Projects

RAG and agent prototypes

Retrieval and agent workflows with LangChain, LangGraph and local models.

LangChainLangGraphFAISSOllama

Retrieval and agent prototypes with LangChain and LangGraph, working up from plain RAG to agentic graphs, all on local models.

Things I implemented:

  • Chunking and embedding local corpora into FAISS
  • LangChain retrieval chains over private documents
  • LangGraph state machines that decide when to retrieve, re-query or answer
  • Everything runnable against local models through Ollama
  • Notes along the way: chunking is the real quality lever, not the framework