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academic-skills
academic-skills에는 xlinsist에서 수집한 skills 11개가 있으며, 저장소 수준 직업 범위와 사이트 내 skill 상세 페이지를 제공합니다.
이 저장소의 skills
当用户希望你在一个代码仓库中完成可复现的构建、实验、对比评测和报告沉淀时使用此 skill。它适用于需要搭建本地环境、运行一个或多个 MVP 实验、记录实验设置与结果、解释性能差异，并输出可复现文档与环境脚本的场景。
Use when users need a structured “system understanding + design analysis” of a specific module in an AI repository, covering interface/data, pipeline role, data construction, supervision signals, model structure, loss/training, design motivation, system usage, limitations, and alternative design space.
Create a GitHub issue that assigns a developer a concrete PR-sized task. Use when the user wants an issue/task description with Deliverables, Background, Task Description, and Timeline so an engineer can execute and submit a specific PR.
检查论文全文逻辑自洽性和严密性，包括整体结构、实验设计和段落逻辑
润色学术论文文件，自动识别 LaTeX/PDF/Word 等格式，检查逻辑严密性、缩写规范、语法错误和学术规范性
深度精读学术论文，从标题分析到审稿人视角全面解析论文价值、方法逻辑和研究贡献
用于撰写周报、实习汇报、阶段小结。默认输出简洁中文结构：`既定目标 / 已完成 / 进行中 / 待讨论`。
Use when users need a standardized grouped bar chart template for baseline-vs-method comparisons, with fixed axis/legend/color/data-label conventions and user-provided methods/data.
从 TASK_QUEUE.md 循环拉取任务并执行；闭环后从队列移除，并将完整过程沉淀到 TASK_RECORD.md。
与用户对话创建可执行任务；在 plan mode 下明确目标、方法、验证手段并控制复杂度，然后将任务追加到 TASK_QUEUE.md。
Use this skill when conducting topic-based literature surveys with OpenAlex-first retrieval, structured paper synthesis, and repeatable GUIDE-to-report workflow.