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