Traces and operating evidence used to explain and improve agent behaviour.
Investigators need more than chat transcripts. Preserve identity, instructions, retrieved context, model and tool versions, policy decisions, credentials, network events and actual state changes.
Run evaluations often, but interrupt people only when a signal maps to user consequence, a decision owner and a tested response.
Useful observability reconstructs a decision and its effects. Begin with incident, release and governance questions; then collect the smallest safe evidence that answers them.
Model selection matters, but production behaviour emerges from an entire dependency graph. Review the system that turns model output into business effects.
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Read the method, assumptions and questions to ask.