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CNCF [Cloud Native Computing Foundation]: Cloud Native On-Demand: From Chaos to Control in Enterprise AI/ML

Turns out your container registry isn’t just a dusty Docker image warehouse—it can become your go-to AI/ML delivery engine. The CNCF’s KitOps project lets you package 100 GB+ models, datasets and code into secure, versioned OCI bundles that plug straight into KServe, Kubeflow or whatever CI/CD pipeline you’re rocking.

Even better, you can spin up an MLflow experiment in a production Kubernetes cluster with just a handful of YAML lines—no extra infrastructure overhead, no magic tricks required.

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