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Illustration of Linux kernel 6.19 release with Tux penguin, scheduling enhancements, Microsoft C extensions, and collaborating tech giants for a news article.
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Linux kernel 6.19 adds scheduling enhancements and Microsoft C extensions

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The upcoming Linux kernel 6.19 introduces key improvements to the sched_ext framework for better eBPF scheduler recovery and integrates Microsoft C extensions for cleaner code compilation. These updates aim to enhance stability, performance, and developer efficiency in various computing environments. Contributions from companies like Google, Meta, and Microsoft highlight growing collaboration in open-source development.

Anthropic unveiled a new dreaming capability for its Claude Managed Agents during the Code with Claude developers conference in San Francisco. The feature allows agents to review recent sessions and store key patterns in memory for future tasks. The company also plans to expand access to other tools and increase usage limits for subscribers.

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Peter Wilson, a Mozilla developer, has launched cq, a project he calls 'Stack Overflow for agents,' to address key limitations in AI coding tools. The initiative aims to provide up-to-date knowledge sharing among agents, reducing redundant problem-solving. It is available now as a proof-of-concept plugin.

Key Linux developers, including Linus Torvalds, have approved Rust as a fully-fledged language for kernel programming, ending its experimental status. The decision came at the annual Kernel Maintainers Summit and was announced on LWN.net. While this elevates Rust alongside C and assembler, practical implementation still requires significant bridging work.

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Linus Torvalds, the creator of the Linux operating system, sharply criticized the practice of measuring programmer productivity by lines of code during an interview. He labeled such an approach as incompetent and suggested that its proponents are unfit for tech work. The remarks unexpectedly targeted Elon Musk, whom Torvalds endorsed upon learning of the connection.

Google has released Gemini 3 Pro, its latest flagship AI model, emphasizing improved reasoning, visual outputs, and coding capabilities. The company also introduced Antigravity, an AI-first integrated development environment. Both are available in limited preview starting today.

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Sasha Levin, a kernel developer at NVIDIA, has proposed guidelines for integrating AI-generated code into the Linux kernel. The v3 iteration, posted to the kernel mailing list, emphasizes transparency by requiring disclosure of AI involvement. This addresses concerns about quality, copyright, and ethics in open-source development.

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