Review recommendation-system code, architecture, experiment, or design for correctness, serving safety, offline-online consistency, capacity, observability, and rollback gaps.
中文简介正在准备中。当前显示原文说明。
jhljx/RecSys-Industrial-Book4672026年10月21日 更新
免费在 GitHub 公开
recsys-engineering
Design, implement, debug, and review industrial recommendation-system architecture or algorithms using released PDFs, curated examples, and runnable templates.
中文简介正在准备中。当前显示原文说明。
实测评分 未实测
查看安装方法包含的文件（1）
- SKILL.md954 B
SKILL.md（原文）
安装前可以查看交给 AI 代理的指令内容。
Recommendation-system engineering
Resolve constraints that change implementation: objective, QPS, P99, data/feature scale, freshness, consistency, runtime, deployment, availability, privacy, and cost.
Search the local PDF index and read cited pages. Keep 本书依据, repository convention, and engineering assumptions separate. Reuse runnable templates and label [MOCK] teaching substitutes.
Services require explicit contracts, timeouts, overload/degradation, observability, version consistency, rollback, and capacity. Models require objective, sampling, feature-time semantics, offline/online parity, complexity, and evaluation.
Run the changed path. Report 本书依据, 工程实现, 验证, and unresolved 待业务确认.
评价
还没有评价。欢迎分享你的使用感受。
评论
无需登录即可发表。欢迎分享使用感受、提问，或说明在哪些环境下无法运行。
还没有评论。来写第一条吧。
同一仓库的技能
Answer recommendation-system questions from the released book PDFs with chapter and page citations. Use for explanations, comparisons, formulas, architecture concepts, and questions asking what the book says.
中文简介正在准备中。当前显示原文说明。
jhljx/RecSys-Industrial-Book4672026年10月21日 更新
Diagnose recommendation quality, traffic, feature, model, retrieval, ranking, latency, timeout, overload, degradation, or logging regressions using an evidence-first decision tree.
中文简介正在准备中。当前显示原文说明。
jhljx/RecSys-Industrial-Book4672026年10月21日 更新
Design, implement, debug, and review industrial recommendation-system architecture or algorithms using the released book PDFs, curated examples, and runnable templates.
中文简介正在准备中。当前显示原文说明。
jhljx/RecSys-Industrial-Book4672026年10月21日 更新
Run and extend the repository's recommendation-system projects covering the ranking funnel, two-tower ANN, point-in-time feature consistency, and online serving reliability.
中文简介正在准备中。当前显示原文说明。
jhljx/RecSys-Industrial-Book4672026年10月21日 更新
Build a grounded recommendation-system study plan, explain a topic for a graduate student or new engineer, and track local progress. Use for learning, revision, interview preparation, and deciding what to study next.
中文简介正在准备中。当前显示原文说明。
jhljx/RecSys-Industrial-Book4672026年10月21日 更新