菜单
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）。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
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。
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。
| name | orchestrator |
| description | 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）。 |
降低学术文本 AI 模板痕迹，同时保持术语、引用、数字、公式、论断方向和章节功能不漂移。
核心原则：
先锚定事实与文意
-> 再全量识别 AI 模式
-> 再绑定真人写作实践卡
-> 再改写
-> 最后复扫残留
先参考 ../../references/workflow-profile.md 获取 plugin interview、硬门禁、handoff artifact 和 verification evidence。该 profile 只提供高层路线参考，不锁死调用顺序；如果用户已经明确点名单个子 skill，仍直接走对应子 skill。
../../_shared/references/deweight-workflow-contract.md../../_shared/references/pattern-catalog.md../../_shared/references/semantic-anchor.md../../_shared/references/semantic-anchor-schema.md../../_shared/references/pattern-coverage-matrix-schema.md../../_shared/references/rewrite-prescription-rubric.md../../_shared/references/residual-verification-gates.md../../_shared/references/real-example-index.md../../_shared/references/anchor-db-schema.md../../_shared/references/anchor-curation-review-gate.md../../_shared/references/scoring.md../../_shared/references/safety-guardrails.md../../_shared/references/long-document-coverage-protocol.md../../_shared/references/human-writing-practice-cards/../../_shared/assets/academic_deweight_anchors.sqlite../../_shared/scripts/check_semantic_anchor.py, ../../_shared/scripts/check_pattern_matrix.py, ../../_shared/scripts/check_rewrite_prescription.py, ../../_shared/scripts/check_residual_report.pymode = aggressive | balanced | safe，默认 aggressive。target_tone = strict_academic | readable_academic，默认 readable_academic。segment_length，默认 450 中文字符或相近 token。report = rewrite_only | diagnosis | full_trace，默认 rewrite_only。deweight-intake-anchor.deweight-coverage-scan.deweight-human-anchor-bind for every suspect paragraph.deweight-anchor-rewrite.deweight-verify-gate.No step may be skipped unless the input is explicitly marked format-exempt and the reason is recorded.
The artifact chain must match deweight-workflow-contract.md. If a complete real example is requested and real-example-index.md says the workflow example is unavailable, report missing-real-workflow-example instead of inventing a case.
deweight-coverage-scan must use subagent-isolated scanning.blocked: needs_subagent_runtime
reason: long-document coverage scan requires isolated Local Scanner / Section Diagnostician / Global Aggregator / Anti-Miss Reviewer roles
Do not silently downgrade to single-agent long-document scanning.
Default output is rewritten text only after all gates pass. If report=diagnosis or full_trace, include:
Integrity Snapshot summary.Semantic Anchor summary.Pattern Coverage Matrix.Human Anchor Binding Table.deweight-verify-gate.When auditing or extending this suite, answer per child skill:
SKILL.md 保留:
references/ 新增或整理:
scripts/ 新增或整理:
assets/ 新增或不适用:
本轮能补:
仍缺 / blocked / needs-user:
判断依据来自哪些现有文件:
suspect paragraph without human-writing practice card binding.anchor_review_decisions.decision=keep.uncertain mother skeleton that was not rescanned or explicitly left blocked.