GitHub has expanded the availability of Kimi K2.7 Code to Copilot Business and Enterprise plans following its initial rollout to individual tiers. This release marks the first time an open-weight model has been integrated as a selectable option within the Copilot model picker. The model is hosted directly on Microsoft Azure infrastructure to ensure integration with existing GitHub workflows.

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Microsoft has confirmed a defect in the Windows 11 Capability Access Manager (camsvc) that causes a specific log file to expand indefinitely. The file, named CapabilityAccessManager.db-wal, acts as a write-ahead log for a database that tracks when applications request access to sensitive resources like cameras and microphones. While this file typically occupies only a few megabytes, the bug prevents it from being compacted, leading to storage consumption exceeding 500 GB on some systems.

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Microsoft has initiated the rollout of Visual Studio Code version 1.129 for the Insiders channel to test experimental features. This release follows a structured "endgame" process designed to stabilize the codebase before it reaches the general public. The update allows developers to preview upcoming changes and provide feedback through the project's issue tracker.

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The Department of Commerce has authorized OpenAI to proceed with a full public launch of its GPT-5.6 model family. This decision follows a period of restricted access where the Trump administration mandated a staggered rollout limited to government-vetted partners. The lifting of these restrictions applies to the flagship Sol model as well as the more efficient Terra and Luna variants.

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Meta has released Muse Image, an agentic image-generation model that utilizes search and coding tools to improve the accuracy of its visual outputs. Unlike traditional models that map prompts directly to pixels, this system can execute code to generate precise layouts or search the web for real-time factual references. The model also features an emergent self-refinement capability, allowing it to reflect on its own drafts and perform local edits or tactical changes during the generation process.

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The U.S. Department of Justice recently utilized Microsoft Windows telemetry to track and arrest a suspected member of the Scattered Spider ransomware group. Investigators linked the suspect to criminal activity by leveraging the Global Device Identifier (GDID), a persistent ID designed to uniquely identify a Windows installation. This identifier allows Microsoft to track specific devices across various services and scenarios, including virtual machines and physical hardware.

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Meta has officially released Muse Image, the first image-generation model developed by its Superintelligence Labs division to compete with leading AI industry rivals. This new model integrates with the existing Muse Spark text-and-reasoning engine to interpret complex prompts and plan visual layouts with high precision. It distinguishes itself by offering agentic capabilities, such as reasoning through requests before generation and incorporating real-time web context into visual outputs.

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Google is enhancing the AI Mode in Chrome Canary by integrating a native Google Drive file picker directly into the interface. This update replaces the previously non-functional "Add from Drive" button with a comprehensive selection tool for cloud-based assets. Users can now browse their entire storage library without needing to download files to a local machine first.

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A critical use-after-free vulnerability known as GhostLock (CVE-2026-43499) has been discovered in the Linux kernel’s real-time mutex subsystem. This flaw originated in 2011 and affects nearly all mainstream distributions, allowing any locally logged-in user to gain full root privileges. The vulnerability is particularly dangerous because it requires no special permissions or unusual configurations to exploit.

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Accurate reporting of organizational hierarchies in Entra ID depends entirely on the consistent population of the manager attribute within user profiles. While older methods relied on the Azure AD PowerShell module or Exchange Online cmdlets, modern workflows prioritize Microsoft Graph for better performance and long-term support. Administrators can manage these relationships manually through the portal or programmatically to ensure data integrity across the tenant.

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Microsoft is updating a legacy local account recovery key dialog in Windows 11 that still references the Windows 8 Search charm. This specific prompt appears when users transition from a Microsoft account to a local account on devices utilizing BitLocker or device encryption. The outdated text instructs users to utilize a feature that was officially retired nearly a decade ago with the release of Windows 10.

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Researchers at Anthropic have discovered an emergent internal area within large language models called the "JSpace" that functions similarly to human conscious thought. This specific region of model weights handles higher-order functions like multi-step reasoning, mathematical computation, and summarization while remaining separate from automatic processes like grammar and basic fact recall. The discovery provides a breakthrough in AI interpretability, allowing for the observation of a model's true intentions before it generates a final response.

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Microsoft has released a public preview of WSL Container, a built-in feature of the Windows Subsystem for Linux that lets you create, run, and manage Linux containers directly from Windows without installing Docker Desktop, Podman Desktop, or any other third-party runtime. The feature ships in two parts: a command-line tool called wslc.exe and a container API distributed as a NuGet package for C, C++, and C# developers. This article covers the installation steps, key capabilities, enterprise integration points, and current limitations you should be aware of before adopting it.

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Microsoft has begun replacing third-party AI models from OpenAI and Anthropic with its proprietary MAI models across several productivity applications. These in-house models are currently processing tens of thousands of weekly requests within Excel and Outlook, marking a transition from testing to real-world workloads. While third-party systems still handle the majority of traffic, the company intends to gradually phase out external dependencies to improve profit margins.

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Microsoft has confirmed a broad initiative to modernize legacy user interface elements in Windows 11 by rewriting them using the WinUI 3 framework. This "rejuvenation" project targets classic dialog boxes and system surfaces that have remained unchanged for decades, often retaining outdated design languages. Recent efforts focus on replacing Windows 95-era components and removing lingering references to obsolete features like the Windows 8 Search charm.

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Nvidia has reportedly delayed its next-generation Kyber NVL144 AI server rack until 2028, a significant pushback from its original 2026 or 2027 launch window. The delay stems from technical difficulties in manufacturing the complex printed circuit board (PCB) midplane required to link 144 GPUs within a single cabinet. This specialized component is critical for maintaining signal integrity and power delivery across the high-density system without relying on excessive external cabling.

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Microsoft is transitioning Windows settings backup and restore to a default-on configuration starting with Windows 11, version 26H2. This change ensures that user settings and Microsoft Store app lists are automatically captured for eligible managed devices without requiring manual intervention. While the backup process becomes automatic, the restore functionality remains disabled by default and requires explicit administrative configuration to function.

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Microsoft has transitioned Agent Skills for .NET out of experimental preview into a stable, production-ready API within the Microsoft Agent Framework. This release allows developers to package domain expertise—such as IT security guidelines, HR policies, or troubleshooting playbooks—into reusable modules that agents load only when necessary. By using a progressive disclosure pattern to load instructions and scripts on demand, the system prevents the bloating of an agent's core instructions and keeps the context window lean.

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The U.S. Department of Homeland Security is investigating a cyberattack on its Homeland Security Information Network, a platform used for interagency collaboration. Officials identified the incident as affecting an unclassified legacy environment used to coordinate responses to major events and emergencies. The department immediately isolated the impacted systems and launched a forensic investigation to determine the full extent of the compromise.

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