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Implements the proposed Anomaly Guardrail Plugin (#190).

  • Adds anomaly detection (Z-score, IQR, frozen signals).
  • Severity classification: minor, moderate, critical.
  • Severity-to-action mapping (LOG_ONLY, REDUCE_LOAD, SAFE_MODE).
  • CSV logging and Redis publisher for testing.

Closes #190

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Proposal: Add Anomaly Guardrail Plugin

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