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

1. Read manifest.yaml. It declares always_load files, axes, and references.on_demand.
2. Read every file listed under always_load. These are the skill's binding rules — not reference material.
3. 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.
4. Detect the mode using the manifest's mode axis. If ambiguous, ask one concise question.
5. Echo the selected mode to the user before executing.
6. 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.