Develop Evaluation & Transparency Mechanisms

Implement logging and output parsing mechanisms to capture the `reasoning_path` at each step of the LangGraph execution. Develop methods to verify factual accuracy against known facts and demonstrate how the agent arrives at its `final_answer` by reviewing the captured reasoning steps.