01:22
2026-06-29
dev.to
large-language-models
Running a Whole RAG Agent Offline: LangGraph + Ollama + Embedded Qdrant (Zero API Keys)
A developer demonstrates running a complete RAG agent offline using LangGraph, Ollama, and an embedded Qdrant instance, requiring zero API keys or Docker. The system uses a provider-swap design that a…