（W01 首批保护夹具）；provider/model 均为占位符，不指向真实服务",
+  "合同": "docs/系统架构/新版设计/接口契约/任务工具与事件.md",
+  "语义": "terminal_state 取 completed/truncated/failed/no_completion_basis；usage_state 取 known/unknown",
+  "scenarios": [
+    {
+      "scenario_id": "model-normal-completion",
+      "说明": "分片输出→finish(stop)→回执含用量：构成有效完成",
+      "events": [
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "text",
+              "text": "夜色"
+            }
+          }
+        },
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "text",
+              "text": "渐深。"
+            }
+          }
+        },
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "finish",
+              "reason": {
+                "kind": "stop"
+              }
+            }
+          }
+        },
+        {
+          "type": "assistant/message",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "message": {
+              "source": {
+                "provider": "synthetic",
+                "model": "fixture-model"
+              },
+              "content": [
+                {
+                  "type": "text",
+                  "text": "夜色渐深。"
+                }
+              ]
+            },
+            "usage": {
+              "inputTokens": 100,
+              "outputTokens": 8,
+              "costUsd": 0.001
+            }
+          }
+        }
+      ],
+      "expected": {
+        "terminal_state": "completed",
+        "finish_reason": "stop",
+        "usage_state": "known",
+        "final_text": "夜色渐深。"
+      }
+    },
+    {
+      "scenario_id": "model-truncated-by-length",
+      "说明": "finish(length)：明确终态=截断，不是成功完成",
+      "events": [
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "text",
+              "text": "长文未完"
+            }
+          }
+        },
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "finish",
+              "reason": {
+                "kind": "length"
+              }
+            }
+          }
+        },
+        {
+          "type": "assistant/message",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "message": {
+              "source": {
+                "provider": "synthetic",
+                "model": "fixture-model"
+              },
+              "content": [
+                {
+                  "type": "text",
+                  "text": "长文未完"
+                }
+              ]
+            },
+            "usage": {
+              "inputTokens": 100,
+              "outputTokens": 4096
+            }
+          }
+        }
+      ],
+      "expected": {
+        "terminal_state": "truncated",
+        "finish_reason": "length",
+        "usage_state": "known"
+      }
+    },
+    {
+      "scenario_id": "model-stream-close-without-finish",
+      "说明": "流关闭但无完成信号：无有效完成依据，不得判成功",
+      "events": [
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "text",
+              "text": "半句"
+            }
+          }
+        },
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "text",
+              "text": "话"
+            }
+          }
+        }
+      ],
+      "expected": {
+        "terminal_state": "no_completion_basis",
+        "usage_state": "unknown",
+        "notes": "保留部分输出或失败，不得计为完成；文本片段不是完成事件"
+      }
+    },
+    {
+      "scenario_id": "model-midstream-error",
+      "说明": "分片后错误事件：终态=失败，错误可见",
+      "events": [
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "text",
+              "text": "开始"
+            }
+          }
+        },
+        {
+          "type": "assistant/error",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "error": {
+              "code": "provider_unavailable",
+              "message": "合成错误：上游不可用"
+            }
+          }
+        }
+      ],
+      "expected": {
+        "terminal_state": "failed",
+        "error_code": "provider_unavailable",
+        "usage_state": "unknown"
+      }
+    },
+    {
+      "scenario_id": "model-unknown-usage",
+      "说明": "finish(stop) 与回执均出现，但用量缺失：完成与用量未知分别表示",
+      "events": [
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "text",
+              "text": "完成句子。"
+            }
+          }
+        },
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "finish",
+              "reason": {
+                "kind": "stop"
+              }
+            }
+          }
+        },
+        {
+          "type": "assistant/message",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "message": {
+              "source": {
+                "provider": "synthetic",
+                "model": "fixture-model"
+              },
+              "content": [
+                {
+                  "type": "text",
+                  "text": "完成句子。"
+                }
+              ]
+            }
+          }
+        }
+      ],
+      "expected": {
+        "terminal_state": "completed",
+        "finish_reason": "stop",
+        "usage_state": "unknown",
+        "notes": "未知用量单独表示，不填 0、不猜测、不冒充已结算"
+      }
+    },
+    {
+      "scenario_id": "model-finish-after-message",
+      "说明": "回执先到、finish 信号后到（乱序容错反例）：仍可判完成，但依据是两者齐备",
+      "events": [
+        {
+          "type": "assistant/message",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "message": {
+              "source": {
+                "provider": "synthetic",
+                "model": "fixture-model"
+              },
+              "content": [
+                {
+                  "type": "text",
+                  "text": "乱序。"
+                }
+              ]
+            },
+            "usage": {
+              "inputTokens": 10,
+              "outputTokens": 2
+            }
+          }
+        },
+        {
+          "type": "assistant/chunk",
+          "data": {
+            "turn": 1,
+            "step": 1,
+            "chunk": {
+              "type": "finish",
+              "reason": {
+                "kind": "stop"
+              }
+            }
+          }
+        }
+      ],
+      "expected": {
+        "terminal_state": "completed",
+        "finish_reason": "stop",
+        "usage_state": "known",
+        "final_text": "乱序。"
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/契约/test_HTTP合同.py b/tests/契约/test_HTTP合同.py
new file mode 100644
index 0000000..fd29ebe
--- /dev/null
+++ b/tests/契约/test_HTTP合同.py
@@ -0,0 +1,49 @@
+"""单作者会话与错误合同；ASGI 传输不建立网络连接。"""
+
+from pathlib import Path
+
+from fastapi.testclient import TestClient
+
+from muse.接入.http.应用 import 创建应用
+from muse.配置 import 应用配置, 数据库引用, 服务配置
+
+
+def test_会话不能伪造作者且写入核对来源__a70001(tmp_path: Path) -> None:
+    """合成口令通过认证；客户端身份和错误来源无法获得写权限。"""
+    口令 = tmp_path / "访问口令.txt"
+    口令.write_text("synthetic-session-key-000000000000", encoding="utf-8")
+    配置 = 应用配置(
+        数据库引用("环境变量", "MUSE_HTTP_TEST_DB"),
+        "test",
+        HTTP=服务配置(str(口令), 公开地址="http://testserver", 允许来源=("http://testserver",)),
+    )
+    with TestClient(创建应用(配置)) as 客户端:
+        assert 客户端.get("/health").status_code == 200
+        assert 客户端.get("/ready").status_code == 503
+        assert 客户端.get("/api/v1/session").status_code == 401
+        登录 = 客户端.post(
+            "/api/v1/session",
+            json={"password": "synthetic-session-key-000000000000", "decided_by": "forged"},
+            headers={"Origin": "http://testserver"},
+        )
+        assert 登录.status_code == 422
+        登录 = 客户端.post(
+            "/api/v1/session",
+            json={"password": "synthetic-session-key-000000000000"},
+            headers={"Origin": "http://testserver"},
+        )
+        assert 登录.status_code == 200
+        assert 登录.json()["author_id"] == "author-local"
+        assert "httponly" in 登录.headers["set-cookie"].lower()
+        assert (
+            客户端.delete(
+                "/api/v1/session", headers={"Origin": "https://outside.invalid"}
+            ).status_code
+            == 403
+        )
+        assert 客户端.get("/api/v1/session").json()["author_id"] == "author-local"
+        assert (
+            客户端.delete("/api/v1/session", headers={"Origin": "http://testserver"}).status_code
+            == 200
+        )
+        assert 客户端.get("/api/v1/session").status_code == 401
diff --git a/tests/契约/test_动态结构投影与版本.py b/tests/契约/test_动态结构投影与版本.py
new file mode 100644
index 0000000..c26af3c
--- /dev/null
+++ b/tests/契约/test_动态结构投影与版本.py
@@ -0,0 +1,330 @@
+"""同一结构的五类用途、授权与来源版本分别生效。"""
+
+from __future__ import annotations
+
+from dataclasses import replace
+
+import pytest
+
+from muse.元数据.接口 import (
+    值规则,
+    元数据错误,
+    合成结构,
+    字段定义,
+    字段用途,
+    字段限制,
+    投影值,
+    投影字段,
+    授权摘要,
+    策略快照,
+    结构定义,
+)
+
+
+@pytest.mark.parametrize(
+    "用途",
+    ["uiVisible", "userEditable", "userSearchable", "exportable", "aiContext"],
+    ids=["display", "edit", "search", "export", "generation"],
+)
+def test_五类用途分别投影并解释剔除__a41001(用途: str) -> None:
+    """given 作者备忘仅可看可编辑；when 选择五类用途；then 不扩大 AI、检索或导出权限。"""
+    结构 = 合成结构(
+        结构定义(
+            "character",
+            "character",
+            1,
+            (
+                字段定义("name", "姓名", "姓名", 值规则("text"), 用途=字段用途(aiContext=True)),
+                字段定义(
+                    "memo",
+                    "创作备忘",
+                    "创作备忘",
+                    值规则("text"),
+                    用途=字段用途(userSearchable=False, exportable=False),
+                ),
+            ),
+        )
+    )
+    投影 = 投影字段(
+        结构,
+        策略快照("character", 1),
+        授权摘要("a1", "s1"),
+        字段用途名=用途,
+        内容用途="generation",
+        运行用途="production",
+    )
+    assert 投影值(投影, {"姓名": "青棠", "创作备忘": "作者私记"}) == (
+        {"姓名": "青棠", "创作备忘": "作者私记"}
+        if 用途 in {"uiVisible", "userEditable"}
+        else {"姓名": "青棠"}
+    )
+    if 用途 not in {"uiVisible", "userEditable"}:
+        assert 投影.剔除原因["创作备忘"] == "FIELD_NOT_ALLOWED"
+
+
+def test_投影身份包含授权来源及当前策略__a41002() -> None:
+    """given 历史结构；when 撤回用途或改变授权来源；then 投影版本变化且旧值不泄露。"""
+    结构 = 合成结构(
+        结构定义(
+            "character",
+            "character",
+            1,
+            (字段定义("secret", "秘密", "秘密", 值规则("text"), 用途=字段用途(aiContext=True)),),
+        )
+    )
+    策略 = 策略快照("character", 1)
+    授权 = 授权摘要("author-a1", "source-s1")
+
+    def 生成(策略=策略, 授权=授权):
+        return 投影字段(
+            结构, 策略, 授权, 字段用途名="aiContext", 内容用途="generation", 运行用途="production"
+        )
+
+    旧 = 生成()
+    assert (
+        旧.projection_version != 生成(授权=replace(授权, 授权指纹="author-a2")).projection_version
+    )
+    assert (
+        旧.projection_version != 生成(授权=replace(授权, 来源指纹="source-s2")).projection_version
+    )
+    新 = 生成(策略=策略快照("character", 2, (字段限制("secret", ("aiContext",)),)))
+    assert 新.projection_version != 旧.projection_version
+    assert 投影值(新, {"秘密": "暗门"}) == {}
+    with pytest.raises(元数据错误):
+        投影字段(
+            结构, 策略, 授权, 字段用途名="aiContext", 内容用途="unknown", 运行用途="production"
+        )
+
+
+def test_原结构字段语义用途别名逐项承接__a41003() -> None:
+    """given 冻结原定义；when 检查发布种子；then 逐型身份、别名和 AI 用途原样承接。"""
+    import hashlib
+    from pathlib import Path
+
+    import yaml
+
+    from muse.元数据.接口 import 读取内置种子
+
+    根 = Path(__file__).resolve().parents[2]
+    源 = 根 / "docs/系统架构/新版设计/研究依据/原结构快照"
+    总字段 = 0
+    for 种子 in 读取内置种子():
+        文件 = 源 / f"{种子.类型.type_id}.yaml"
+        原 = yaml.safe_load(文件.read_text(encoding="utf-8"))
+        assert 种子.原定义哈希 == hashlib.sha256(文件.read_bytes()).hexdigest()
+        按键 = {项.key: 项 for 项 in 种子.结构.字段 if not 项.field_id.startswith("common.")}
+        assert set(按键) == {项["key"] for 项 in 原.get("特有字段", [])}
+        for 项 in 原.get("特有字段", []):
+            新 = 按键[项["key"]]
+            ai = 项.get("aiContext", False)
+            assert 新.用途.aiContext == (tuple(ai) if isinstance(ai, list) else ai)
+            assert not 项.get("alias") or 项["alias"] in 新.别名
+            assert 项.get("说明", "") in 新.说明
+        总字段 += len(按键)
+    assert 总字段 == 216
+
+
+def test_公共内容字段参加同源校验投影且不混入运行外壳__a41009() -> None:
+    """名称等公共内容与逐型字段合成；来源和状态仍由业务骨架维护。"""
+    from muse.元数据.接口 import 校验值, 读取内置结构
+
+    结构 = 合成结构(读取内置结构("character"))
+    值 = {"名称": "青棠", "别名": ["阿棠"], "一句话摘要": "守住旧约的人", "标签": ["守信"]}
+    assert 校验值(结构, 值).值 == 值
+    投影 = 投影字段(
+        结构,
+        策略快照("character", 1),
+        授权摘要("a1", "s1"),
+        字段用途名="aiContext",
+        内容用途="generation",
+        运行用途="production",
+    )
+    assert 投影值(投影, 值) == 值
+    with pytest.raises(元数据错误):
+        校验值(结构, {"标签": "不能把列表写成字符串"})
+    with pytest.raises(元数据错误):
+        校验值(结构, {"状态": "已确认"})
+    for schema_id in ("generation_context", "fine_outline"):
+        assert not any(f.field_id.startswith("common.") for f in 读取内置结构(schema_id).字段)
+
+
+def test_联合类型按已验证分支裁剪隐藏值__a41010() -> None:
+    """两个分支都是列表时，不能因外形相同把私记按文本列表原样送出。"""
+    from muse.元数据.接口 import 校验值
+
+    分支 = 值规则(
+        "object",
+        字段=(
+            字段定义("public", "公开", "公开", 值规则("text"), 用途=字段用途(aiContext=True)),
+            字段定义("private", "私记", "私记", 值规则("text")),
+        ),
+    )
+    规则 = 值规则(
+        "union",
+        分支=(
+            值规则("list", 元素=值规则("text")),
+            值规则("list", 元素=分支),
+        ),
+    )
+    结构 = 合成结构(
+        结构定义(
+            "t", "s", 1, (字段定义("data", "资料", "资料", 规则, 用途=字段用途(aiContext=True)),)
+        )
+    )
+    值 = 校验值(结构, {"资料": [{"公开": "公开信息", "私记": "私人想法"}]}).值
+    投影 = 投影字段(
+        结构,
+        策略快照("t", 1),
+        授权摘要("a1", "s1"),
+        字段用途名="aiContext",
+        内容用途="generation",
+        运行用途="production",
+    )
+    assert 投影值(投影, 值) == {"资料": [{"公开": "公开信息"}]}
+
+
+def test_嵌套隐藏字段不会流入模型合同或值__a41004() -> None:
+    """given 嵌套动态对象含私人备注；when 模型投影；then 输出合同和值均删除隐藏项。"""
+    from muse.元数据.接口 import 生成字段合同
+
+    对象 = 值规则(
+        "object",
+        字段=(
+            字段定义(
+                "nested.public", "公开", "公开", 值规则("text"), 用途=字段用途(aiContext=True)
+            ),
+            字段定义("nested.private", "私记", "私记", 值规则("text")),
+        ),
+    )
+    结构 = 合成结构(
+        结构定义(
+            "new_type",
+            "new_schema",
+            1,
+            (
+                字段定义(
+                    "outer",
+                    "观察",
+                    "观察",
+                    值规则("list", 元素=对象),
+                    用途=字段用途(aiContext=True),
+                ),
+            ),
+        )
+    )
+    投影 = 投影字段(
+        结构,
+        策略快照("new_type", 1),
+        授权摘要("a1", "s1"),
+        字段用途名="aiContext",
+        内容用途="generation",
+        运行用途="production",
+    )
+    assert 投影值(投影, {"观察": [{"公开": "桥下有人", "私记": "后续身份计划"}]}) == {
+        "观察": [{"公开": "桥下有人"}]
+    }
+    合同 = 生成字段合同(投影.允许字段)
+    assert set(合同["properties"]["观察"]["items"]["properties"]) == {"公开"}
+
+
+def test_开放类型只选择已登记实例维护者__a41005() -> None:
+    """given 新题材类型；when 选择实体生命周期；then 可归 B02，不能声明表名或脚本。"""
+    from muse.元数据.接口 import 类型定义, 选择实例维护者
+
+    类型 = 类型定义("weather_spirit", "天气精灵", "world", "entity", ("entity",))
+    assert 选择实例维护者(类型, "entity") == "B02"
+    with pytest.raises(元数据错误):
+        选择实例维护者(replace(类型, 实例族=("public.character",)), "public.character")
+
+
+def test_结构升级要求转换且旧结构可解释__a41006() -> None:
+    """given 原枚举与可选字段；when 缩窄枚举新增必填；then 明确转换对象并保留旧解释。"""
+    from muse.元数据.接口 import 分析变更, 校验值
+
+    字段 = 字段定义("mood", "情绪", "情绪", 值规则("enum", 枚举=("平静", "焦虑")))
+    旧 = 合成结构(结构定义("character", "character", 1, (字段,)))
+    新 = 合成结构(
+        结构定义(
+            "character",
+            "character",
+            2,
+            (replace(字段, 值=值规则("enum", 枚举=("平静",)), 必填=True),),
+            父版本=1,
+        )
+    )
+    影响 = 分析变更(旧, 新, ("entity-a",))
+    assert 影响.分类 == "incompatible"
+    assert 影响.转换字段 == ("mood",)
+    assert 影响.影响对象 == ("entity-a",)
+    assert 校验值(旧, {"情绪": "焦虑"}).值 == {"情绪": "焦虑"}
+    with pytest.raises(元数据错误):
+        校验值(新, {"情绪": "焦虑"})
+
+
+def test_表单修改不能重发只读字段__a41007() -> None:
+    """given 作品动态表单；when 重发计算字数；then 只允许编辑字段且条件来自同源合同。"""
+    from muse.元数据.接口 import 校验字段修改, 生成结构合同, 读取内置结构
+
+    作品 = 合成结构(读取内置结构("novel_work"))
+    投影 = 投影字段(
+        作品,
+        策略快照("novel_work", 1),
+        授权摘要("author-v1", "source-v1"),
+        字段用途名="userEditable",
+        内容用途="planning",
+        运行用途="production",
+    )
+    assert 校验字段修改(投影, {"书名": "候雨"}).值 == {"书名": "候雨"}
+    with pytest.raises(元数据错误):
+        校验字段修改(投影, {"总字数": 999999})
+    合同 = 生成结构合同(合成结构(读取内置结构("craft")))
+    条件 = 合同["allOf"]
+    assert 条件[0]["then"]["required"] == ["埋设手法", "回收点", "记忆维持", "间隔纪律"]
+    assert 条件[1]["then"]["properties"] == {"间隔纪律": False}
+    assert 合同["properties"]["读者收益"]["maxItems"] == 2
+
+
+def test_逐字段修改保留未展示子字段__aa1201():
+    from muse.元数据.接口 import 字段变更, 校验字段变更
+
+    结构 = 合成结构(
+        结构定义(
+            "profile",
+            "profile",
+            1,
+            (
+                字段定义(
+                    "p.info",
+                    "资料",
+                    "资料",
+                    值规则(
+                        "object",
+                        字段=(
+                            字段定义("p.public", "公开", "公开", 值规则("text")),
+                            字段定义(
+                                "p.private",
+                                "私记",
+                                "私记",
+                                值规则("text"),
+                                用途=字段用途(userEditable=False),
+                            ),
+                        ),
+                    ),
+                ),
+            ),
+        )
+    )
+    投影 = 投影字段(
+        结构,
+        策略快照("profile", 0),
+        授权摘要("author", "source"),
+        字段用途名="userEditable",
+        内容用途="planning",
+        运行用途="production",
+    )
+    原 = {"资料": {"公开": "甲", "私记": "不改这里"}}
+    结果 = 校验字段变更(结构, 投影, 原, (字段变更(("资料", "公开"), "set", "乙"),))
+    assert 结果.值 == {"资料": {"公开": "乙", "私记": "不改这里"}}
+    assert 原["资料"]["公开"] == "甲"
+    with pytest.raises(元数据错误):
+        校验字段变更(结构, 投影, 原, (字段变更(("资料",), "set", {"公开": "乙"}),))
diff --git a/tests/架构/test_元数据不能跨模块写值.py b/tests/架构/test_元数据不能跨模块写值.py
new file mode 100644
index 0000000..d01183c
--- /dev/null
+++ b/tests/架构/test_元数据不能跨模块写值.py
@@ -0,0 +1,31 @@
+"""S04 只能持久化自己的结构定义，实例值由具名业务 owner 保存。"""
+
+import ast
+import re
+from pathlib import Path
+
+
+def test_元数据仅访问自有定义且无动态表名__a40020() -> None:
+    根 = Path(__file__).resolve().parents[2] / "src/muse/元数据"
+    数据表 = set()
+    for 文件 in 根.glob("*.py"):
+        树 = ast.parse(文件.read_text())
+        for 节点 in ast.walk(树):
+            if isinstance(节点, ast.ImportFrom) and 节点.level:
+                assert 节点.level == 1, f"{文件.name} 跨入其他模块内部"
+            if isinstance(节点, ast.ImportFrom) and 节点.module and not 节点.level:
+                assert not 节点.module.startswith("muse.") or 节点.module.startswith("muse.共享.")
+            if isinstance(节点, ast.Call) and getattr(节点.func, "attr", None) == "Identifier":
+                raise AssertionError(f"{文件.name} 不得接受动态表列名")
+            if isinstance(节点, ast.Constant) and isinstance(节点.value, str):
+                表 = re.findall(
+                    r"\b(?:FROM|JOIN|INSERT\s+INTO|UPDATE(?!\s+SET))\s+([\w.]+)",
+                    节点.value,
+                    flags=re.I,
+                )
+                if 表:
+                    assert 文件.name == "存储.py", f"{文件.name} 绕过 S04 存储归属"
+                    assert all(t.startswith("metadata.") for t in 表), 表
+                    数据表.update(表)
+    assert "metadata.schema_version" in 数据表
+    assert "metadata.schema_binding" in 数据表
diff --git a/tests/架构/test_安装包独立启动.py b/tests/架构/test_安装包独立启动.py
new file mode 100644
index 0000000..b019e13
--- /dev/null
+++ b/tests/架构/test_安装包独立启动.py
@@ -0,0 +1,54 @@
+"""构建与资源验收：通过真实生成器和资源读取接口验证发布内容。"""
+
+import json
+import shutil
+import subprocess
+import sys
+import zipfile
+from pathlib import Path
+
+import pytest
+
+from muse import 资源加载
+from muse.共享.错误 import 资源缺失错误
+
+仓库根 = Path(__file__).resolve().parents[2]
+
+
+def test_资源核对遍历实际字节__a02003(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:
+    """非空资源包完整可读，篡改任一资源后核对失败。"""
+    工具 = tmp_path / "工具"
+    工具.mkdir()
+    shutil.copyfile(仓库根 / "工具/构建资源包.py", 工具 / "构建资源包.py")
+    (tmp_path / "pyproject.toml").write_text('[project]\nversion="0.0.0-test"\n')
+    (tmp_path / "正文方法.md").write_text("合成方法资源", encoding="utf-8")
+    (工具 / "资源登记.json").write_text(
+        json.dumps(
+            {
+                "发布身份": "test-resource",
+                "资源": [{"源路径": "正文方法.md", "打包路径": "方法/正文.md"}],
+            },
+            ensure_ascii=False,
+        )
+    )
+    subprocess.run([sys.executable, str(工具 / "构建资源包.py")], check=True, capture_output=True)
+    资源目录 = tmp_path / "src/muse/资源"
+    monkeypatch.setattr(资源加载.resources, "files", lambda _: 资源目录)
+    assert 资源加载.核对资源()["发布身份"] == "test-resource"
+    with zipfile.ZipFile(资源目录 / "运行资源.zip", "w") as 包:
+        包.writestr("方法/正文.md", "被篡改的资源")
+    with pytest.raises(资源缺失错误, match="哈希"):
+        资源加载.核对资源()
+
+
+def test_非空生成输入不能伪成功__a02004(tmp_path: Path) -> None:
+    """未接入的生成器接到实际登记输入必须非零退出。"""
+    工具 = tmp_path / "工具"
+    工具.mkdir()
+    shutil.copyfile(仓库根 / "工具/生成接口.py", 工具 / "生成接口.py")
+    (工具 / "生成输入.json").write_text(json.dumps({"资源": [{"源路径": "缺失.py"}]}))
+    结果 = subprocess.run(
+        [sys.executable, str(工具 / "生成接口.py")], capture_output=True, text=True
+    )
+    assert 结果.returncode != 0
+    assert "未生成合同" in 结果.stderr