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OpenTelemetry traces in Unity Catalog create a continuous improvement flywheel for AI agents through analytics, evals, and monitoring.

by Firas Farah, Bruno Faria and Anoop Sunke

As AI applications move into production, traces become one of the clearest ways to understand how agents actually behave by capturing prompts, tool calls, responses, latency, and execution paths. Without strong tracing, it’s hard to understand why agents behave the way they do, making debugging, evaluation, and governance much more difficult.