Build LangChain Agents for Analysis & Explanation

Using LangChain, create intelligent agents that receive anomaly flags from your detection pipeline. These agents should utilize a high-performing large language model (e.g., Llama 3.2-equivalent via OpenAI API) to: 1) generate a clear, concise explanation of the detected manipulation, including its likely intent and market impact, and 2) propose a specific, actionable defensive strategy based on game theory principles or known market practices.