Academic polishing

Skill joshua-zyy/academic-paper-writer/skills/academic-polishing

面向 CS / AI / ML 领域的证据驱动、分节推进的论文写作 Agent Skill。

Install

npx -y skills add joshua-zyy/academic-paper-writer --skill academic-polishing

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What its author says it does

Copied from the file, not written here

Polish academic prose, de-AI-ify text, control claim strength, or rewrite method sections for CS/AI/ML papers. Executes Prose Quality Gate, Claim Strength Audit, and de-AI pass. Use when: removing AI writing patterns from paper text, adjusting claim strength to match evidence level, rewriting method sections with proper narrative flow, improving academic writing quality, checking for overclaiming. Triggers on: 润色, polish, improve writing, 去AI, de-AI, claim strength, 改写, rewrite method, prose quality, 降级表述, remove AI patterns, academic writing polish, 学术润色, 去AI化, 降级结论, improve prose.

SKILL.md

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Academic Polishing

将此 skill 视为"学术文体打磨代理"——不是简单润色，而是执行 prose 质量闸门、去AI化改写、claim 强度控制和 Method 专项叙事强化。

Router Protocol

Read manifest.yaml. It declares always_load files, axes, and references.on_demand.
Read every file listed under always_load. These are the skill's binding rules — not reference material.
Apply the loaded material as constraints:
- stance.md defines non-negotiable rules, AI Traffic Light, claim strength, evidence-aware boundary, and scope.
- red-lines.md defines absolute prohibitions. Do not negotiate these.
- output-contract.md defines deliverables and completion criteria per mode.
- anti-patterns.md defines known failure modes and their correct alternatives.
Detect the mode using the manifest's mode axis. If ambiguous, ask one concise question.
Echo the selected mode to the user before executing.
Reach for references/ only when the manifest's references.on_demand condition is satisfied.

Structural debt is not language debt. If section_contract_debt = open, only apply local safe edits and return the diagnosis.

Modes

Mode	Use when
`prose-quality-gate`	General prose quality check + rewrite
`method-prose-rewrite`	Method section narrative: 问题→设计→机制→收益/边界
`de-ai-pass`	Remove AI writing patterns only
`claim-strength-audit`	Audit and adjust claim strength

Execution

Called internally by academic-paper-writer orchestrator at Step 9.6. The main agent reads this file and references/ to execute polishing in-process (no subagent dispatch). Polishing must not modify project source code, configuration, or data files. Max 2 rewrite rounds.

Independent Use

Input	Mode	Priority	Behavior
"润色一下", "改改语言"	prose-quality-gate	2 (fuzzy)	Quality gate + rewrite, max 2 rounds
"去掉 AI 味", "不像人类写的"	de-ai-pass	2 (fuzzy)	AI pattern removal only
"claim 太强了", "降级结论"	claim-strength-audit	2 (fuzzy)	All claims audited, zero-tolerance check
"改写 Method", "Method 写得太潦草"	method-prose-rewrite	2 (fuzzy)	Method narrative: problem→design→mechanism→benefit/boundary
Explicit mode name	as specified	1 (explicit)	Skip inference, use specified mode

Scenario	Recommended
Just polish/de-AI text	This skill (standalone)
Auto-polish during drafting	academic-paper-writer orchestrator (Step 9.6)
After revision review	academic-reviser → this skill