This repository provides an advanced RAG solution that goes beyond simple semantic similarity retrieval. It implements a sophisticated deterministic graph as the brain of a highly controllable autonomous agent, enabling it to tackle complex questions that standard RAG cannot solve. The system integrates with LLMs via LangChain and LangGraph frameworks, orchestrating multi-step retrieval and reasoning workflows.