Failure attribution tool for production AI agents

Teams running LLM agents keep debugging failures under the assumption that the model is at fault, when the real cause is usually orchestration code, prompt wiring, or tool-call handling. A tool that captures each agent run and automatically classifies where the failure originated would cut hours of blind debugging.

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