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Enforce classifier-error fail-closed policy#52

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Muhammad-usman92 wants to merge 5 commits into
secureagentics:mainfrom
Muhammad-usman92:enforce-classifier-fail-closed
Open

Enforce classifier-error fail-closed policy#52
Muhammad-usman92 wants to merge 5 commits into
secureagentics:mainfrom
Muhammad-usman92:enforce-classifier-fail-closed

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@Muhammad-usman92

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Summary

Wires classifier-error policy through backend dispatch, HITL review resolution, stats, notifications, SDK enforcement, dashboard controls, and operator docs. BLOCK mode can now fail closed on classifier errors, HITL can hold actionable classifier errors for review, and the dashboard exposes classifier errors separately from MAD findings.

Test plan

  • go test ./... from backend
  • Focused SDK tests: 55 passed
  • Full local E2E classifier-error matrix passed
  • Stale empty-MAD / synthetic-M0 wording grep

Checklist

  • CLA signed
  • Tests pass locally
  • Docs updated where needed
  • British English; no em-dashes; no marketing fluff

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