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Governance

Continuous Monitoring

1 min read

Quick Definition

Ongoing observation of agent behavior and performance to detect degradation, drift, or anomalies.

Unlike traditional software, AI systems can degrade or change behavior in subtle ways requiring continuous vigilance.

Metrics

  • Performance indicators
  • Error rates
  • Latency trends
  • Cost patterns
  • Safety violations

Approaches

  • Automated alerting
  • Statistical tests
  • Sampling for human review
  • Shadow evaluation
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