Part II: Self-Evaluating Agents
Current multi-agent frameworks—including LangGraph, CrewAI, and AutoGen's MagenticOne—suffer from **architectural stagnation**. While agents coordinate within conversations, they cannot evolve between runs. Poor performance requires manual developer intervention, creating a scalability bottleneck.