技能列表

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Deep rate limiting workflow—identifying actors and resources, choosing algorithms, distributed vs local limits, client UX (headers, retries), and abuse detection. Use when protecting APIs, gateways, or multi-tenant SaaS workloads.

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Multi-layered ransomware defense strategy platform that generates personalized protection recommendations based on organizational assessment data.

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UK National Rail CLI — live departures, arrivals, station search, destination filtering, batch station search from stdin, and lightweight field selection for agents. Use when checking UK rail boards, resolving station names/CRS codes, filtering departures or arrivals, or when an agent needs machine-friendly station search via `rail search --stdin` or `rail search --select`.

Deep RAG workflow—document ingestion, chunking, metadata, retrieval and reranking, grounding and citations, evaluation, and failure modes (hallucination, staleness). Use when building or debugging retrieval-augmented generation systems.

基于向量数据库的 RAG(检索增强生成) 知识库助手。支持语义检索、多格式文档 (PDF/Word/Excel/Markdown) 处理、智能问答。使用 Chroma 向量库 + BGE-M3 Embedding 模型。适用于从 knowledge 目录快速检索信息、回答基于文档的问题。触发词："从知识库查"、"检索文档"、"RAG 查询"、"向量搜索"、"语义检索"等。