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Taming System Complexity: Demystifying Software Engineering Agents in Diagnosing Linux Kernel Faults

Announce Type: replace Abstract: The Linux kernel is a critical system, serving as the foundation for numerous systems. Bugs in the Linux kernel can cause serious consequences, affecting billions of users. Fault localization (FL), which aims at identifying the buggy code elements in software, plays an essential role in software quality assurance.

arXiv CS 8d ago

Azure Linux 4.0 is Microsoft's first general-purpose Linux

Azure Linux 4.0 is Microsoft’s first general-purpose Linux Microsoft’s in-house Linux, the distribution that grew out of CBL-Mariner, just hit public preview as a general-purpose cloud OS you can run on any Azure VM. Here is why that is a real step in Microsoft’s Linux journey, not just a version bump. Microsoft shipped Azure Linux 4.0 into public preview at Build 2026, and for the first time you can run it on any Azure virtual machine, not just as the host underneath Azure Kubernetes Service.

Hacker News 5d ago

Agent-led devs need serverless OpenSearch, Amazon claims

Amazon has re-engineered its serverless OpenSearch database service, separating storage and compute in a move it claims will benefit developers faced with new demand characteristics of agentic AI. The new serverless system would avoid the problem of users paying for idle compute capacity between demand bursts, the vendor claims. Speaking to The Register, Tia White, Director of OpenSearch, AWS said: “Collections can shrink all the way to zero when nothing's happening.

The Register 9d ago

Cisco making SONiC available to all customers – not just hyperscalers

Cisco is preparing to make the open-source SONiC network operating system available on its Nexus 9000 series datacenter switches. This move extends SONiC support beyond hyperscalers to general enterprise customers, allowing them to run the open NOS on their hardware. Cisco stated this will offer customers flexibility, enabling them to choose between SONiC for AI or non-AI clusters while retaining existing infrastructure options.

The Register 14d ago

Cosmos 3: Omnimodal World Models for Physical AI

arXiv:2606.02800v1 Announce Type: new Abstract: We introduce Cosmos 3, a family of omnimodal world models designed to jointly process and generate language, image, video, audio, and action sequences within a unified mixture-of-transformers architecture. By supporting highly flexible input-output configurations, Cosmos 3 seamlessly unifies critical modalities for Physical AI -- effectively subsuming vision-language models, video generators, world simulators, and world-action models into a...

arXiv CS 7d ago

Cosmos 3: Omnimodal World Models for Physical AI

arXiv:2606.02800v2 Announce Type: replace Abstract: We introduce Cosmos 3, a family of omnimodal world models designed to jointly process and generate language, image, video, audio, and action sequences within a unified mixture-of-transformers architecture. By supporting highly flexible input-output configurations, Cosmos 3 seamlessly unifies critical modalities for Physical AI -- effectively subsuming vision-language models, video generators, world simulators, and world-action models into a...

arXiv CS 1d ago

The advertising cartel coming to your web browser

The advertising cartel coming to your web browser When Meta, Google and Apple agree on a “privacy” feature, watch out. The three companies (along with Mozilla, which is on one of their “ad features in the browser” kicks again) are drawing up a built-in advertising measurement system, called Attribution Level 1, as a standard feature of web browsers. The system is intended to measure the effectiveness of advertising by enabling advertisers to correlate “impressions,” the occasions on which...

Hacker News 8d ago

History of CentOS: How a biochemist's Linux hobby project became the enterprise world's default operating system

INTERVIEW Gregory Kurtzer, CentOS's founder, tells the story of how the Red Hat Enterprise Linux clone was born of a small group of rebuild hackers and Linux fans who were angry that Red Hat Enterprise Linux had replaced Red Hat Linux and convinced they could do better. Back in 2003, Linux fans were ticked off at Red Hat because they were replacing the end-user-friendly Red Hat Linux with the business-oriented Red Hat Enterprise Linux (RHEL). It was a smart move for Red Hat, but users were...

The Register 2d ago