hermes - 💡(How to fix) Fix Roadmap: add structured observability for agent runs

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Build structured observability into the Hermes core loop across model calls, tool calls, plugin hooks, memory calls, routing, and platform delivery.

Root Cause

Build structured observability into the Hermes core loop across model calls, tool calls, plugin hooks, memory calls, routing, and platform delivery.

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Summary

Build structured observability into the Hermes core loop across model calls, tool calls, plugin hooks, memory calls, routing, and platform delivery.

Proposed scope

  • Add structured spans for model calls, tool calls, plugin hooks, memory calls, and gateway delivery.
  • Attribute tokens, cost, and latency per session, tool, provider, and platform.
  • Add slow tool/provider diagnostics.
  • Trace provider fallback decisions.
  • Surface prompt/cache hit diagnostics where available.
  • Export run bundles for debugging and support.

Acceptance criteria

  • Operators can answer why a run was slow, expensive, or failed.
  • Observability remains opt-in where it leaves the local machine or emits telemetry.
  • Debug bundles avoid leaking secrets by default.

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