on-device Archives

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.

AppWizard

June 5, 2026

My favorite Gboard upgrade looks ready to launch, and I can’t wait

Google is preparing to introduce the Rambler feature for Gboard, its new AI-powered voice typing capability, as part of the enhancements for Android 17. Rambler can understand natural speech, remove filler words, and detect self-corrections during dictation. A hidden toggle for Rambler has been found in the latest Gboard beta, indicating that preparations for its rollout are in progress. The feature may initially be exclusive to select flagship devices, such as the Samsung Galaxy S26 Ultra or the Pixel 10 series.

Winsage

June 4, 2026

TeamViewer integrates Windows AI VSR into Assist AR

TeamViewer is collaborating with Microsoft to integrate on-device artificial intelligence through the Windows AI API in its Assist AR product for frontline workers. The new Video Super Resolution (VSR) feature, announced at Microsoft Ignite 2025, enhances video quality by reconstructing and sharpening incoming video streams on the receiving Windows device, which helps reduce artifacts and optimize bandwidth usage. This feature is particularly useful for remote supporters dealing with weak or unstable mobile connections, improving the efficiency of remote assistance.

Winsage

June 3, 2026

Windows 11 Insider Build Adds AI Model Management Page With Limited Uninstall Support

Researchers at Pureinfotech discovered a new AI Components page in the Windows 11 Insider Experimental Preview build 26300.8553, which provides detailed information about local AI models on Copilot+ PCs. The page includes details such as the publisher, version, installation date, size, and total usage of each model. Currently, users can only uninstall the Phi Silica model, while it's uncertain if other AI components will have similar capabilities. The build also introduces expanded customization options for the Start menu, enhanced search functionality, and support for touch swipe gestures. The management page aims to address user concerns about the automatic installation of AI features and the need for transparency regarding their usage. Although the feature is not officially accessible yet, it indicates potential plans for future updates.

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 2, 2026

Microsoft, Nvidia launch RTX Spark Windows AI PC lineup

Microsoft and Nvidia have launched a new series of Windows PCs powered by the Nvidia RTX Spark platform, featuring devices from manufacturers like Surface, Asus, Dell, HP, Lenovo, and MSI. The RTX Spark platform delivers up to 1 petaflop of AI performance, with up to 20 Arm-based CPU cores, 6,144 Blackwell RTX cores, and 128GB of unified memory. Microsoft has optimized Windows for this architecture, enhancing scheduling, power management, and memory handling. The new workload profile scheduling feature optimizes task distribution across the cores, while the Microsoft Power and Thermal Framework improves performance, battery life, and heat management. Windows' support for unified memory has been enhanced, allowing for larger AI models and demanding creative tasks. Microsoft's Prism emulator for x86 applications has been optimized for RTX Spark systems, improving compatibility and speed. Creative applications like Blender, DaVinci Resolve, and Adobe Photoshop are supported, along with MATLAB for technical users. Gaming support includes native anti-cheat software and compatibility with popular titles such as League of Legends and Valorant. The new systems are categorized under Microsoft's Copilot+ PC line, which combines AI processing with enhanced graphics capabilities. Devices showcased include Microsoft's Surface Laptop Ultra and models from Asus, Dell, HP, Lenovo, and MSI. Microsoft also plans to scale Windows to the Nvidia DGX Station for Windows, enabling larger AI models and workstation-class workloads. The initiative aims to unify AI workloads across consumer PCs, creator laptops, and workstations, allowing users to run larger models locally and integrate AI computing into their workflows.

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.

Winsage

June 1, 2026

Nvidia’s RTX Spark could caplitalize where Qualcomm’s Arm-based efforts have not — following the expiration of Qualcomm’s Windows on Arm deal, Nvidia stands poised to pick up the slack

Nvidia unveiled its RTX Spark superchip on May 31st, combining a 20-core Arm-based Grace CPU with a Blackwell RTX GPU, marking its entry into the Windows PC market. The chip features up to 128GB of unified memory, 1 petaflop of AI compute capability, and 6,144 CUDA cores. It will debut in laptops and compact desktops from manufacturers like ASUS, Dell, HP, Lenovo, Microsoft Surface, and MSI, with Acer and GIGABYTE expected to follow. Microsoft collaborated with Nvidia to develop new Windows security features for on-device AI agents. The RTX Spark, previously known as N1X, has been in development for three years, with initial reports in 2023 and delays attributed to advancements in Arm technology and notebook demand. Microsoft's Windows on Arm initiative, previously exclusive to Qualcomm, has opened opportunities for MediaTek, Nvidia, and AMD. The RTX Spark aims to enhance local AI applications, with Adobe reengineering its software for the platform and over 100 software vendors supporting it. However, challenges remain, including reliance on x86 emulation and delays in the next-generation Windows on Arm platform. Pricing details are scarce, but the RTX Spark is expected to be positioned at a premium price point.

Winsage

June 1, 2026

Introducing a powerful new chapter for Windows PCs, accelerated by NVIDIA RTX Spark

At NVIDIA's GTC event, Microsoft and NVIDIA announced a collaboration to launch powerful thin-and-light Windows PCs enhanced by NVIDIA RTX Spark technology, aimed at developers, creators, and power users for AI applications. The new PCs feature RTX Spark with 1 petaflop of AI performance, up to 6144 Blackwell RTX cores, 20 power-efficient Arm architecture cores, and up to 128GB of unified memory. Microsoft implemented workload profile scheduling (WPS) to optimize task distribution across cores and introduced the Microsoft Power and Thermal Framework (MPTF) for improved power efficiency. The Prism emulator has been optimized for these PCs, ensuring smooth operation of x86 applications. Microsoft is also enhancing Windows 11's performance and reliability, with a focus on securely building and running AI agents. A range of RTX Spark-powered devices will be available from manufacturers like Microsoft Surface, ASUS, Dell, HP, Lenovo, and MSI starting this Fall. The Surface Laptop Ultra is specifically designed for creators, while other models from ASUS, Dell, HP, Lenovo, and MSI also emphasize AI performance. Additionally, Microsoft and NVIDIA are scaling Windows to NVIDIA DGX Station, which will feature the NVIDIA GB300 Grace Blackwell Ultra Desktop Superchip for advanced AI workloads.