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当用户要求中英互译、英文学术翻译、中文转 LaTeX 英文、英文论文段落译回中文核对，或需要保持术语、公式、citation 和 LaTeX 结构不变的双语学术翻译时使用。
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Based on SOC occupation classification
| name | bilingual-academic-translation |
| description | 当用户要求中英互译、英文学术翻译、中文转 LaTeX 英文、英文论文段落译回中文核对，或需要保持术语、公式、citation 和 LaTeX 结构不变的双语学术翻译时使用。 |
| version | 0.1.0 |
在中文、英文和 LaTeX 论文片段之间做忠实、自然、可审查的学术翻译，服务 ML/AI 论文写作和修改。
citation-verification；遇到 citation 真实性问题时转交验证。ml-paper-writing 或 academic-polishing。references/prompt-recipes.md 中对应 recipe，并按用户目标调整输出格式。academic-polishing。references/prompt-recipes.md - 中转英、英转中、中转中和双语核对模板。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。