Failure Predictor Agent

This agent runs predictive ML models to forecast equipment failures, calculating probability scores, confidence intervals, and predicted time-to-failure. It identifies specific failure modes, ranks features by importance, matches against historical failure patterns, and provides risk level assessments to enable proactive maintenance scheduling.