Orchestrate Optimization Strategy & Code Generation

Orchestrate the AutoGen conversation flow. The 'Performance Analyst' identifies a bottleneck. The 'Hardware Profiler' provides relevant hardware data via its MCP tool. The 'Code Optimizer' (using Gemini 2.5 Pro) then analyzes this information and generates a specific code snippet or configuration change for optimization, targeting AMD GPUs. This agent should explain its reasoning and estimate the performance gain. Use RAG with relevant documentation for context.