The emergence of the AgenTracer framework provides an effective solution to this problem. The core of this framework lies in achieving automated failure attribution for multi-agent systems. It ...

In the rapid development of artificial intelligence, especially in the realm of large language models (LLMs), we have gradually witnessed a transition from monolithic models to multi-agent systems.