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AoAD2 Practice: Evolutionary System Architecture

James Shore

To share your thoughts, join the AoAD2 open review mailing list. Evolutionary System Architecture. What about your system architecture? By system architecture, I mean all the components that make up your deployed system. When you do, you get evolutionary system architecture.

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Reduce ML training costs with Amazon SageMaker HyperPod

AWS Machine Learning - AI

Training a frontier model is highly compute-intensive, requiring a distributed system of hundreds, or thousands, of accelerated instances running for several weeks or months to complete a single job. For example, pre-training the Llama 3 70B model with 15 trillion training tokens took 6.5 million H100 GPU hours. 0.06% of the time.

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TDD and System Architecture

Net Objectives

When first adopting TDD, developers can run into some roadblocks that seem to indicate that TDD is a difficult process. In truth, some of these problems actually indicate faults in the system architecture.

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Building Docker images for multiple operating system architectures

CircleCI

There are often circumstances where software is compiled and packaged into artifacts that must function on multiple operating systems (OS) and processor architectures. It is almost impossible to execute an application on a different OS/architecture platform than the one it was designed for. Getting started.

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AI agents loom large as organizations pursue generative AI value

CIO

Yet as organizations figure out how generative AI fits into their plans, IT leaders would do well to pay close attention to one emerging category: multiagent systems. All aboard the multiagent train It might help to think of multiagent systems as conductors operating a train. Such systems are already highly automated.

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Bliki: ConwaysLaw

Martin Fowler

Important enough to affect every system I've come across, and powerful enough that you're doomed to defeat if you try to fight it. Any organization that designs a system (defined broadly) will produce a design whose structure is a copy of the organization's communication structure. -- Melvin Conway.

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Foundation Model for Personalized Recommendation

Netflix Tech

By Ko-Jen Hsiao , Yesu Feng and Sudarshan Lamkhede Motivation Netflixs personalized recommender system is a complex system, boasting a variety of specialized machine learned models each catering to distinct needs including Continue Watching and Todays Top Picks for You. Refer to our recent overview for more details).