on-device AI

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 12, 2026
Microsoft has released Windows 11 Insider Preview Build 26220.7535 (KB5072046) to the Dev and Beta Channels, focusing on accessibility enhancements and improvements for managing Copilot features. The update introduces Copilot-powered image descriptions via the Narrator feature, allowing users to generate detailed descriptions of images on all Windows 11 devices. This functionality is available on Copilot+ PCs without cloud data transmission and is also extended to non-Copilot+ systems, though it is currently unavailable in the European Economic Area. Additionally, a new Group Policy option titled Remove Microsoft Copilot App allows administrators to uninstall the Copilot app under specific conditions. The build also includes a refresh of the Windows Spotlight desktop icon and various bug fixes addressing issues in the Start menu, File Explorer, printing dialog, Snipping Tool, and Windows Update. Known issues remain, including interaction problems in the Start menu and crashes in Settings. The features in this build are being rolled out gradually and may change before general release.
Winsage
January 12, 2026
Microsoft has released Windows 11 Insider Preview Build 26220.7535 (KB5072046) for users in the Dev and Beta Channels, aligning both with Windows 11 version 25H2. The update includes accessibility enhancements, streamlined Copilot management, and various bug fixes. Notably, it integrates Copilot with Narrator, allowing users to generate descriptions of images and visual elements. This feature works on both Copilot+ and non-Copilot+ PCs, with image sharing initiated only upon user request, though it is unavailable in the European Economic Area. A new Group Policy option allows administrators to uninstall the Copilot app from managed devices under certain conditions. The update also refreshes the Windows Spotlight desktop icon and addresses several bugs, including issues in the Start menu and File Explorer. Some known issues remain, such as interaction difficulties in the Start menu and crashes in Settings. Features in this build are subject to controlled rollouts and may change before general release.
Winsage
January 12, 2026
Microsoft is introducing the "Copilot+ PC," a new category of Windows PCs that run on Windows 11 but have specific hardware requirements, including up to 16GB of RAM, a 256GB SSD, and a Neural Processing Unit (NPU) capable of 40+ TOPs. The NPU is crucial for AI and machine learning tasks, allowing for on-device AI processing. Not all Windows 11 devices qualify as Copilot+ PCs, particularly older models with lower NPU capabilities. Microsoft claims that Copilot+ PCs enhance productivity and creativity with features like a dedicated Copilot key, Recall for screen activity, Live Captions in over 40 languages, image generation in Paint, and tools in Microsoft Photos for editing. Despite the focus on AI, some manufacturers are shifting their attention to other features such as build quality and gaming performance.
AppWizard
December 30, 2025
A recent survey by Google Cloud found that 90% of game developers are exploring generative AI. Millennium Whisper, a dating sim by Parable Studios, is the first game on Steam to run a large language model entirely on-device, avoiding cloud-based inference. This approach allows for unique in-game conversations and addresses ethical data usage, as actors retain ownership of their data and receive royalties. The game uses actor-led role-play sessions for character behavior, ensuring high-quality data. Running AI locally enhances energy efficiency and sustainability, contrasting with traditional server-based models that incur ongoing costs. Millennium Whisper received grant funding from Innovate UK and is currently in Early Access. Ambrose Robinson, the founder of Parable Studios, emphasizes the importance of energy savings and the sustainability of their AI approach.
Winsage
December 8, 2025
A script named "RemoveWindowsAI," hosted on GitHub by developer zoicware, allows users to disable or remove AI features in Windows 11, such as Copilot and Recall. It modifies registry keys, removes AppX packages, and installs a custom update package to prevent reinstallation. The tool supports Windows 11 versions starting from 25H2 and includes options for user interaction and backups. Interest in the script increased significantly after a post on X, leading to over 12,000 likes and 300,000 views. The repository has received 938 stars and 25 forks. Microsoft has integrated AI features into Windows 11 but faces user concerns regarding privacy and performance, with some users expressing dissatisfaction over resource consumption and data harvesting.
Winsage
December 3, 2025
On the International Day of Persons with Disabilities, the Windows Accessibility team emphasizes their commitment to inclusivity and accessibility, guided by the principle of “nothing about us without us.” They collaborate with advisory boards from the disability community to enhance product features. Fluid Dictation on Windows allows users to dictate text seamlessly, correcting grammar and punctuation in real time, and operates offline on Copilot+ PCs. Voice Access has been improved to accommodate diverse communication styles, with features like adjustable wait time, a custom word dictionary, flexible command recognition, enhanced speech pattern recognition, and support for Chinese and Japanese. Narrator and Magnifier now feature human-like voices developed with Azure AI, enhancing the user experience with natural conversation nuances. Recent updates to Narrator in Microsoft Word improve navigation and text drafting, with clearer announcements and concise feedback on spelling and grammar. Additional enhancements include a Screen Curtain for privacy, richer image descriptions, and tools for speech recap and live transcription. Users are encouraged to provide feedback to guide further development, and technical assistance is available through the Disability Answer Desk.
AppWizard
November 26, 2025
Google is considering a new initiative called Aluminium, which aims to adapt Android's features for laptops and desktops, focusing on ARM architecture and improving multitasking, keyboard-and-mouse input, and file management. Android has over 3 billion active devices globally, while ChromeOS has a low market share in the PC sector. Android has evolved with updates like Android 12L, enhancing usability on large screens, and real-world implementations like Samsung DeX show its potential as a desktop OS. However, challenges remain regarding app usability on larger displays, and improvements in performance, security, and enterprise readiness are needed. Google plans to develop a refined Desktop Mode, implement UX guidelines, establish a native Linux workspace, enhance file access, integrate audio features, and collaborate with OEMs for compatible hardware.
Winsage
November 25, 2025
The end of Windows 10 support in October has prompted UK small businesses to reconsider their technology and security measures. Brian Horsburgh from Dell highlights the urgency for firms to upgrade to Windows 11 and integrate AI into their operations. Statistics show that 43% of businesses experienced a cyber breach last year, with 46% of IT decision-makers citing high-profile incidents as reasons to refresh their PC fleets. Despite budget concerns, Dell is addressing hesitations by showcasing the benefits of AI technology, such as improved productivity and security. AI PCs with Neural Processing Units (NPUs) enhance data security and streamline operations, allowing for tasks like automatic meeting note summarization. Dell offers flexible financing options to ease the financial burden of upgrading. The company promotes a phased approach to digital transformation, encouraging businesses to automate repetitive tasks and partner with technology providers for expert guidance. By leveraging AI, small businesses can improve customer experiences and make data-driven decisions, positioning themselves competitively in the market.
Winsage
November 18, 2025
Microsoft Windows is evolving to incorporate AI agents that act autonomously, resembling digital coworkers. This shift is facilitated by the Model Context Protocol (MCP), which standardizes agent interactions with tools and data sources, ensuring secure access to system resources. Windows introduces an on-device registry of "agent connectors" for functionalities like file access and system settings, managed through an OS-level proxy that oversees identity, permissions, consent, and audit logging. The initial connectors focus on File Explorer and System Settings, defining clear capabilities and restrictions for agents. A transparent consent model allows users to manage permissions easily, promoting a user-friendly experience. The introduction of an Agent Workspace provides a dedicated environment for agents, ensuring they operate independently and with least-privileged access. Security measures include signed connectors and a standardized proxy for authentication and auditing, enabling visibility into agent actions. Windows is also expanding on-device AI processing with APIs for various functionalities, allowing agents to leverage local models securely. While Windows is not becoming an agent-first operating system, it is establishing a framework for human and agent interactions, positioning itself as a safe environment for AI operations. The foundational elements for this evolution include standard interfaces, clear permissions, isolated environments, and system-level observability.
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