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: diagnose-ai-flavor implementation: humanization/src/deai/diagnose.py test: humanization/tests/test_contracts.py status: implemented - id: five_layer_detection evidence_sources: [neuro-book, oh-story-claudecode, avoid-ai-writing] owner_skill: diagnose-ai-flavor implementation: humanization/src/deai/diagnose.py test: 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: diagnose-ai-flavor implementation: humanization/src/deai/carriers.py test: humanization/tests/test_humanization_v2.py status: implemented - id: voice_first_baseline evidence_sources: [humanizer, shuorenhua, inkos] owner_skill: establish-voice-baseline implementation: .claude/skills/establish-voice-baseline/scripts/establish_voice_baseline.py test: 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: prevent-ai-flavor implementation: .claude/skills/prevent-ai-flavor/scripts/prevent_ai_flavor.py test: tests/skills/assemble-context/test_assemble_writer_context.py status: implemented - id: sf_snf_boundary_regression evidence_sources: [speak-human-tw, shuorenhua, neuro-book] owner_skill: capture-ai-flavor-cases implementation: humanization/samples test: humanization/src/deai/evaluation.py status: implemented - id: minimal_unique_patch evidence_sources: [inkos, Openwrite, shuorenhua] owner_skill: revise-ai-flavor implementation: humanization/src/deai/patch.py test: humanization/tests/test_contracts.py status: implemented - id: preservation_and_modality evidence_sources: [humanizer, academic-humanizer, shuorenhua] owner_skill: revise-ai-flavor implementation: humanization/src/deai/gates.py test: 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: revise-ai-flavor implementation: humanization/src/deai/pipeline.py test: tests/skills/revise-ai-flavor/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: capture-ai-flavor-cases implementation: .claude/skills/capture-ai-flavor-cases/scripts/capture_cases.py test: tests/skills/capture-ai-flavor-cases/test_capture_cases.py status: implemented - id: case_to_rule_lifecycle evidence_sources: [unslop, shuorenhua, neuro-book] owner_skill: capture-ai-flavor-cases implementation: .claude/skills/capture-ai-flavor-cases/scripts/mine_ai_flavor.py test: humanization/tests/test_humanization_v2.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: revise-ai-flavor implementation: humanization/src/deai/pairwise.py test: humanization/tests/test_contracts.py status: implemented - id: holdout_effect_evaluation evidence_sources: [neuro-book, speak-human-tw, im-not-ai] owner_skill: capture-ai-flavor-cases implementation: humanization/src/deai/evaluation.py test: 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: capture-ai-flavor-cases implementation: humanization/src/deai/evaluation.py test: 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: capture-ai-flavor-cases implementation: humanization/eval test: 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