Failure Predictor Agent

Calculates failure probability and time-to-failure using GPT-4 with ML models. Identifies specific components at risk, predicts failure modes with confidence intervals, estimates remaining useful life, and provides feature importance analysis explaining which telemetry indicators drove the prediction.