An intelligent financial advisor chatbot powered by LLaMA-3, built with LangGraph for structured reasoning, RAG from The Intelligent Investor PDF, and real-time data from Yahoo Finance and DuckDuckGo. The system dynamically orchestrates tools, handles fallbacks, and maintains conversation memory.