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Announcing SOCI-indexed images for faster SageMaker AI jobs · Nvdium

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Announcing SOCI-indexed images for faster SageMaker AI jobs

KKanwaljit Khurmi·AWS Machine Learning BlogPublished Oct 28, 2026, 01:14 AM· 11 min read

What happened

Seekable OCI (SOCI) indexing for Amazon SageMaker AI training and processing jobs takes full container image download off the critical path.

SageMaker AI lazy-loads your image to start containers in seconds instead of minutes, with no changes to your job definition. See the benchmarks and how to adopt it.

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