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An AI/ML-Driven Approach to Platform Lifecycle Management

Talkat DevConf.US 2025 · 2025-09-19..09-20· [kubernetes, machine-learning]
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A Kubernetes-native control plane called Cordant manages metal-to-model stacks and multicluster multicloud ops, using ClusterAPI + k0s for templated cluster provisioning and a catalog of 70+ service templates (Calico, ArgoCD, GPU operators, etc.). Policy enforcement and GitOps run via Sveltos and template-driven templates, observability uses Prometheus/OpenTelemetry, and feature flags use OpenFeature. Agentic workflows wire runtime context via Model Context Protocol (MCP) to enable predictive autoscaling and proactive remediation.

AI-written summary · about

  1. 0:00Welcome
  2. 3:52Platform engineering challenges
  3. 16:40Kubernetes native approach
  4. 26:59AI-driven infrastructure
  5. 33:45Q&A
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