academic-polishing

Name: academic-polishing
Author: joshua-zyy

101stars1forks

How to install academic-polishing?

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

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

Installs into the current project.

Summary

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 lev

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SKILL.md

1	# Academic Polishing
2
3	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。
4
5	## Router Protocol
6
7	1. Read `manifest.yaml`. It declares `always_load` files, `axes`, and `references.on_demand`.
8	2. Read every file listed under `always_load`. These are the skill's binding rules — not reference material.
9	3. Apply the loaded material as constraints:
10	- `stance.md` defines non-negotiable rules, AI Traffic Light, claim strength, evidence-aware boundary, and scope.
11	- `red-lines.md` defines absolute prohibitions. Do not negotiate these.
12	- `output-contract.md` defines deliverables and completion criteria per mode.
13	- `anti-patterns.md` defines known failure modes and their correct alternatives.
14	4. Detect the mode using the manifest's `mode` axis. If ambiguous, ask one concise question.
15	5. Echo the selected mode to the user before executing.
16	6. Reach for `references/` only when the manifest's `references.on_demand` condition is satisfied.
17
18	Structural debt is not language debt. If `section_contract_debt = open`, only apply local safe edits and return the diagnosis.
19
20	## Modes
21
22	\| Mode \| Use when \|
23	\|---\|---\|
24	\| `prose-quality-gate` \| General prose quality check + rewrite \|
25	\| `method-prose-rewrite` \| Method section narrative: 问题→设计→机制→收益/边界 \|
26	\| `de-ai-pass` \| Remove AI writing patterns only \|
27	\| `claim-strength-audit` \| Audit and adjust claim strength \|
28
29	## Execution
30
31	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.
32
33	## Independent Use
34
35	\| Input \| Mode \| Priority \| Behavior \|
36	\|---\|---\|---\|---\|
37	\| "润色一下", "改改语言" \| prose-quality-gate \| 2 (fuzzy) \| Quality gate + rewrite, max 2 rounds \|
38	\| "去掉 AI 味", "不像人类写的" \| de-ai-pass \| 2 (fuzzy) \| AI pattern removal only \|
39	\| "claim 太强了", "降级结论" \| claim-strength-audit \| 2 (fuzzy) \| All claims audited, zero-tolerance check \|
40	\| "改写 Method", "Method 写得太潦草" \| method-prose-rewrite \| 2 (fuzzy) \| Method narrative: problem→design→mechanism→benefit/boundary \|
41	\| Explicit mode name \| as specified \| 1 (explicit) \| Skip inference, use specified mode \|
42
43	\| Scenario \| Recommended \|
44	\|---\|---\|
45	\| Just polish/de-AI text \| This skill (standalone) \|
46	\| Auto-polish during drafting \| academic-paper-writer orchestrator (Step 9.6) \|
47	\| After revision review \| academic-reviser → this skill \|

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academic-polishing

101stars1forks

View on GitHub

How to install academic-polishing?

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

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

Installs into the current project.

Summary

Files · 1

View on GitHub

SKILL.md

1	# Academic Polishing
2
3	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。
4
5	## Router Protocol
6
7	1. Read `manifest.yaml`. It declares `always_load` files, `axes`, and `references.on_demand`.
8	2. Read every file listed under `always_load`. These are the skill's binding rules — not reference material.
9	3. Apply the loaded material as constraints:
10	- `stance.md` defines non-negotiable rules, AI Traffic Light, claim strength, evidence-aware boundary, and scope.
11	- `red-lines.md` defines absolute prohibitions. Do not negotiate these.
12	- `output-contract.md` defines deliverables and completion criteria per mode.
13	- `anti-patterns.md` defines known failure modes and their correct alternatives.
14	4. Detect the mode using the manifest's `mode` axis. If ambiguous, ask one concise question.
15	5. Echo the selected mode to the user before executing.
16	6. Reach for `references/` only when the manifest's `references.on_demand` condition is satisfied.
17
18	Structural debt is not language debt. If `section_contract_debt = open`, only apply local safe edits and return the diagnosis.
19
20	## Modes
21
22	\| Mode \| Use when \|
23	\|---\|---\|
24	\| `prose-quality-gate` \| General prose quality check + rewrite \|
25	\| `method-prose-rewrite` \| Method section narrative: 问题→设计→机制→收益/边界 \|
26	\| `de-ai-pass` \| Remove AI writing patterns only \|
27	\| `claim-strength-audit` \| Audit and adjust claim strength \|
28
29	## Execution
30
31	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.
32
33	## Independent Use
34
35	\| Input \| Mode \| Priority \| Behavior \|
36	\|---\|---\|---\|---\|
37	\| "润色一下", "改改语言" \| prose-quality-gate \| 2 (fuzzy) \| Quality gate + rewrite, max 2 rounds \|
38	\| "去掉 AI 味", "不像人类写的" \| de-ai-pass \| 2 (fuzzy) \| AI pattern removal only \|
39	\| "claim 太强了", "降级结论" \| claim-strength-audit \| 2 (fuzzy) \| All claims audited, zero-tolerance check \|
40	\| "改写 Method", "Method 写得太潦草" \| method-prose-rewrite \| 2 (fuzzy) \| Method narrative: problem→design→mechanism→benefit/boundary \|
41	\| Explicit mode name \| as specified \| 1 (explicit) \| Skip inference, use specified mode \|
42
43	\| Scenario \| Recommended \|
44	\|---\|---\|
45	\| Just polish/de-AI text \| This skill (standalone) \|
46	\| Auto-polish during drafting \| academic-paper-writer orchestrator (Step 9.6) \|
47	\| After revision review \| academic-reviser → this skill \|

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Type