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Agentic Workflows

278 summarised stories about Agentic Workflows, each linking back to the original source. Browse all topics →

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Wednesday, 17 June 2026

Amazon S3 annotations: attach rich, queryable context directly to your objects

AWS 4 months ago 51

Amazon announced S3 annotations, a new metadata feature allowing users to attach up to 1 GB of rich context per object in flexible formats like JSON and XML, which can be modified without rewriting objects and automatically indexed into queryable tables. Each object can store up to 1,000 named annotations of 1 MB each, with queries executable through Amazon Athena without retrieval costs even for archived data in S3 Glacier. Organizations can now build AI agents and autonomous workflows that discover and act on data at scale without maintaining separate metadata databases or complex synchronization systems.

From the Hugging Face Hub to robot hardware with Strands Agents and LeRobot

Hugging Face 4 months ago 49

Strands Robots, an open-source AWS SDK, integrates LeRobot datasets and policies into a single agent that orchestrates robot tasks from recording demonstrations through hardware deployment. The integration uses a shared LeRobotDataset format across simulation and physical hardware, allowing identical on-disk data structures whether captured in MuJoCo or on a physical SO-101 robot. A single agent workflow can record demonstrations, train policies, test in simulation, and deploy to physical robots or coordinate multiple robots through a mesh network with only keyword argument changes between modes.

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