on-device AI Archives

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.

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.

AppWizard

April 30, 2026

Google AI is creeping into every app on your phone. Here is how to disable it

Google has integrated its Gemini AI into various applications, including Gmail, Google Drive, Messages, and Google Photos. There is no universal switch to disable AI across Android devices due to varying manufacturer implementations. Users can selectively disable AI features in specific apps: - Google Messages: Disable Gemini by going to Messages settings and turning off the Gemini option. - Gmail: Turn off Smart features in Google Workspace and other Google products through the Gmail settings. - Google Photos: Disable Gemini features in Photos settings under Preferences. - Phone app: Disable AI features like Call Screen in the Phone app settings under Call Assist. - Pixel Screenshots: Disable the AI feature for searching screenshots in the Pixel Screenshots app settings. Disabling the Gemini app itself will remove its integrations and deactivate AI features on the device.

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.

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.

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.

Winsage

March 31, 2026

Speechify Launches with On-Device Voice AI for 1B+ Windows Users Worldwide

Speechify has launched a Windows application featuring real-time text-to-speech and speech-to-text functionality, allowing for both cloud-based and on-device processing. On-device processing ensures user voice data remains secure on the machine. The application utilizes the Windows ML stack and platform APIs to operate across x64 and Arm64 architectures, leveraging Qualcomm’s Snapdragon technology for enhanced performance. The ONNX Runtime's QNN execution provider facilitates real-time transcription on Snapdragon laptops, enabling a split encoder-decoder architecture that optimizes processing. The application includes features like system-wide shortcuts, auto-pasting of transcribed text, OCR functionality, and secure data handling through Windows DPAPI. The Speechify Windows application is available for x64 and Arm64 devices via the Microsoft Store.

Winsage

March 30, 2026

Why Teams, OneDrive, and Windows 11 work better together on modern hardware

Microsoft Teams and OneDrive are integral to Windows 11, enhancing productivity and collaboration. To run Windows 11, a dedicated Trusted Platform Module (TPM) 2.0 chip is essential for security features like device attestation and secure key storage. TPM 2.0 enables seamless sign-ins via Windows Hello and ensures that only secure devices can access sensitive data in Teams and OneDrive. BitLocker, which also uses TPM 2.0, protects data on lost or stolen devices. Modern processors from Intel, AMD, and Qualcomm use hybrid architecture, optimizing performance by allocating specialized cores for demanding tasks and energy-efficient processes. This configuration improves video conferencing in Teams and file operations in OneDrive. NVMe SSDs are standard in Windows 11 PCs, providing low latency and high bandwidth that enhance responsiveness, boot times, and multitasking. Fast SSDs reduce wait times for file sharing in Teams. Many Windows 11 PCs are Copilot+ PCs, equipped with a Neural Processing Unit (NPU) that enhances on-device AI capabilities. The NPU improves real-time transcription in Teams and simplifies document searches in OneDrive. Modern GPUs manage animations and display settings in Windows 11, improving video call efficiency in Teams and enhancing thumbnail generation and video playback in OneDrive. The latest Wi-Fi standards, including Wi-Fi 6, Wi-Fi 6E, and Wi-Fi 7, provide enhanced security and reliability. They ensure low latency and high throughput for seamless video conferencing in Teams and faster uploads and downloads in OneDrive.

Winsage

March 16, 2026

Microsoft has lost the plot: 5 Windows “features” nobody asked for

Windows 11 has faced criticism for design choices that prioritize corporate interests over user experience, including aggressive monetization strategies and privacy concerns. The Recall app was designed to take frequent screenshots of the desktop but functioned like a keylogger, leading to privacy issues. Initially set to be enabled by default on new Copilot+ PCs, backlash prompted Microsoft to make it an opt-in feature during setup, allowing users to uninstall it. Microsoft also introduced biometric encryption and moved screenshot processing to secure enclaves for data protection. The Start Menu has shifted to include third-party advertisements in the "Recommended" section, turning it into a platform for promotions rather than a personal navigation tool. Microsoft replaced the right Control or Menu key with a dedicated Copilot key, disrupting standard keyboard layouts and complicating workflows for users. Setting up a new PC now requires an active internet connection and a Microsoft account, making it difficult to operate without relinquishing digital identity. This change illustrates a shift towards subscription revenue and data collection. Windows 11 often ignores users' default browser choices, defaulting to Microsoft Edge and Bing for web searches initiated from the taskbar, reflecting a trend of prioritizing Microsoft's ecosystem over user autonomy. These developments indicate a strategy by Microsoft to erode user control, suggesting users are becoming products rather than customers as the company focuses on data collection and subscription services.

AppWizard

March 3, 2026

Five New Android Apps You Need To Try This March

Android has introduced several new applications and games this spring, enhancing user experience across devices. Notable releases include: 1. Now Playing: A standalone app from Google that identifies music in the environment using on-device recognition technology, maintaining a history of tracks and allowing easy playlist additions without relying on cloud queries. 2. Nova Drift: A space shooter game that combines classic arcade action with modern roguelite elements, featuring tight controls and a modular upgrade system, making it suitable for quick gameplay sessions on mobile. 3. Subnautica: Below Zero: A mobile adaptation of the survival game set in an alien ocean, focusing on crafting, resource management, and exploration, with user interface adjustments for mobile play. 4. The Commuter: An app that transforms news headlines into social-style posts with concise breakdowns, catering to users who find traditional news overwhelming and addressing news avoidance trends. 5. SnapSafe: A camera app that prioritizes security by encrypting photos at the moment of capture, featuring a PIN for access control and tools for obfuscating sensitive information. These applications reflect a trend towards smarter AI, engaging gameplay, and innovative solutions for news consumption and privacy.