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Traces as operational evidence

Traces should answer three questions quickly:
  1. What did the agent attempt?
  2. Why did runtime decide this outcome?
  3. What changed downstream?
Treat traces as operator tooling, not passive logs. They should enable decisions in minutes, not hours.

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Drift and incident handling

When behavior drifts, teams need a repeatable path:
1

Detect

Flag policy misses, unusual tool patterns, or repeated escalations.
2

Review

Analyze trace evidence with ownership and policy context.
3

Decide

Approve, block, reroute, or update policy controls.
4

Remediate

Apply fixes without breaking historical trace continuity.

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Response readiness checklist

  • Incident owners mapped per critical agent.
  • Escalation thresholds aligned with policy severity.
  • Trace retention period meets internal compliance needs.
  • Runbook links attached to major policy classes.
  • Post-incident updates feed back into policy tuning.