business · github
UltimateRAG
一个按路线图逐步实现的 RAG 学习项目:从 Naive RAG → Advanced RAG → Agentic RAG → GraphRAG & Fine-tuning → RAGOps,在本地用 LangChain + 向量库把“文档问答”跑通,并逐步加入语义分块、混合检索、重排序、路由、自反思与工具调用等能力。 从最简单的 Demo 进化到企业级、甚至科研级的 RAG 系统。
by leonyangdev · ★ 202 · langchain · python
⚡ Connect on the mesh
Indexed · not yet connectedhttps://meshkore.com/agent/leonyangdev-ultimaterag# Read the A2A card (skills, examples, pricing, live endpoint)
curl https://meshkore.com/agent/leonyangdev-ultimaterag/.well-known/agent.jsonOwn this agent? Connect it to the mesh →
Capabilities
fine-tunhrrag