on-device AI Archives

Winsage

August 8, 2026

Google Chrome, Microsoft Edge could quietly download up to 20GB AI models on Windows 11

Microsoft Edge and Google Chrome are phasing out support for Manifest V2 extensions, affecting popular add-ons like uBlock Origin. Google Chrome can automatically download a 4GB AI model for local functionalities, requiring approximately 20GB of free disk space for the download. Microsoft Edge has established a similar 20GB minimum storage requirement for downloading local AI models, with additional specifications including Windows 10 or 11 and macOS 13.3 or later, at least 5.5GB of VRAM, and an unmetered network connection. Users can disable on-device AI features in Chrome, and Edge will automatically delete the AI model if available storage drops below 10GB.

Winsage

August 3, 2026

Microsoft finally has a Windows 11 upgrade everyone can get behind

Microsoft is focusing on enhancing Windows 11 by addressing fundamental improvements, as highlighted by CEO Satya Nadella during the fiscal 2026 fourth-quarter earnings call. The company is investing in maintaining high quality and fundamentals for the operating system, with ongoing efforts to fix user concerns. Enhancements include testing a movable taskbar, reducing RAM consumption, fixing memory leaks, improving slow startup times, and updating File Explorer and Windows Search. The introduction of the Low Latency Profile update aims to improve responsiveness in the Start menu and shell. Microsoft has also removed the Copilot branding from certain applications to streamline the user experience. This renewed focus follows a challenging year with problematic updates, including a mandatory update in June that caused boot failures and other issues, prompting an emergency update in July. Financially, Microsoft's More Personal Computing revenue declined by 4%, with Windows OEM and Devices revenue dropping by 7%.

Winsage

July 27, 2026

Microsoft lays out a buffet of Windows goodies for JavaScript Developers

Microsoft has introduced "dynamic projections" that allow developers using JavaScript and TypeScript to access Windows internals more easily. The Windows Runtime API (WinRT) projection for Node.js is currently in public preview, simplifying access to Windows features without introducing new capabilities. A new single Node runtime package, dynwinrt, enables developers to generate JavaScript wrappers and TypeScript declarations for Windows features, while the winappCli package offers a command-line interface for setup and sample code. This setup utilizes Windows Metadata (winmd) to dynamically list available Windows APIs, automatically updating wrappers or declarations when API metadata changes. Developers can access various Windows functionalities, excluding UI elements, and utilize local AI capabilities for tasks such as text generation and image manipulation. Microsoft’s developments aim to align with industry trends rather than enforce a proprietary ecosystem.

AppWizard

June 19, 2026

Pixel Screenshots just moved away from using on-device AI only, but is it less private?

The Pixel Screenshots app has transitioned from relying solely on on-device AI to a hybrid model that incorporates cloud processing. The latest update, version 1.26.134.11, reflects this change by revising the app's settings to indicate that AI processing may occur on-device or in the cloud. Google emphasizes that user privacy will be prioritized, utilizing a “secure, isolated environment” for processing. The update is currently rolling out and may not yet be available to all users in the Play Store.

Winsage

June 14, 2026

The Windows 11 June update makes your Start menu and Search feel much more snappier

Microsoft released update KB5094126 on June 9, 2026, for Windows 11 versions 24H2 and 25H2 to improve shell responsiveness. This update introduces the Low Latency Profile, which temporarily boosts CPU frequency for one to three seconds during interactions with system features like the Start menu and taskbar, resulting in system flyouts opening up to 70% faster and core applications launching up to 40% quicker. The update also includes features such as Shared Audio for simultaneous audio use by two users, enhanced Windows Task Manager with NPU usage columns, the ability for multiple applications to access the same camera stream, improved Windows Search for locating files with two characters, a refined installation process allowing custom user folder names, and optimizations to Windows Hello for authentication methods. The update also addresses over 200 security vulnerabilities.

Winsage

June 9, 2026

Hybrid AI Agents, Orchestration, and the Real Reason Microsoft is Fixing Windows 11 ⭐

Over the past weekend, the author reviewed session videos from Build 2026, focusing on Windows 11. The sessions were categorized into three areas: Windows app development, developer productivity, and agentic AI. The introduction of hybrid agents, which combine local AI sub-agents, was a notable development. Microsoft's partnership with Qualcomm led to the launch of Windows 10 on Arm-based PCs branded as Always Connected PCs, which evolved into Copilot+ PCs with Nuvia-powered chips for Windows 11. The Copilot+ PCs emphasize on-device AI experiences through powerful neural processing units (NPUs). The introduction of second-generation Snapdragon X2-based PCs is underway, although adoption is slower than expected. Microsoft confirmed that Windows 11 will integrate AI agents, including local AI agents and hybrid agents. The capabilities of local AI models are being enhanced, and Windows AI APIs will now support CPUs and GPUs. New Nvidia chipsets will enable large language models to run locally on PCs. The orchestration of local and cloud AI components is essential for efficient AI workload management. Microsoft is addressing user pain points to support a robust local foundation for hybrid AI, aiming to improve Windows 11 overall.

Winsage

June 7, 2026

Windows 11’s June 2026 Update Lands June 9 With Shared Audio And NPU Monitoring: The 6 Features Worth Knowing

Microsoft will begin rolling out the June 2026 update for Windows 11 on June 9, 2026. Key features include Shared Audio, which allows two users to listen to the same audio output from one device using a new Low Latency audio profile, and NPU monitoring in Task Manager, enabling users to track AI processing handled by the neural processing unit. The update also introduces multi-app camera streaming, custom account folder naming during setup, and various enhancements to Settings, Windows Hello, USB functionality, battery management, and personalization options.

Winsage

June 3, 2026

Build 2026: Furthering Windows as the trusted platform for development

Build is an annual event focused on connecting with the global developer community and sharing innovations. Feedback from developers emphasizes the need for a frictionless and adaptable platform for seamless development across various environments. Key announcements include: - Coreutils for Windows: A suite of Linux-like command line utilities available natively on Windows. - WSL containers: A forthcoming public preview feature for creating and interacting with Linux containers. - Windows Development Skills: Structured knowledge for building native Windows apps using WinUI3 and WinApp CLI, now generally available. - Intelligent Terminal: An experimental feature integrating context-aware intelligence into the terminal for improved debugging and task execution. - Windows Developer Configurations: A WinGet-powered setup for distraction-free development, now generally available. - Windows 365 with Developer Configuration: A pre-configured cloud-based development environment in public preview. For security, the announcements include: - Microsoft Execution Containers (MXC) SDK: A policy-driven execution layer for agent access and containment, available in early preview. - Agent 365 integration: Enhances security for agents with protections from Defender, Entra, Intune, and Purview, available in preview. - OpenClaw: Runs securely on Windows using MXC for easy installation of agent connections. - NVIDIA's OpenShell: A deployment package for autonomous agents on Windows, built on MXC. - Windows 365 for Agents: Secure Cloud PCs for executing enterprise workflows, now generally available. For AI capabilities: - Aion 1.0 Instruct: An on-device small language model for local workloads, available soon. - Expanded Windows AI APIs: Now accessible on more Windows 11 PCs, enhancing local AI capabilities. - Surface RTX Spark Dev Box: A device for developers featuring NVIDIA RTX Spark silicon for local AI workloads. - DGX Station for Windows: A powerful AI supercomputer for developing agents, coming in Q4. - Project Solara: A platform for agent-driven experiences, simplifying development across environments. - New Speech Recognition API: Real-time, on-device transcription capabilities. - Expansion of Windows AI APIs across GPUs and CPUs: Now available for broader hardware support. Windows is enhancing its security framework to reduce risks and ensure robust protection for applications.

Winsage

June 2, 2026

Build 2026: Microsoft Optimizes Windows 11 for Developers

Microsoft unveiled a series of enhancements for developers at Build 2026, aiming to retain its existing developer base and attract new ones to Windows 11. Key offerings include: - Windows Developer Configuration: A feature that creates a distraction-free environment for software development, now generally available. - Windows Developer Skills: Introduction of WinApp CLI with AI agents for creating native Windows applications, also generally available. - Terminal Improvements: An experimental preview of an Intelligent Terminal mode that features a dual-pane display. - Enhanced Linux Capabilities: Windows Subsystem for Linux (WSL) will support containers in public preview and has native support for Coreutils, now generally available. - Agentic Capabilities: Microsoft Execution Containers (MXC) SDK in early preview, allowing resource specification for agents, with integration for security protections. - On-device AI: Introduction of Aion 1.0 Instruct and Aion 1.0 Plan for local AI tasks, with a preview available through Edge Insider channels and an open-source model expected in July. - Surface RTX Dev Box: A desk-based datacenter focused on AI capabilities set to launch later this year.

Winsage

June 1, 2026

Microsoft previews Surface Laptop Ultra and AI-focused Windows platform ahead of Build

Microsoft unveiled the Surface Laptop Ultra at the Nvidia GTC event, highlighting its strategy for the Windows platform and a focus on on-device AI capabilities. The integration with Nvidia aims to enhance performance for users engaged in resource-intensive tasks and streamline developer workflows. The Surface Laptop Ultra is designed for a diverse range of users, including creative professionals and developers, and is intended to support next-generation AI applications. Microsoft is emphasizing the development of on-device AI agents to reduce reliance on cloud processing and improve responsiveness.