12 model-level deep cuts to slash AI training costs

Optimizing artificial intelligence pipelines requires moving beyond surface-level hardware adjustments to fundamentally alter how models process data. While engineers often implement basic toggle-away efficiencies inside the training loop, achieving permanent cost reductions requires architectural changes directly inside the neural network. As I have previously argued, the science is solved, but the engineering is broken; true…

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Project Detroit, bridging Java, Python, JavaScript, moves forward

Java’s revived Detroit project, to enable joint usage of Java with Python or JavaScript, is slated to soon become an official project within the OpenJDK community. Oracle officials plan to highlight Detroit’s status at JavaOne on March 17. “The main benefit [of Detroit] is it allows you to combine industry-leading Java and JavaScript or Java…

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The agentic AI distraction

I’ve been watching the cloud market long enough to know when a useful innovation becomes a strategic distraction. That’s what is happening now with agentic AI. The concept itself is not the issue. There is real value in autonomous and semi-autonomous systems that can coordinate tasks, assist developers, optimize workflows, and eventually reduce the amount…

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Swift 6.3 boosts C interoperability, Android SDK

Swift 6.3, the latest release of the Apple-driven language for multiple platforms, offers more flexible C interoperability and improvements for cross-platform build tools. The official SDK for Android mobile application development also is featured. Announced March 24, Swift 6.3 can be accessed at swift.org. For C interoperability, Version 6.3 debuts the @c attribute for exposing…

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How AI redefines software engineering expertise

There is a growing belief that AI will dramatically reduce the need for experienced software engineers. It won’t. The demonstrations are compelling. We see AI connected to Figma for design context, Jira for tickets, source control for repository history, and CI/CD pipelines for deployment. A feature request goes in, code comes out, and a pull…

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