Academic Deweight Orchestrator

Goal

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

Workflow Profile

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。

Runtime References

• Workflow contract: ../../_shared/references/deweight-workflow-contract.md
• Pattern rules: ../../_shared/references/pattern-catalog.md
• Semantic anchor: ../../_shared/references/semantic-anchor.md
• Semantic anchor schema: ../../_shared/references/semantic-anchor-schema.md
• Pattern matrix schema: ../../_shared/references/pattern-coverage-matrix-schema.md
• Rewrite prescription rubric: ../../_shared/references/rewrite-prescription-rubric.md
• Residual verification gates: ../../_shared/references/residual-verification-gates.md
• Real example index: ../../_shared/references/real-example-index.md
• Anchor DB schema: ../../_shared/references/anchor-db-schema.md
• Anchor curation review gate: ../../_shared/references/anchor-curation-review-gate.md
• Scoring gate: ../../_shared/references/scoring.md
• Safety guardrails: ../../_shared/references/safety-guardrails.md
• Long document protocol: ../../_shared/references/long-document-coverage-protocol.md
• Human practice cards: ../../_shared/references/human-writing-practice-cards/
• Portable anchor DB: ../../_shared/assets/academic_deweight_anchors.sqlite
• Deterministic field checks: ../../_shared/scripts/check_semantic_anchor.py, ../../_shared/scripts/check_pattern_matrix.py, ../../_shared/scripts/check_rewrite_prescription.py, ../../_shared/scripts/check_residual_report.py

Inputs

• Required: source text or source file path.
• Optional: mode = aggressive | balanced | safe，默认 aggressive。
• Optional: target_tone = strict_academic | readable_academic，默认 readable_academic。
• Optional: segment_length，默认 450 中文字符或相近 token。
• Optional: report = rewrite_only | diagnosis | full_trace，默认 rewrite_only。

Required Flow

1. Call or internally execute deweight-intake-anchor.
2. Call or internally execute deweight-coverage-scan.
3. Call or internally execute deweight-human-anchor-bind for every suspect paragraph.
4. Call or internally execute deweight-anchor-rewrite.
5. Call or internally execute 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.

Routing Rules

• Short text: fewer than 12 paragraphs and no chapter-level claim. Run all gates in one context, but still produce paragraph IDs and anchor bindings.
• Long text: 12+ paragraphs, any chapter, or user asks for full paper/thesis. deweight-coverage-scan must use subagent-isolated scanning.
• If subagents are unavailable for long text, return:

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.

Output Contract

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.
• rewrite prescription per changed paragraph.
• verification result from deweight-verify-gate.

Resource Plan Template

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:

Hard Stops

• Missing paragraph numbering in scan output.
• Any unscanned paragraph in long-document mode.
• Any suspect paragraph without human-writing practice card binding.
• Any corpus-derived anchor used as final binding without anchor_review_decisions.decision=keep.
• Any rewrite that changes citation, number, unit, formula, terminology, or claim polarity.
• Any uncertain mother skeleton that was not rescanned or explicitly left blocked.
• Any claim that an AIGC detector was verified without a real verifier output artifact.