zh4men9

当用户希望在不改变技术含义、引文关系、证据力度和学术语气的前提下，降低中文学术写作中的 AI 痕迹时使用。适用于中文论文摘要、引言、相关工作、方法、实验结果、讨论结论、投稿附信和回复信。默认使用“平衡”论断档位，限制高风险改动，并透明报告已改高风险项、跳过的高风险项和未修改但可疑的残留。

Use when the user wants to reduce AI-like phrasing in English academic writing without changing technical meaning, citation intent, evidential strength, or scholarly tone. Trigger for requests such as de-AI this abstract, make this introduction sound less LLM-written, polish this manuscript paragraph without changing content, or rewrite this cover letter or response letter so it sounds natural and professional. Use balanced claim calibration by default, keep risky edits restrained, and report changed risks, skipped high-risk items, and unchanged suspicious residue transparently.

当当前任务创建、修改、调试、修复、重构或扩展 Python 模块、脚本、测试、数据处理代码或 Jupyter notebook 时使用，包括用户只说“fix this Python bug”“refactor this script”“update this notebook”但没提注释的情况。默认只检查本轮任务触及的 `.py`、`.ipynb` 与 notebook 风格 `.py` 文件，并对这些受影响文件做整文件注释补齐：所有命名函数和方法都要有说明，重要函数和关键逻辑写得更详细，同时仍优先遵守项目既有风格，不扫描无关文件。

Ensure code and script changes keep functional-folder README files and in-file usage notes in sync, using manual self-check and bundled templates.