langroid

把「查一所学校的申请信息」从翻 5 个官网页面变成一句话提问。Langroid 多智能体 + RAG，回答带 [^n] 来源引用，查不到就明确拒答；46 题三层评测满分（19/19 + 46/46 + 46/46）。 One question instead of browsing five official pages: Langroid multi-agent RAG, cited answers, honest refusal over hallucination — 46-question eval at 100%.

A fixture-first Langroid tutorial for bounded, authorized CAPTCHA solving with structured stop conditions.

Progressive Python LLM-agent project implementing file assistance, tool use, and file-search/retrieval workflows.

In this we implement a search assistant agent using Langriod and duckduckgo_search_tool with groq key