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Author

Kanwaljit Khurmi

2 public articles
Artificial intelligence

Announcing SOCI-indexed images for faster SageMaker AI jobs

KKanwaljit Khurmi·Oct 28, 2026, 01:00 AM·11 min read

The gist: 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.

Artificial intelligence

Announcing instance preference lists for Amazon SageMaker AI training jobs

KKanwaljit Khurmi·Sep 16, 2026, 12:01 AM·10 min read

The gist: Amazon SageMaker AI now offers instance preference lists for training and processing jobs. Specify an ordered list of up to five instance types, and SageMaker AI automatically launches on the first type with available capacity, eliminating manual retry loops and capacity-watching scripts.

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