muse-agent-example/muse/lifecycle/quality/humanization/research/20-project-skill-coverage.yaml

schema_version: humanization-research-skill-coverage-v1
source: ../../../.agents/knowledge/ai-writing-humanization-open-source-research.md
scope: agent-example自治验证期；研究出处不等于效果证明
projects:
  - id: humanizer
    mapped_capabilities: [voice_first_baseline, minimal_unique_patch]
  - id: stop-slop
    mapped_capabilities: [five_layer_detection]
  - id: Humanizer-zh
    mapped_capabilities: [preservation_and_modality]
  - id: inkos
    mapped_capabilities: [minimal_unique_patch, bounded_revision_and_original_wins, cross_model_pairwise]
  - id: oh-story-claudecode
    mapped_capabilities: [five_layer_detection, bounded_revision_and_original_wins]
  - id: no-ai-slop
    mapped_capabilities: [detect_edit_separation, pre_generation_guidance]
  - id: PaperSpine
    mapped_capabilities: [detect_edit_separation, bounded_revision_and_original_wins]
  - id: im-not-ai
    mapped_capabilities: [five_layer_detection, holdout_effect_evaluation]
  - id: avoid-ai-writing
    mapped_capabilities: [carrier_scope_and_mask, preservation_and_modality]
  - id: human-writing
    mapped_capabilities: [detect_edit_separation]
  - id: talk-normal
    mapped_capabilities: [pre_generation_guidance, holdout_effect_evaluation]
  - id: AIWriteX
    mapped_capabilities: [minimal_unique_patch]
  - id: humanize-text
    mapped_capabilities: [five_layer_detection, holdout_effect_evaluation]
  - id: shuorenhua
    mapped_capabilities: [carrier_scope_and_mask, sf_snf_boundary_regression]
  - id: academic-humanizer
    mapped_capabilities: [preservation_and_modality]
  - id: speak-human-tw
    mapped_capabilities: [sf_snf_boundary_regression, holdout_effect_evaluation]
  - id: AI_paper
    mapped_capabilities: [holdout_effect_evaluation]
  - id: Openwrite
    mapped_capabilities: [minimal_unique_patch]
  - id: unslop
    mapped_capabilities: [case_to_rule_lifecycle]
  - id: neuro-book
    mapped_capabilities: [five_layer_detection, case_to_rule_lifecycle, holdout_effect_evaluation]
capabilities:
  - id: detect_edit_separation
    evidence_sources: [no-ai-slop, oh-story-claudecode, academic-humanizer]
    owner_skill: 诊断机器味
    implementation: muse/lifecycle/quality/humanization/src/deai/diagnose.py
    test: muse/lifecycle/quality/humanization/tests/test_contracts.py
    status: implemented
  - id: five_layer_detection
    evidence_sources: [neuro-book, oh-story-claudecode, avoid-ai-writing]
    owner_skill: 诊断机器味
    implementation: muse/lifecycle/quality/humanization/src/deai/diagnose.py
    test: muse/lifecycle/quality/humanization/tests/test_humanization_v2.py
    status: implemented
    note: regex/handler/density机械执行；semantic仍需外部模型或人工
  - id: carrier_scope_and_mask
    evidence_sources: [shuorenhua, avoid-ai-writing, neuro-book]
    owner_skill: 诊断机器味
    implementation: muse/lifecycle/quality/humanization/src/deai/carriers.py
    test: muse/lifecycle/quality/humanization/tests/test_humanization_v2.py
    status: implemented
  - id: voice_first_baseline
    evidence_sources: [humanizer, shuorenhua, inkos]
    owner_skill: 建立作品声音档案
    implementation: muse/lifecycle/quality/humanization/skills/建立作品声音档案/scripts/establish_voice_baseline.py
    test: muse/lifecycle/quality/humanization/tests/test_humanization_v2.py
    status: implemented
    note: 角色策略仍需planner/作者补充和确认
  - id: pre_generation_guidance
    evidence_sources: [no-ai-slop, neuro-book, humanizer]
    owner_skill: 预防机器味
    implementation: muse/lifecycle/quality/humanization/skills/预防机器味/scripts/prevent_ai_flavor.py
    test: tests/skills/准备任务上下文/test_assemble_writer_context.py
    status: implemented
  - id: sf_snf_boundary_regression
    evidence_sources: [speak-human-tw, shuorenhua, neuro-book]
    owner_skill: 记录机器味案例
    implementation: muse/lifecycle/quality/humanization/samples
    test: muse/lifecycle/quality/humanization/src/deai/evaluation.py
    status: implemented
  - id: minimal_unique_patch
    evidence_sources: [inkos, Openwrite, shuorenhua]
    owner_skill: 修正正文机器味
    implementation: muse/lifecycle/quality/humanization/src/deai/patch.py
    test: muse/lifecycle/quality/humanization/tests/test_contracts.py
    status: implemented
  - id: preservation_and_modality
    evidence_sources: [humanizer, academic-humanizer, shuorenhua]
    owner_skill: 修正正文机器味
    implementation: muse/lifecycle/quality/humanization/src/deai/gates.py
    test: muse/lifecycle/quality/humanization/tests/test_humanization_v2.py
    status: implemented
    note: POV/因果/伏笔仍需事实快照和语义detector
  - id: bounded_revision_and_original_wins
    evidence_sources: [inkos, oh-story-claudecode, neuro-book]
    owner_skill: 修正正文机器味
    implementation: muse/lifecycle/quality/humanization/src/deai/pipeline.py
    test: tests/skills/修正正文机器味/test_revise_ai_flavor.py
    status: implemented
    note: 当前以最多3轮合同、复扫和pairwise no_gain实现；跨轮最佳快照编排仍由上层负责
  - id: source_revalidation
    evidence_sources: [shuorenhua, neuro-book]
    owner_skill: 记录机器味案例
    implementation: muse/lifecycle/quality/humanization/skills/记录机器味案例/scripts/capture_cases.py
    test: tests/skills/记录机器味案例/test_capture_cases.py
    status: implemented
  - id: case_to_rule_lifecycle
    evidence_sources: [unslop, shuorenhua, neuro-book]
    owner_skill: 建立机器味规则
    implementation: muse/lifecycle/quality/humanization/skills/建立机器味规则/scripts/mine_ai_flavor.py
    test: tests/skills/建立机器味规则/test_propose_rule.py
    status: implemented
    note: 状态写回数据库；规则文件激活需显式输出和人工审批
  - id: cross_model_pairwise
    evidence_sources: [inkos, neuro-book, oh-story-claudecode]
    owner_skill: 修正正文机器味
    implementation: muse/lifecycle/quality/humanization/src/deai/pairwise.py
    test: muse/lifecycle/quality/humanization/tests/test_contracts.py
    status: implemented
  - id: holdout_effect_evaluation
    evidence_sources: [neuro-book, speak-human-tw, im-not-ai]
    owner_skill: 建立机器味规则
    implementation: muse/lifecycle/quality/humanization/src/deai/evaluation.py
    test: muse/lifecycle/quality/humanization/tests/test_humanization_v2.py
    status: partial
    note: 合同回放和holdout计数门已建；真实多作者多题材holdout尚未形成
  - id: model_drift_deprecation
    evidence_sources: [inkos, im-not-ai, neuro-book]
    owner_skill: 建立机器味规则
    implementation: muse/lifecycle/quality/humanization/src/deai/evaluation.py
    test: muse/lifecycle/quality/humanization/tests/test_humanization_v2.py
    status: partial
    note: 人工审批的deprecate输出已建；自动跨模型巡检尚未接入生产调度
  - id: independent_reader_blind_eval
    evidence_sources: [neuro-book, inkos, humanizer]
    owner_skill: 建立机器味规则
    implementation: muse/lifecycle/quality/humanization/eval
    test: muse/lifecycle/quality/humanization/tests/test_humanization_v2.py
    status: pending
    note: pairwise合同存在，但独立读者规模化盲评未完成