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Confidence update feeding memory store #44

Description

@CodeBuildder

Context

Updates per-action-type confidence in the memory store based on calibration outcomes. Parent: #42.

Acceptance Criteria

  • After each calibration record, recorder posts a confidence update to the memory store
  • Confidence update adjusts the rolling Brier score for the action type
  • Action types with Brier score > 0.25 are flagged as low_confidence in the world model
  • Unit test: 5 correct predictions → confidence increases; 1 wrong prediction → decreases

Dependencies

Blocked by: none | Blocks: none

Notes

No model tier.

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