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recsys-architecture-review

Review recommendation-system code, architecture, experiment, or design for correctness, serving safety, offline-online consistency, capacity, observability, and rollback gaps.

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包含的文件(1)

  • SKILL.md812 B

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Recommendation architecture review

  1. Inspect the target and its callers before judging it.
  2. Run python3 tools/recsys_agent.py review <path> for the domain checklist.
  3. Search released PDFs for each material finding; read cited pages.
  4. Prioritize consumer-visible correctness, leakage, version mismatch, unbounded work, timeout/overload, empty fallback, missing metrics, and unsafe rollout.
  5. Report findings by severity with exact location, failure scenario, proposed fix, and verification. No style-only filler.
  6. Keep book evidence distinct from engineering judgment.

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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-Book4682026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-Book4682026年10月21日 更新

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。

jhljx/RecSys-Industrial-Book4682026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-Book4682026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-Book4682026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-Book4682026年10月21日 更新

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