KubeCon + CloudNativeCon India 2026

Modern Kubernetes environments have outpaced human operational capacity. While observability data is abundant, the Mean Time to Remediation (MTTR) remains high due to manual intervention. This session introduces a paradigm shift: an autonomous operations model that is entirely private, secure, and requires zero GPUs.

We demonstrate how to use Kagent, a CNCF sandbox reasoning framework, coupled with vLLM optimized for CPU-only inference to create a Sovereign SRE. By integrating Kgateway, we enforce policy driven traffic management that allows the agent to safely reroute traffic, isolate failing pods, and execute rollbacks based on real-time health intelligence. Attendees will walk away with a blueprint for a self-healing platform that uses local, file-based RAG to follow organizational rules without any data leaving the VPC or a single dollar spent on external AI APIs.