local AI Archives

Winsage

July 10, 2026

Windows 10 is still getting Windows 11 features, but it’s only for developers

Microsoft has confirmed that WSL Containers, which allows users to create and manage Linux containers directly from Windows, is now available on Windows 10. Users must have Windows 10 version 2004 (Build 19041) or later to utilize WSL Containers. The installation process involves checking the Windows build, installing WSL, updating to the container build, confirming the version, and running a test command. WSL Containers support GPU passthrough, enabling CUDA capabilities directly from Windows 10. A text-based UI dashboard for managing WSL Containers, named lazywslc, has also been introduced.

Winsage

June 15, 2026

There are too many Windows laptops, and I can’t blame Microsoft for confusing choices — but there are ways it could help us all

The author has experience building Windows desktops but has recognized the practicality of Windows laptops due to frequent travel. They have a shortlist of preferred models, including the ASUS Zenbook A14 and Lenovo Yoga Slim 7x, but acknowledge that many consumers opt for cheaper laptops available in stores. The introduction of entry-level models like the MacBook Neo has shifted the conversation around Windows laptops. There is confusion among consumers regarding specifications, such as RAM and battery longevity, which are often overwhelming. The author suggests that a certified 'Windows Pro' laptop could guarantee features like a 120Hz display and 32GB of RAM, while a budget-friendly 'Windows Core' option could focus on IPS screens with at least 16GB of memory. There are concerns about consumer perception of non-certified products and the need for better education in the market.

Winsage

June 15, 2026

Microsoft is reportedly testing Copilot+ AI features with discrete GPUs instead of NPUs — a feature available on Windows App SDK with a Windows Insider Experimental Channel build and Developer Mode turned on

Copilot PCs were introduced by Microsoft in 2024 to integrate advanced AI capabilities into personal computing. An experimental Windows App SDK is now available on GitHub, allowing users to run Language Model APIs on supported Nvidia GeForce RTX 30-series GPUs with a minimum of 6GB of VRAM. This capability requires a Windows Insider Experimental Channel and Developer Mode activation, enabling local AI inferencing on devices without dedicated NPU hardware. Microsoft's shift from promoting Copilot+ PCs may be influenced by fluctuating RAM prices and aims to make AI functionalities more accessible to a broader user base. In 2024, a research firm noted that consumer interest in AI PCs was driven by the need to upgrade to available models, a trend continuing into 2026 due to a shortage of memory and storage chips, resulting in rising computer prices and declining sales of PCs and components. Projections indicate that entry-level laptops may disappear by 2028. The lack of consumer interest in NPU-equipped PCs could impede the adoption of Copilot+ features, prompting Microsoft to expand AI functionalities to non-Copilot+ devices to enhance its user base and differentiate Windows 11 from competitors like macOS and Linux.

Winsage

June 14, 2026

What’s New With Windows 11 in 2026

Windows 11, introduced by Microsoft in 2021, has evolved into a simpler and more attractive platform while retaining familiarity. As of 2026, it continues to enhance features and address customer feedback. Microsoft now releases a new version of Windows 11 annually, with each version supported for two years for Home and Pro editions. Currently, versions 24H2 and 25H2 are supported and functionally identical, while the new 26H1 version is for laptops with Qualcomm Snapdragon X2 processors. The hardware requirements have become more lenient, and Microsoft has introduced a Copilot+ PC brand for high-end machines with advanced microprocessors. Updates have been revamped for a more predictable experience, and users can manage updates through new options. The user interface has been refined with a modern aesthetic, including Light and Dark modes, centered Taskbar icons, and an evolved Start menu. Windows 11 supports multitasking with familiar tools like Alt + Tab and enhanced Snap features. File Explorer has been updated with a modern interface and integration with OneDrive. The Microsoft Store has been redesigned for a broader selection of apps, and Microsoft Edge is bundled with Windows 11, although it has faced criticism for overriding user preferences. Windows 11 includes preloaded apps leveraging AI, such as Microsoft Copilot and Microsoft 365 Copilot, along with updated core applications. It supports gaming with a dedicated Xbox app and Game Pass subscriptions, and simplifies user account management with robust security features like Windows Hello. For power users, it offers a modern Terminal app and advanced configuration options in the Settings app.

Winsage

June 12, 2026

Microsoft tests Windows AI features on RTX GPUs, not just NPUs

Microsoft is expanding the availability of its Copilot+ features to users with Nvidia RTX GPUs, allowing older PCs to utilize advanced AI tools such as text summarization, image upscaling, and code generation. This change is facilitated by the experimental release of the Windows App SDK 2.2, which enables AI functionalities to run on dedicated Nvidia RTX GPUs. Features include text rewriting, editing, and advanced capabilities in the Microsoft Photos app. Users must download the experimental version of WinAppSDK 2.2, have an Nvidia GeForce RTX 30 series GPU with at least 6GB of VRAM, and enable Developer Mode on their PC. This shift reflects a broader strategy to leverage local AI models while still using cloud resources, aiming to democratize access to AI capabilities across a wider range of devices.

Winsage

June 11, 2026

Microsoft is bringing AI features to more Windows 11 PCs — just in case you were under the impression that AI was being cut back

Microsoft is testing a new feature that allows developers to implement local language models on non-Copilot+ PCs running Windows 11. The Language Model APIs can now operate on any Windows 11 device with a compatible Nvidia GPU, specifically targeting GeForce RTX 30 series and newer models with at least 6 GB of video RAM. This initiative aims to democratize access to AI capabilities across a broader range of Windows 11 PCs, although not all PCs will gain access to exclusive Copilot+ AI functionalities.

Winsage

June 11, 2026

Microsoft is killing the Copilot+ PC advantage, brings Windows 11’s local AI to RTX 30+ PCs with 6GB vRAM

Microsoft has made its local Language Model APIs for Windows 11 accessible on non-Copilot+ PCs, requiring an NVIDIA RTX 30 series GPU with at least 6GB of VRAM. Copilot+ PCs, which debuted on June 18, 2024, require 16GB of RAM, an SSD, and a minimum of 40 TOPS NPU. The new APIs allow broader access to AI functionalities, including AI-powered text formatting, summarization, text rewriting, text-to-table conversion, and general prompt generation, through a compact language model called "Phi Silica." Users with compatible NVIDIA GPUs can utilize these features locally, enhancing privacy compared to cloud-based models. However, some features remain exclusive to devices with NPU chips.

Winsage

June 9, 2026

Microsoft Makes Windows 11 an Agentic Platform

Microsoft announced a suite of agent-centric features for Windows 11 at the Build 2026 conference, introducing the Microsoft Agent Platform for local AI agents. This includes enhanced integration with Microsoft Foundry, GitHub, and the M365 suite. The developer documentation covers local agent runtimes and isolation patterns, highlighting the Microsoft Execution Containers SDK and Entra Agent ID. Enterprise controls like Intune and Agent 365 are also featured. The upcoming Copilot Actions will allow agents to interact with local files and applications, aimed at improving workflows. Microsoft is addressing security concerns with resources outlining strategies to mitigate risks such as cross-prompt injection. Industry commentary indicates a growing discussion about privacy and security in relation to these changes.

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

4 Windows 11 tools from Build 2026 that signal what’s coming next for the OS

Microsoft announced several key updates at the Build 2026 developer conference, particularly for Windows 11: 1. Coreutils: This suite brings familiar Linux command-line utilities to Windows 11, allowing developers to use commands like ls, cp, and mkdir natively without third-party solutions. It can be installed via GitHub or the Windows Package Manager. 2. WSL Containers: This feature introduces a built-in container runtime for running Linux containers on Windows 11, eliminating the need for external platforms like Docker. It utilizes a command-line tool called "wslc.exe" and allows for OCI-compatible Linux containers. 3. Intelligent Terminal: This feature integrates AI agents into the terminal, providing context-aware assistance for developers. It can be installed via the Microsoft Store or Command Prompt. 4. Windows Developer Configurations: This configuration file for the Windows Package Manager automates the installation of essential developer tools and settings, streamlining the setup process for new development or testing machines.