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Implement duplicate suppression and noise-budget engine #8

Description

@mdheller

Goal

Implement event coalescing and noise budgeting so repeated low-level records do not become operator-facing garbage.

Scope

  • Define event fingerprint algorithm.
  • Add duplicate suppression window.
  • Add per-daemon/component noise budget fields.
  • Track raw-to-canonical event reduction ratio.
  • Preserve representative evidence samples.
  • Escalate only when repeated events change risk class, not because repetition is noisy.

Acceptance criteria

  • Repeated identical denials collapse into one canonical telemetry.coalesced event.
  • Coalesced events preserve count, first_seen, last_seen, and sample evidence references.
  • Severity is not inflated by duplication alone.
  • DeliveryExcellence can consume signal-quality metrics.

Activity

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