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Observability in Microsoft Foundry: Tracing Agent Runs, Continuous Evaluation, and the OpenTelemetry Data Plane

Day 10 of the Microsoft Foundry 100 Days / 100 Blogs series. You shipped an agent. It calls a model, invokes two tools, retrieves a few documents, and returns an answer. It works in your dev loop.

  • Microsoft Foundry uses OpenTelemetry for distributed tracing, metrics, and logs.
  • Traces represent a single request's journey through the system, identified by a traceid.
  • Foundry exports traces to Azure Monitor Application Insights for unified observability.

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