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February 2025
KubeGuard — AIOps Kubernetes Anomaly Detection & Self-Healing
AIOpsKubernetesAnomaly DetectionDevOpsLLM Remediation
- Monitoring system for Kubernetes clusters that predicts pod failures before they happen and suggests the exact fix — cutting crashes and the time it takes to resolve them.
- Hybrid LSTM + LightGBM on Prometheus 1Hz pod metrics predicts anomalies before breach, cutting CrashLoopBackOff events 38% vs threshold alerting.
- Go Prometheus exporter surfaces kubeguard_predicted_memory_ratio as a custom K8s metric, enabling HPA auto-scaling via Prometheus Adapter.
- Gemini 1.5 Pro generates targeted kubectl remediation commands on confirmed anomalies via LangChain, cutting MTTR 40%.
PythonGoTensorFlowLightGBMKubernetesPrometheusLangChainGemini 1.5 ProDocker