Multi-agent LLM systems keep failing in production. A Berkeley taxonomy shows it is rarely the model.
A 2025 UC Berkeley taxonomy of multi-agent LLM failures found 14 distinct failure modes across three categories, and none of them is about model quality.
By FlowVerify Editorial Team