Favorite As quality assurance (QA) automation adoption grows inside an organization, a new problem appears that has nothing to do with writing tests. A platform team stands up test automation, then a second team wants to join, then a dozen more. Soon hundreds of test cases belong to different products
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Shared by AWS Machine Learning October 28, 2026
Favorite What usually stops PyTorch training from scaling out to a cluster is the container, not the model code. Every container needs the same CUDA runtime, a PyTorch build compiled against it, NCCL (NVIDIA Collective Communications Library), the Elastic Fabric Adapter (EFA) userspace libraries, the AWS OFI NCCL plugin that
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Shared by AWS Machine Learning October 28, 2026
Favorite If you’ve tried to get an agent into production, the model and tool use are not the blocker. The main bottleneck is everything around them: how many teams can build within a secure environment, which team owns each model and tool, how AgentOps and error handling stay inside a
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Shared by AWS Machine Learning October 28, 2026
Favorite Exowatt builds modular, dispatchable solar systems that deliver reliable power for energy-intensive applications such as AI data centers. Its flagship product, the Exowatt P3, captures solar energy through optical lenses, stores it as heat in a long-duration thermal battery, and dispatches electricity on demand through a heat engine. Unlike
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Shared by AWS Machine Learning October 27, 2026
Favorite This post was co-authored with Khaled Thabit, Meriem Boughrara, and Mohamed Desouky from Property Finder. The engineering team at Property Finder, a digital real estate application, discovered that 96.8 percent of their evaluation labels had been inherited directly from a single model’s predictions rather than verified by human experts.
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Shared by AWS Machine Learning October 27, 2026
Favorite Every minute your deep learning container image spends downloading is a minute you pay for and a minute your team waits. Container image download is pure overhead: billable job time that produces no model progress. For modern deep learning images, that overhead is several minutes on every single job.
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Shared by AWS Machine Learning October 27, 2026
Favorite I’m proud to share that Amazon Web Services (AWS) has been named a Leader in the 2026 Gartner Magic Quadrant for Contact Center as a Service (CCaaS) for Amazon Connect for the fourth consecutive year. We believe this recognition reflects years of work pushing on what’s possible in customer
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Shared by AWS Machine Learning October 27, 2026
Favorite This post builds enterprise agentic retrieval on a Managed Amazon Bedrock Knowledge Base with the AWS Cloud Development Kit (AWS CDK). To see why that’s worth building, it helps to start with where ordinary Retrieval Augmented Generation (RAG) breaks down. Most RAG systems start the same way: they embed
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Shared by AWS Machine Learning October 26, 2026
Favorite Every time you spin off your agent, it has to re-read its whole life story before performing an action. Here’s how to make it remember without having to feed it the same context again. In the movie Groundhog Day, Bill Murray’s character re-lives the same February 2 every day.
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Shared by AWS Machine Learning October 26, 2026
Favorite Fleet-wide computer vision model lifecycle management is a problem that shows up the moment a quality inspection proof of concept succeeds. One camera and one model work fine. Then the plant asks for the same result on 40 lines, each with several cameras, and every camera sees the world
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Shared by AWS Machine Learning October 26, 2026