on-device AI Archives

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.

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.

Winsage

May 26, 2026

Windows 12 at Build 2026: What to expect

Microsoft Build 2026 will occur on June 2 and 3 at the Fort Mason Center in San Francisco, featuring a keynote by CEO Satya Nadella. The event targets AI developers and enterprise teams, emphasizing a hands-on experience. In-person tickets are priced at ,099, while the keynote and select sessions will be streamed live for free. Although there is speculation about Windows 12, Microsoft has not officially confirmed its release, with reports indicating that 2027 may be the earliest for any announcement. Current initiatives include Windows K2, aimed at improving Windows 11's performance and reliability. Build 2026 is expected to cover topics such as native Windows development with WinUI 3, on-device AI capabilities, security for AI applications, and enhancements to the Windows Subsystem for Linux (WSL). In-person attendance will be limited, and visa support is available for international attendees.

Winsage

May 19, 2026

Introducing new Surface devices built for business and AI acceleration

IT leaders face challenges from the rise of artificial intelligence, sophisticated security threats, and scrutiny over investment decisions regarding PC fleets. Microsoft has introduced the Surface line to address these demands, integrating advanced silicon and software for enhanced security and AI capabilities. The new Surface Pro for Business and Surface Laptop for Business, powered by Intel Core Ultra Series 3 processors, offer significant performance improvements, including up to 35% better graphics than the MacBook Air with M5 and over 90% faster than the Laptop 5 on select configurations. The Surface Laptop for Business is available in 13-inch and 15-inch models, starting at 9.99, featuring a high-resolution touchscreen, advanced haptic touchpad, and up to 23 hours of battery life. The 13-inch Surface Pro for Business, also starting at 9.99, combines multiple input methods with on-device AI processing. All Surface devices are designed with security as a core principle, shipping as Secured-core PCs, and include an optional integrated privacy screen. They support AI applications both in the cloud and on-device, enhancing productivity. Devices can be managed through Microsoft Intune for operational efficiency. The new Surface devices are made from recycled materials, designed for energy efficiency, and certified by ENERGY STAR.