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Deweight verify gate

Skill kkunkunya/academic-deweight-suite/plugins/academic-deweight-suite/skills/deweight-verify-gate

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

Install
npx -y skills add kkunkunya/academic-deweight-suite --skill deweight-verify-gate

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What its author says it does

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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。

SKILL.md

2.2 KB, as published. Nobody here has run it

Deweight Verify Gate

Purpose

证明改写不是“换了一种 AI 味”。验收必须同时检查 AI 残留、事实完整性和文意锚定。

Runtime References

  • Residual verification gates: ../../_shared/references/residual-verification-gates.md
  • Semantic Anchor schema: ../../_shared/references/semantic-anchor-schema.md
  • Pattern Coverage Matrix schema: ../../_shared/references/pattern-coverage-matrix-schema.md
  • Copyable template: ../../_shared/references/templates/residual-report-template.md
  • Deterministic check: ../../_shared/scripts/check_residual_report.py

Required Checks

For every rewritten paragraph:

paragraph_id:
original_hit_modes:
remaining_hit_modes:
new_hit_modes:
max_remaining_severity:
max_new_severity:
semantic_anchor_match: pass | fail
immutable_token_match: pass | fail
claim_polarity_match: pass | fail
evidence_strength_match: pass | fail
verdict: pass | revise | blocked
reason:
next_action:

Gates

  • If immutable token check fails: blocked.
  • If Semantic Anchor hard fields fail: blocked.
  • If original A-code remains severe: revise.
  • If a new A-code appears with severity 2 or 3: revise.
  • If revision would require new evidence or citation verification: blocked.
  • If an external detector result is cited without raw verifier output: record it as unverified user/tool evidence, not as a pass condition.

Round Delta Gate

For multi-round rewriting, compare previous and current matrices:

  • A28 down but A38 up -> possible A39.
  • Surface modes down but A30/A33/A35/A37 up -> mother skeleton not fixed.
  • Overall cleaner but one section worse -> rescan that section before more rewriting.

Output

Return a concise verification table. Do not do fresh rewriting in this skill.

Before claiming pass, the report should pass:

python3 ../../_shared/scripts/check_residual_report.py <residual-report.md>

Keep looking

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