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DevOps · CNCF Landscape category

Inference

1 CNCF project brief in this category, newest first: Framework.

Framework 1

Incubating4 Nov 2026KServe: Standardized Model Serving on Kubernetes, from a Scikit-learn Pickle to an LLMA Kubernetes-native inference platform whose InferenceService resource turns a model in object storage into an autoscaled, observable HTTP and gRPC endpoint, with pluggable serving runtimes, an open inference protocol, canary rollouts in Knative mode and a separate resource for large language models.