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Telemetry plane

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Vision / platform

Telemetry plane

Operational metrics for governed capability invocations and agent posture.

In buildCatalogue status
ObservingRuntime posture

Tenant-scoped capability invocation telemetry and computed agent SLO summaries.

Expanded capabilities

  • Expose operational telemetry and read-model health for the tenant
  • Keep freshness/staleness explicit on command surfaces
  • Support HERMES/TERMINUS observation without mutating jobs
  • Avoid turning missing metrics into decorative zeros
  • Feed SLO-minded operator attention without silent autoscaling claims

How they learn & improve

Telemetry improves which gauges matter from operator pins — it does not auto-remediate production.

  1. Collect tenant-scoped operational counters with freshness.
  2. Surface stale/missing gauges honestly.
  3. Recalibrate attention after human-applied learning on noisy alerts.

How they work together

Telemetry feeds HERMES flow health and TERMINUS substrate views so operators correlate signals instead of chasing separate dashboards.

Practical benefits

  • Stale is labelled staleOperators don’t trust yesterday’s counter as ‘live green’.
  • Correlated ops storyFlow + substrate + gauges sit together — fewer tool-hops during incidents.
  • Quiet the noise deliberatelyLearning candidates can demote noisy gauges after human apply — not by agents muting themselves.

Learning and improvement stay human-visible: candidates are RECORD_ONLY until an operator reviews and applies them. Sensitive sends, publishes, and approvals never run silently.

Telemetry plane — AgentIQ Agent Catalogue · AgentIQ Labs