Dev.to Machine Learning2h ago|Research & PapersProducts & Services

A Control-Plane Pattern for Drift-Aware Systems

The article discusses a solution to the false positive problem in embedding-based drift detectors, which lack awareness of semantic trajectory and logical flow. It introduces a dual-signal governor architecture with geometric displacement and semantic continuity signals.

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Why it matters

This pattern addresses a key limitation of existing drift detectors, improving their robustness and reducing false positives.

Key Points

  • 1Embedding-based drift detectors can trigger false positives due to lack of awareness of session context and return
  • 2The solution is a dual-signal governor with geometric displacement and semantic continuity signals
  • 3Disagreement between the two signals under alert conditions indicates ambiguity, not necessarily a false positive

Details

The article presents a pattern called the

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