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当用户要求英文论文润色、中文论文润色、降低 AI 腔、改写得更自然、更像顶会论文、保持 LaTeX 和技术含义不变，或需要 publication-ready 学术表达时使用。
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Based on SOC occupation classification
Use when the user asks to generate or refresh an architecture map, structure diagram, core call flow, local viewer assets, or runs ~map. Produces hello-scholar native architecture-map.json plus compact Markdown and Mermaid companion artifacts.
Use when the user asks to open the architecture viewer, view diagrams, inspect node evidence, export the local architecture map, or troubleshoot hello-scholar map view/export behavior.
实验分析命令，基于 experiment package、runs、metrics 和 evidence 形成结果解释与下一轮实验计划。
实现命令，把 plan package、change record 或 experiment package 落成代码、配置、文档或实验变更。
Use only when the user explicitly types ~map. Generates or refreshes the hello-scholar native architecture map by invoking the architecture-map workflow, then validates and points to the local viewer.
用于涉及编写或修改源码的日常编码任务。
| name | academic-polishing |
| description | 当用户要求英文论文润色、中文论文润色、降低 AI 腔、改写得更自然、更像顶会论文、保持 LaTeX 和技术含义不变，或需要 publication-ready 学术表达时使用。 |
| version | 0.1.0 |
在不改变事实和 claim 的前提下，提升论文段落的自然度、精确度、连贯性和顶会写作质感。
ml-paper-writing。paper-compression-expansion。citation-verification 或 results-analysis。references/prompt-recipes.md 中合适 recipe 生成修改。references/prompt-recipes.md - 英文/中文润色与 anti-AI 风格模板。