Introduction


As AI-powered systems become increasingly sophisticated, debugging failures in AI agents has emerged as a critical challenge for engineering and product teams. Modern AI agents, especially those built on large language models (LLMs) and multi-agent architectures, interact over complex workflows, making traditional debugging...