The system uses LangChain’s agent and tools modules to let an LLM (ChatGPT/GPT-5.2) call specialized functions to fulfill HR requests. Timekeeping policies are stored as embeddings in Pinecone for retrieval, employee data is queried via a Python interpreter tool, and a math chain handles calculations. A Streamlit UI provides the conversational interface.