Menu
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）。
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
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.