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学术降重的锚点约束改写门。只根据 Semantic Anchor、Pattern Coverage Matrix 和真人实践卡绑定处方改写 suspect 段；无绑定不改写。触发关键词：按锚点改写、处方式改写、anchor-bound rewrite、去 AI 改写、论文段落改写。
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
学术降重的全量 AI 模式扫描门。长文必须启用 subagent 并行隔离扫描，生成 Pattern Coverage Matrix，确保每段都有 clean/suspect/format-exempt 状态和 A-code 证据。触发关键词：长文扫描、模式门控、Pattern Coverage Matrix、A-code 扫描、反漏检、母骨架诊断、subagent 并行扫描。
学术降重的真人写作实践绑定门。用于把每个 suspect 段落绑定到 A-code、写作功能和具体真人实践卡，生成可执行改写处方。触发关键词：真人写法锚点、实践卡绑定、anchor binding、rewrite prescription、A-code 锚点。
学术降重的输入锚定门。用于生成 Integrity Snapshot 与 Semantic Anchor，锁定术语、引用、数字、公式、核心命题、段落功能和上下文依赖。触发关键词：文意锚定、Integrity Snapshot、Semantic Anchor、降重前锚定、不可变 token。
学术降重的残留验收门。用于改写后复扫原 A-code 是否下降、新 A-code 是否冒出、Semantic Anchor 是否漂移、不可变 token 是否漂移。触发关键词：残留验收、Residual AI Gate、改后复扫、文意漂移检查、降重验证。
学术降重主编排器。用于论文、学位论文、基金文本、技术报告的去 AI 味/降重流程；按短文本或长文路线强制执行文意锚定、全量模式扫描、真人写作实践卡绑定、锚点约束改写和残留验收。触发关键词：学术降重、论文降重、去 AI 味、AIGC 检测、academic deweight、母骨架诊断、长文扫描、真人写法锚点。不用于个人口语化改写（那是 deweight-suite:ai-deweight-personal）。
| name | deweight-anchor-rewrite |
| description | 学术降重的锚点约束改写门。只根据 Semantic Anchor、Pattern Coverage Matrix 和真人实践卡绑定处方改写 suspect 段；无绑定不改写。触发关键词：按锚点改写、处方式改写、anchor-bound rewrite、去 AI 改写、论文段落改写。 |
改写目标是降低 AI 模式残留，不是润色成统一顺滑风格。所有改写必须追溯到：
paragraph_id -> hit_modes -> practice_cards -> rewrite_recipe
../../_shared/references/rewrite-prescription-rubric.md.If a suspect paragraph has no valid human-anchor binding, return:
blocked: missing_human_anchor_binding
Do not rewrite.
If the binding has no human_anchor_evidence.quote_exact, return:
blocked: missing_human_quote_evidence
human_anchor_evidence.quote_exact before rewriting; imitate the quoted author's writing move, not the surface wording.observed_human_move, transferable_structure, and adaptation_plan as the concrete operation.quote_exact wording, examples, entities, data, or topic-specific phrasing into the user's rewrite.For each changed paragraph:
paragraph_id:
before_modes:
practice_cards_used:
human_quote_used:
human_move_transferred:
rewrite_recipe_applied:
rewritten_text:
integrity_notes:
If report=rewrite_only, output only the final rewritten text after verification.
The rewrite prescription consumed by this skill should pass:
python3 ../../_shared/scripts/check_rewrite_prescription.py <rewrite-prescription.md>