144 lines
6.6 KiB
YAML
144 lines
6.6 KiB
YAML
schema_version: humanization-research-skill-coverage-v1
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source: ../../../.agents/knowledge/ai-writing-humanization-open-source-research.md
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scope: agent-example自治验证期；研究出处不等于效果证明
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projects:
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- id: humanizer
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mapped_capabilities: [voice_first_baseline, minimal_unique_patch]
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- id: stop-slop
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mapped_capabilities: [five_layer_detection]
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- id: Humanizer-zh
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mapped_capabilities: [preservation_and_modality]
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- id: inkos
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mapped_capabilities: [minimal_unique_patch, bounded_revision_and_original_wins, cross_model_pairwise]
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- id: oh-story-claudecode
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mapped_capabilities: [five_layer_detection, bounded_revision_and_original_wins]
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- id: no-ai-slop
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mapped_capabilities: [detect_edit_separation, pre_generation_guidance]
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- id: PaperSpine
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mapped_capabilities: [detect_edit_separation, bounded_revision_and_original_wins]
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- id: im-not-ai
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mapped_capabilities: [five_layer_detection, holdout_effect_evaluation]
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- id: avoid-ai-writing
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mapped_capabilities: [carrier_scope_and_mask, preservation_and_modality]
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- id: human-writing
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mapped_capabilities: [detect_edit_separation]
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- id: talk-normal
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mapped_capabilities: [pre_generation_guidance, holdout_effect_evaluation]
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- id: AIWriteX
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mapped_capabilities: [minimal_unique_patch]
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- id: humanize-text
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mapped_capabilities: [five_layer_detection, holdout_effect_evaluation]
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- id: shuorenhua
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mapped_capabilities: [carrier_scope_and_mask, sf_snf_boundary_regression]
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- id: academic-humanizer
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mapped_capabilities: [preservation_and_modality]
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- id: speak-human-tw
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mapped_capabilities: [sf_snf_boundary_regression, holdout_effect_evaluation]
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- id: AI_paper
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mapped_capabilities: [holdout_effect_evaluation]
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- id: Openwrite
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mapped_capabilities: [minimal_unique_patch]
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- id: unslop
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mapped_capabilities: [case_to_rule_lifecycle]
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- id: neuro-book
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mapped_capabilities: [five_layer_detection, case_to_rule_lifecycle, holdout_effect_evaluation]
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capabilities:
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- id: detect_edit_separation
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evidence_sources: [no-ai-slop, oh-story-claudecode, academic-humanizer]
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owner_skill: diagnose-ai-flavor
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implementation: humanization/src/deai/diagnose.py
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test: humanization/tests/test_contracts.py
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status: implemented
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- id: five_layer_detection
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evidence_sources: [neuro-book, oh-story-claudecode, avoid-ai-writing]
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owner_skill: diagnose-ai-flavor
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implementation: humanization/src/deai/diagnose.py
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test: humanization/tests/test_humanization_v2.py
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status: implemented
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note: regex/handler/density机械执行；semantic仍需外部模型或人工
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- id: carrier_scope_and_mask
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evidence_sources: [shuorenhua, avoid-ai-writing, neuro-book]
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owner_skill: diagnose-ai-flavor
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implementation: humanization/src/deai/carriers.py
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test: humanization/tests/test_humanization_v2.py
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status: implemented
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- id: voice_first_baseline
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evidence_sources: [humanizer, shuorenhua, inkos]
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owner_skill: establish-voice-baseline
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implementation: .claude/skills/establish-voice-baseline/scripts/establish_voice_baseline.py
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test: humanization/tests/test_humanization_v2.py
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status: implemented
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note: 角色策略仍需planner/作者补充和确认
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- id: pre_generation_guidance
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evidence_sources: [no-ai-slop, neuro-book, humanizer]
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owner_skill: prevent-ai-flavor
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implementation: .claude/skills/prevent-ai-flavor/scripts/prevent_ai_flavor.py
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test: .claude/skills/assemble-context/scripts/test_assemble_writer_context.py
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status: implemented
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- id: sf_snf_boundary_regression
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evidence_sources: [speak-human-tw, shuorenhua, neuro-book]
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owner_skill: capture-ai-flavor-cases
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implementation: humanization/samples
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test: humanization/src/deai/evaluation.py
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status: implemented
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- id: minimal_unique_patch
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evidence_sources: [inkos, Openwrite, shuorenhua]
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owner_skill: revise-ai-flavor
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implementation: humanization/src/deai/patch.py
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test: humanization/tests/test_contracts.py
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status: implemented
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- id: preservation_and_modality
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evidence_sources: [humanizer, academic-humanizer, shuorenhua]
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owner_skill: revise-ai-flavor
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implementation: humanization/src/deai/gates.py
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test: humanization/tests/test_humanization_v2.py
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status: implemented
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note: POV/因果/伏笔仍需事实快照和语义detector
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- id: bounded_revision_and_original_wins
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evidence_sources: [inkos, oh-story-claudecode, neuro-book]
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owner_skill: revise-ai-flavor
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implementation: humanization/src/deai/pipeline.py
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test: .claude/skills/revise-ai-flavor/scripts/test_revise_ai_flavor.py
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status: implemented
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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
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- id: source_revalidation
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evidence_sources: [shuorenhua, neuro-book]
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owner_skill: capture-ai-flavor-cases
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implementation: .claude/skills/capture-ai-flavor-cases/scripts/capture_cases.py
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test: .claude/skills/capture-ai-flavor-cases/scripts/test_capture_cases.py
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status: implemented
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- id: case_to_rule_lifecycle
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evidence_sources: [unslop, shuorenhua, neuro-book]
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owner_skill: capture-ai-flavor-cases
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implementation: .claude/skills/capture-ai-flavor-cases/scripts/mine_ai_flavor.py
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test: humanization/tests/test_humanization_v2.py
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status: implemented
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note: 状态写回数据库；规则文件激活需显式输出和人工审批
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- id: cross_model_pairwise
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evidence_sources: [inkos, neuro-book, oh-story-claudecode]
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owner_skill: revise-ai-flavor
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implementation: humanization/src/deai/pairwise.py
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test: humanization/tests/test_contracts.py
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status: implemented
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- id: holdout_effect_evaluation
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evidence_sources: [neuro-book, speak-human-tw, im-not-ai]
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owner_skill: capture-ai-flavor-cases
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implementation: humanization/src/deai/evaluation.py
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test: humanization/tests/test_humanization_v2.py
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status: partial
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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
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- id: model_drift_deprecation
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evidence_sources: [inkos, im-not-ai, neuro-book]
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owner_skill: capture-ai-flavor-cases
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implementation: humanization/src/deai/evaluation.py
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test: humanization/tests/test_humanization_v2.py
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status: partial
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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
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- id: independent_reader_blind_eval
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evidence_sources: [neuro-book, inkos, humanizer]
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owner_skill: capture-ai-flavor-cases
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implementation: humanization/eval
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test: humanization/tests/test_humanization_v2.py
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status: pending
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note: pairwise合同存在，但独立读者规模化盲评未完成
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