NPUs

Winsage
April 6, 2026
AI PCs with Neural Processing Units (NPUs) are becoming common in technology, enabling innovative applications that utilize on-device AI. Microsoft's Windows AI APIs facilitate easy integration of AI into applications, requiring only a Copilot+ PC with a capable NPU. Lance McCarthy, a Microsoft MVP, highlights tools available for developers, including Phi Silica for local language modeling, AI Text Recognition for OCR, and AI Imaging tools for image processing. McCarthy's Xkcd Viewer app exemplifies these tools, featuring AI-powered image descriptions for visually impaired users, which enhance the experience beyond simple text readouts. The modification of the app took ten minutes and significantly improved user accessibility.
Winsage
April 2, 2026
Windows 11's Task Manager is being updated to provide more detailed insights into Neural Processing Unit (NPU) performance. The latest Insider Preview Build 26300.8142 introduces optional columns for NPU Dedicated Memory and NPU Shared Memory in the Details tab, along with showcasing neural engines associated with the GPU in the Performance tab. The NPU was first introduced in mainstream devices with Qualcomm Snapdragon X chips and Microsoft Copilot+ PCs in 2024. Many new laptops and desktops now come equipped with NPUs, compatible with Copilot+, regardless of whether they use Qualcomm, Intel, or AMD hardware.
Winsage
March 31, 2026
Speechify has launched a Windows application featuring real-time text-to-speech and speech-to-text functionality, allowing for both cloud-based and on-device processing. On-device processing ensures user voice data remains secure on the machine. The application utilizes the Windows ML stack and platform APIs to operate across x64 and Arm64 architectures, leveraging Qualcomm’s Snapdragon technology for enhanced performance. The ONNX Runtime's QNN execution provider facilitates real-time transcription on Snapdragon laptops, enabling a split encoder-decoder architecture that optimizes processing. The application includes features like system-wide shortcuts, auto-pasting of transcribed text, OCR functionality, and secure data handling through Windows DPAPI. The Speechify Windows application is available for x64 and Arm64 devices via the Microsoft Store.
Winsage
March 11, 2026
The anticipated arrival of Windows 12 may drive many PC users to consider switching to Linux due to its deeper integration of artificial intelligence, increased monetization strategies, and higher hardware requirements. Microsoft has indicated a shift towards an AI-centric operating system, which could alienate users who prefer a stable desktop experience. As Windows 10 nears the end of its support in 2025, users face the choice of paying for Extended Security Updates, upgrading to Windows 12, or exploring alternatives like Linux, which has reached a 4% global market share in 2024. Recent developments in Windows 11, such as the introduction of ads and telemetry, have caused dissatisfaction among users, while Linux distributions remain ad-free and focus on security and functionality. Windows 11's new hardware requirements may leave many older PCs behind, whereas Linux is compatible with less powerful hardware. The Linux desktop has matured, with improved app distribution and gaming capabilities, and offers extensive support options. If Windows 12 emphasizes AI, advertising, and hardware restrictions, it could lead to a significant migration towards Linux as users seek a more user-friendly and controllable operating system.
Winsage
February 26, 2026
Windows Update KB5077241, released in February 2026, is a 4.5GB feature update for the 24H2 and 25H2 versions. It poses significant performance risks for older hardware, particularly laptops and desktops without a Neural Processing Unit (NPU). Users with outdated Nvidia graphics cards, specifically the 900 Series (Maxwell) and 1000 Series (Pascal), report issues such as game stuttering, screen flickering, and system boot failures. The update also contains a flaw that inaccurately displays CPU usage in Task Manager, showing 0% utilization even under load. Many users face installation issues, encountering Error 0x800F0983, requiring them to delete update cache files and run repair tools. The update introduces features like a Taskbar Speed Test, Sysmon Security, improved Sleep/Wake functionality, and WebP wallpaper support, but many remain locked. Users can enable these features using ViVeTool with specific commands. Overall, the update is advised against for those with older Nvidia GPUs due to potential conflicts and performance issues.
Winsage
February 22, 2026
Microsoft is preparing for the release of Windows 12, which is expected to feature an AI-native experience with deep integration of Copilot, showcasing capabilities like on-screen comprehension, voice activation, and task automation. The hardware requirements will be elevated, necessitating 16GB of RAM, rapid NVMe storage, and a Neural Processing Unit (NPU) for advanced features. Windows on Arm is gaining momentum, with improvements in app compatibility and battery life, while a modular architecture called CorePC is being developed to facilitate faster updates and enhance security. Licensing for Windows 12 is expected to remain unchanged for consumers, with optional cloud-enhanced services available. The update cadence will increase, allowing for faster feature drops independent of major OS releases, with the Windows Insider Program continuing to test new features. Upon its release, Windows 12 will integrate Copilot, provide a more cohesive OS core, and support both x86 and Arm architectures.
Winsage
February 11, 2026
The recent developments in Windows versions present challenges for app developers and IT professionals, particularly with the introduction of a new Windows version designed exclusively for the latest Arm PCs. This shift highlights Microsoft's commitment to Arm processors, moving away from its historical focus on x86 versions. The 24H2 update for Windows 10 and 11 introduced significant enhancements for Arm PCs, including an optimized x86-to-Arm translation layer called Prism, improving compatibility and performance for applications not originally designed for Arm. This update coincided with the launch of Qualcomm's Snapdragon X-series processors, leading to more Arm-native Windows applications being released by third-party developers. Microsoft's hardware strategy has shifted, as the new Surface PCs launched in mid-2024 now exclusively use Qualcomm processors, moving away from Intel chips. Since the 24H2 update, development on Arm and x86 versions of Windows has progressed at different rates, with certain features available on Arm versions earlier than on x86 systems. Windows 11 24H2 was also available on Arm PCs in retail stores months before being released to the broader PC ecosystem. Microsoft has been contacted for details on the upcoming Windows 11 26H1 update and its potential enhancements.
Winsage
January 13, 2026
CES showcased significant advancements in artificial intelligence (AI) integrated into the Windows ecosystem, with various companies unveiling new products. Acer introduced the Copilot+ PCs, including the Swift 16 AI laptop with a haptic touchpad and Predator Helios Neo 16S AI gaming laptop. ASUS launched the Zenbook DUO, featuring dual OLED touchscreens, and the ROG Zephyrus Duo, a dual-screen gaming laptop. Dell refreshed its XPS brand with new laptops and monitors, while HP presented the EliteBook X G2 Series and the EliteBoard G1a Next Gen AI PC. Lenovo revealed several new Copilot+ PCs, and Samsung introduced the Galaxy Book6 series. AMD and Intel announced new processor lines, with AMD's Ryzen AI 400 Mobile Series and Intel's Core Ultra Series 3 processors. Qualcomm launched the Snapdragon X2 Plus for enhanced AI experiences in PCs.
Winsage
January 13, 2026
Microsoft's January 2026 Patch Tuesday update, KB5074109, addresses 114 vulnerabilities, including a critical zero-day vulnerability (CVE-2026-20805) in the Windows Desktop Window Manager (DWM) that has been actively exploited. The update is applicable to Windows 11 versions 24H2 and 25H2 and includes security enhancements and updates to AI components. Other high-severity vulnerabilities addressed include CVE-2026-20816 (privilege escalation in Windows Installer), CVE-2026-20817 (elevation of privilege in Windows Error Reporting), CVE-2026-20840 (vulnerability in Windows NTFS), CVE-2026-20843 (flaw in Routing and Remote Access Service), CVE-2026-20860 (vulnerability in Ancillary Function Driver for WinSock), and CVE-2026-20871 (another DWM vulnerability). The update removes legacy modem drivers to minimize the attack surface and resolves reliability issues in Azure Virtual Desktop and WSL networking. It also changes the default setting for Windows Deployment Services (WDS) to disable hands-free deployment. Users can install the update through Windows Update, and a system reboot is required for full application.
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