System-Wide Test and Refinement

Run the complete multi-agent system with the provided 'Autonomous Scientific Design' sample input. Analyze the reasoning path and final output. Identify bottlenecks or areas where agents might get stuck and propose modifications to the LangGraph state or agent logic to improve robustness and design quality.