Agent Failure Classifier: Post-Hoc Root Cause Analysis for Failed LLM Agent Runs

When an LLM agent fails, the trace is right there, the user turns, the tool calls, the responses, the final result. But knowing what happened and knowing why it failed are two different things. Most t