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on-device AI

Windows 12 at Build 2026: What to expect
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.
Introducing new Surface devices built for business and AI acceleration
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.
Why Your Windows 11 PC Doesn't Get AI Features
Winsage
May 18, 2026

Why Your Windows 11 PC Doesn’t Get AI Features

Several hundred million Windows 11 users are experiencing frustrations due to the absence of Microsoft features like Recall and Cocreator, which are only available on Copilot+ PCs. Microsoft has divided Windows 11 into two tiers, with the latest AI functionalities requiring specific hardware known as Copilot+ PC. To qualify, a device must have: - An NPU capable of at least 40 TOPS - A minimum of 16 GB of RAM (DDR5 or LPDDR5) - At least 256 GB of SSD storage - Windows 11 version 24H2 or newer - A processor from specific families: Qualcomm Snapdragon X series, Intel Core Ultra 200V (Lunar Lake), or AMD Ryzen AI 300 series Many PCs lack these features due to missing NPUs, insufficient TOPS ratings, unsupported processor generations, outdated Windows versions, rollout delays, or regional limits. Features locked behind Copilot+ include Recall, Click to Do, Cocreator in Paint, Windows Studio Effects, Live Captions with Translation, Improved Windows Search, and Auto Super Resolution. To check for Copilot+ compatibility, users can verify the presence of an NPU in Task Manager, ensure they have Windows 11 version 24H2 or newer, and confirm their processor against the approved list. While some workarounds exist to enable features on unsupported PCs, they are often unstable and not recommended for primary use. Most users may not need to upgrade their laptops unless they require on-device AI features or their current device is significantly outdated. The AI feature gap is not currently critical for most users, as many features are optional or not essential.
The Pixel Screenshots app could be the next big addition to Aluminium OS
AppWizard
May 11, 2026

The Pixel Screenshots app could be the next big addition to Aluminium OS

Google's Pixel Screenshots app, launched in 2024 with the Pixel 9 series, uses on-device AI to process and organize screenshots into a searchable database. Recently updated with NotebookLM, its availability has been limited to Pixel smartphones. However, a "desktop" version has been activated in the Google Play Store, indicating potential future availability on desktop platforms. This desktop version lacks notable new features and does not appear in the app drawer. There is speculation about its connection to the rumored Aluminium OS, which is expected to support Android applications. For the app to succeed on Aluminium OS-based devices, Google may need to expand its availability beyond Pixel smartphones.
Google finally explains why AICore uses so much storage
AppWizard
May 4, 2026

Google finally explains why AICore uses so much storage

Google's AICore app enhances on-device AI capabilities for Android users, offering features like text summarization and proofreading. The app's significant storage usage is by design, as it temporarily retains both old and new versions of AI models during updates for reliability, which can lead to storage consumption of up to 11GB. This approach aims to prevent disruptions in functionality during updates. Once the new update is stable, the extra storage will be released automatically. Users are concerned about storage limitations, particularly on devices with 128GB base storage, and are advocating for a standardization of 256GB base storage for AI-enabled Android phones.
Google finally explains why the AICore app is eating up your storage
AppWizard
May 4, 2026

Google finally explains why the AICore app is eating up your storage

AICore can temporarily use large storage (up to 11GB) during updates on Android devices. Google retains both old and new AI models for up to three days as a fail-safe during these updates. The storage used is automatically freed once the new AI model is confirmed stable.
I investigated Windows 11's massive 5GB monthly .msu updates. AI is only part of the problem.
Winsage
April 28, 2026

I investigated Windows 11’s massive 5GB monthly .msu updates. AI is only part of the problem.

Windows 11 updates have significantly increased in size, with monthly cumulative updates often exceeding 4GB and some approaching 5GB. One update can expand to nearly 9GB when extracted. Microsoft has shifted to delivering Latest Cumulative Updates (LCUs), which include all previous fixes, leading to larger update sizes over time. The introduction of Checkpoint Cumulative Updates aims to reduce this growth by establishing periodic baselines, but the effectiveness has been mixed. The May 2025 cumulative update saw a size increase from approximately 6.5GB to nearly 9GB, with new MSIX files related to semantic search and on-device AI contributing to this growth. Windows Update uses applicability logic to minimize download sizes for users, but enterprises must download full packages, resulting in increased storage costs. The average yearly storage cost for enterprises rose from about 11 GB in 2024 to 52 GB by 2026. Users can check their actual download sizes through the Windows Update settings and Event Viewer logs.
"The vault is solid, the delivery truck is not" — strong key storage, shaky transfer: why this Windows Recall feature raises new security questions
Winsage
April 20, 2026

“The vault is solid, the delivery truck is not” — strong key storage, shaky transfer: why this Windows Recall feature raises new security questions

Windows Recall, an AI-driven tool by Microsoft designed to capture and analyze users' screen content, was initially unveiled in 2024 but faced a delayed rollout due to significant security concerns. It launched in April 2025 with enhanced security features, including isolation within a "VBS Enclave" to protect against third-party access and filtering out sensitive information. However, security researcher Alexander Hagenah identified a flaw where data is transmitted to a less secure process, d AIXHost.exe, allowing tools like TotalRecall Reloaded to access sensitive data without administrative privileges. Despite reporting this vulnerability, Microsoft deemed it "not a vulnerability" and has not planned significant fixes. In response to user backlash, Microsoft is reassessing its AI initiatives, including Windows Recall, while privacy-focused organizations have introduced features to block the tool. Experts are calling for improved security protocols and user opt-out options.
"If it's this easy, why don't more Windows apps use a PC's NPU?" — Microsoft MVP demonstrates how he added meaningful AI to an app in just 10 minutes
Winsage
April 6, 2026

“If it’s this easy, why don’t more Windows apps use a PC’s NPU?” — Microsoft MVP demonstrates how he added meaningful AI to an app in just 10 minutes

AI PCs with Neural Processing Units (NPUs) are becoming common in technology, enabling innovative applications that utilize on-device AI. Microsoft's Windows AI APIs facilitate easy integration of AI into applications, requiring only a Copilot+ PC with a capable NPU. Lance McCarthy, a Microsoft MVP, highlights tools available for developers, including Phi Silica for local language modeling, AI Text Recognition for OCR, and AI Imaging tools for image processing. McCarthy's Xkcd Viewer app exemplifies these tools, featuring AI-powered image descriptions for visually impaired users, which enhance the experience beyond simple text readouts. The modification of the app took ten minutes and significantly improved user accessibility.
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