Evaluation Results

Controlled synthetic benchmark — 30 seeds, mean ± 95% CI

1. Rule-based anomaly detector: Precision 1.000
2. Recall: 0.800
3. F1: 0.889
4. RL successful-case resolution time: approximately 5.2 minutes
5. RL simulated success rate: 74.63 ± 1.51%
6. RL non-escalation rate: 88.63 ± 0.89%

MTTR Drops from Days to Minutes in the Benchmark

Manual incidents response

RL health agent synthetic benchmark