DashboardSample run

Automatic Drift Monitoring

CONTINUOUS ASSURANCE

Scheduled evaluation runs detecting performance degradation, policy drift, and statistical regressions over time.

Active Drift Monitors
1
Evaluating fixed test suite suites on schedule
Degradations Blocked
1
Policy regressions flagged prior to production impact
Alert Health
95%PASS
Current baseline pass rate >= 90% threshold

Scheduled Evaluation Workers

0 ACTIVE WORKERS
Target Agent & IDCadenceLatest Pass RateAlert ThresholdChecks ExecutedLast CheckedAction

Statistical Drift vs Noise Disambiguation

VeriLoop distinguishes transient nondeterminism from confirmed statistical regressions. In small splits (N=20 holdout cases), a single flaky pass alters metrics by 5%. A drift alert triggers only when:

  • A critical policy or safety failure occurs (zero-tolerance threshold).
  • Two consecutive runs fall below the Wilson 95% confidence lower bound.
  • A tool schema mismatch or unhandled exception emerges in previously working probes.