Deweight anchor rewrite

Agent plugin for source-preserving academic de-AI and human-anchor-bound rewriting

Install

npx -y skills add kkunkunya/academic-deweight-suite --skill deweight-anchor-rewrite

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

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Copied from the file, not written here

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。

2.3 KB, as published. Nobody here has run it

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

Original paragraph text.
Semantic Anchor.
Human Anchor Binding prescription.
Rewrite Prescription following ../../_shared/references/rewrite-prescription-rubric.md.
Integrity Snapshot for immutable token restore.

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

Preserve language of the input.
Preserve claim polarity and evidence strength.
Preserve citation keys, author/year mentions, numbers, units, formulas, table/figure labels.
Change structure before vocabulary.
Read human_anchor_evidence.quote_exact before rewriting; imitate the quoted author's writing move, not the surface wording.
Use observed_human_move, transferable_structure, and adaptation_plan as the concrete operation.
Do not copy quote_exact wording, examples, entities, data, or topic-specific phrasing into the user's rewrite.
Do not copy OCR/MinerU noise from practice cards.
Do not add first-person experience, new examples, new data, or fabricated sources.
Do not use SQL/database retrieval results as authority by themselves; retrieved cards are candidates and still need real practice-card binding.

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>