ProMAS: Proactive Error Forecasting for Multi-Agent Systems Using Markov Transition Dynamics

Xinkui Zhao, Sai Liu, Yifan Zhang +4

The integration of Large Language Models into Multi-Agent Systems (MAS) has enabled the so-lution of complex, long-horizon tasks through collaborative reasoning. However, this coll…