KubePulse

KubePulse watches Kubernetes pod metrics in real time and predicts memory-related failures before they cause an outage. A hybrid LSTM + LightGBM model trained on Prometheus metrics flags anomalies ahead of the breach, a custom Prometheus exporter feeds the prediction back into the cluster for autoscaling, and Gemini 1.5 Pro generates the exact kubectl remediation command once an anomaly is confirmed.