{"type":"post","id":"fleet-wide-computer-vision-lifecycle-at-the-edge-0e9dce","slug":"fleet-wide-computer-vision-lifecycle-at-the-edge-0e9dce","title":"Fleet-wide computer vision lifecycle at the edge with SageMaker SDK v3","description":"AWS has published a reference architecture and sample repository for managing per-camera computer-vision models at the edge with the Amazon SageMaker Python SDK v3.","retrieval_nugget":"AWS has published a reference architecture and sample repository for managing per-camera computer-vision models at the edge with the Amazon SageMaker Python SDK v3.","published_at":"2026-10-27","updated_at":"2026-10-27","record_date":"2026-10-27","date_kind":"published_at","topics":["models"],"entities":["Amazon Web Services","Amazon SageMaker","Amazon SageMaker Python SDK v3","Amazon SageMaker Neo","AWS Step Functions","Amazon SageMaker Model Registry","AWS CDK"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"Introduces a SageMaker SDK v3 reference architecture for managing computer-vision models fleet-wide at the edge; no prior document covers this workflow.","prior_refs":[],"source_url":"https://aws.amazon.com/blogs/machine-learning/fleet-wide-computer-vision-lifecycle-at-the-edge-with-sagemaker-sdk-v3","source_urls":["https://aws.amazon.com/blogs/machine-learning/fleet-wide-computer-vision-lifecycle-at-the-edge-with-sagemaker-sdk-v3"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:fleet-wide-computer-vision-lifecycle-at-the-edge-0e9dce","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/fleet-wide-computer-vision-lifecycle-at-the-edge-0e9dce/","markdown":"https://newruntime.com/posts/fleet-wide-computer-vision-lifecycle-at-the-edge-0e9dce.md","json":"https://newruntime.com/posts/fleet-wide-computer-vision-lifecycle-at-the-edge-0e9dce.json"},"next_reads":[{"type":"topic","path":"/topics/models/","url":"https://newruntime.com/topics/models/","title":"Models","reason":"Explore the models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/models.md","json_url":"https://newruntime.com/topics/models.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}