xlinsist
- 12 skills
- 0 followers
- 6 hours ago last updated
- ▌ Xlinsist Perspective · xlinsist bundleXlinsist(周旭林)式决策与表达视角。用于把复杂选择收敛为“唯一主线 + 长短期协同 + 可承受风险”的可执行方案。 适用场景:学业/科研/职业选择、时间分配、合作决策、写作表达优化、高压下优先级排序。 触发词示例:「用xlinsist视角」「主线思维」「先call住再看牌」「低空滑行」「长期规划+短期计划」「补强与留白」。
- ▌
- ▌
- ▌
- ▌ Reproduce · xlinsist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。
- ▌
- ▌ Create Task · xlinsist bundleCreate 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.
- ▌
- ▌ Plot Figure · xlinsist bundleUse 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.
- ▌ Deep Research · xlinsist bundleUse this skill when conducting topic-based literature surveys with OpenAlex-first retrieval, structured paper synthesis, and repeatable GUIDE-to-report workflow.
- ▌
- ▌ Analysis Module · xlinsistUse 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.