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Amazon SageMaker Inference: 2026 year-to-date launches in review

Photo: AWS Machine Learning

What happened

Amazon SageMaker AI shipped 13 inference launches in the first half of 2026 across two deployment paths: fully managed endpoints and Amazon SageMaker HyperPod Inference. This post reviews each launch, from inference recommendations and capacity-aware instance pools to tiered KV caching and disaggregated prefill and decode.

Summary assembled by rule from the sources below

Why it's spreading

Sources