Agent Observability

Make agent behavior explainable from request entry through model, retrieval, tool, handoff, and response spans.

Use when

• Add telemetry to a new or existing agent workflow.
• Diagnose slow, costly, incorrect, looping, or failed executions.
• Define dashboards, alerts, service-level indicators, or audit evidence.
• Standardize traces across models, tools, and orchestration frameworks.

Inputs

Collect the workflow graph, runtime boundaries, incident questions, traffic and failure expectations, telemetry stack, data classification, retention policy, sampling limits, and owners. State what cannot be observed.

Output contract

Produce: