on-device AI Archives

Winsage

September 4, 2026

Announcing Project Zenith: The ready-to-code Windows experience on developer-class devices

Windows announced Project Zenith, a developer-optimized Windows 11 experience designed for devices with over 64 GB of unified memory and memory bandwidth exceeding 250 GB/s. The project will initially launch with AMD’s Ryzen AI Halo and will include preconfigured Windows setups and a curated selection of development tools. Devices under Project Zenith will allow developers to run models with over 30 billion parameters locally, reducing reliance on cloud resources. Enhancements to Windows 11 include improved performance and a cleaner workspace tailored for coding, with features like pinned Windows Terminal and Visual Studio Code. Project Zenith also integrates the Windows Subsystem for Linux (WSL) and provides a secure environment for developing agentic applications, leveraging OS-enforced identity and Microsoft Execution Containers (MXC). The initiative aims to offer a consistent ready-to-code experience across various devices while responding to developer needs and evolving with advancements in AI and software development.

AppWizard

September 4, 2026

Google’s Scam Detection feature is expanding to even more Android brands

Google's Scam Detection feature, initially available only on Pixel devices, is expanding to more Android smartphones, currently accessible on the Galaxy S26 series and potentially coming to vivo phones. Recent findings from the Google Phone app's public beta indicate that Xiaomi may also support this feature, with the Xiaomi 18 Fold being a possible candidate for the initial rollout, although it is currently confirmed only for release in China. Google's Scam Detection uses on-device AI to analyze incoming calls for potential scams, aiming to enhance user security. The feature is still in beta and may have flaws, but improvements are expected as Google refines the technology.

AppWizard

August 31, 2026

The AI memory crunch has reached the apps on your phone

Google will implement new memory usage regulations for Android applications starting in February 2027, due to a global RAM shortage. Apps exceeding the set memory limits may be throttled, terminated, or face reduced visibility on the Play Store. The memory thresholds vary based on device specifications, with specific limits for foreground, background, and bitmap memory usage. Non-compliance will result in penalties affecting app distribution and visibility. The memory crisis is attributed to increased demand from the AI data center industry, leading to rising RAM costs. The new limits will first apply to Pixel devices with Android 17, and other manufacturers are expected to follow. Additionally, by April 2027, all apps on the Play Store must support zero-tap credential restoration for users transitioning to new devices.

Winsage

August 30, 2026

Windows 11 is accused of using AI to slow your PC, but it’s not what you think

Windows 11's privacy settings have caused confusion among users regarding the Text and image generation feature, leading to misconceptions that AI processes are actively running and draining system resources. Screenshots showing "zero" requests in the Recent activity section indicate that these features are not consuming RAM. The privacy page is intended to inform users about which applications can use on-device generative AI models, but it does not imply that these applications are currently using AI. The processing occurs on a specialized chip, ensuring that it does not burden the CPU, GPU, or standard RAM. Users can disable the feature by navigating to Settings > Privacy & security > Text and image generation. The terminology used in the operating system has contributed to misunderstandings, and the setting was enabled by default, which has led to skepticism among users due to Microsoft's history of implementing features without clear communication.

Winsage

August 20, 2026

Microsoft brings improved Windows 11 hardware monitoring with upgraded Task Manager

Microsoft released a guide to optimize internet bandwidth usage for Windows 11 update downloads, focusing on policy settings for network efficiency. Enhancements to Task Manager include new columns for monitoring NPU (Neural Processing Unit) and NPU Engine usage, allowing users to see which applications leverage the neural processor. Additional columns for NPU Dedicated Memory and NPU Shared Memory provide insights into memory consumption for AI workloads. Neural engines in GPUs will also be visible on the Performance page. An optional Isolation column has been added to help users evaluate AI workload management. Applications optimized for NPUs will show specific designations in Task Manager, while high CPU usage with idle NPU indicates underutilization of dedicated AI hardware. Users can activate new metrics by right-clicking on column headers in Task Manager.

AppWizard

August 18, 2026

Pixel Screenshots finally gets the missing organization tools it should have launched with

Google has updated the Pixel Screenshots app to version 1.26.281.05, introducing new organizational features that allow users to filter screenshots by date range and source app. The update enables users to filter screenshots using quick presets or custom selections, sort by source app, and combine multiple filters in a single search. A tooltip highlights the new filtering options, and a filter icon is available for easy access. The ability to filter by source app enhances the app's usability, making it a more effective organizational tool.

AppWizard

August 17, 2026

First Pixel and Samsung, now another brand could get Google’s Scam Detection

Recent findings indicate that Google’s Scam Detection feature may soon be available on vivo smartphones, making vivo the third Android manufacturer to adopt this technology, following Google and Samsung. The feature, which uses on-device AI to identify potential scams during phone calls, has recently been introduced on the Samsung Galaxy S26 series. A teardown of the Phone by Google app revealed internal references to the codename “Sharpie,” linked to Scam Detection, suggesting its upcoming availability on vivo devices. While it is unclear which vivo models will support this feature, speculation points to the vivo X500 series as the likely first recipient, with the X300 series possibly following. It remains uncertain whether vivo will integrate Scam Detection into its own dialer app or use the Phone by Google app. The technology enhances user awareness by monitoring for suspicious patterns during calls, such as requests for payment via gift cards, and provides alerts for potential scams, excluding calls from saved contacts. The anticipated expansion of Scam Detection to vivo reflects a growing trend among Android manufacturers to enhance user safety against scams.

Winsage

August 8, 2026

Google Chrome, Microsoft Edge could quietly download up to 20GB AI models on Windows 11

Microsoft Edge and Google Chrome are phasing out support for Manifest V2 extensions, affecting popular add-ons like uBlock Origin. Google Chrome can automatically download a 4GB AI model for local functionalities, requiring approximately 20GB of free disk space for the download. Microsoft Edge has established a similar 20GB minimum storage requirement for downloading local AI models, with additional specifications including Windows 10 or 11 and macOS 13.3 or later, at least 5.5GB of VRAM, and an unmetered network connection. Users can disable on-device AI features in Chrome, and Edge will automatically delete the AI model if available storage drops below 10GB.

Winsage

August 3, 2026

Microsoft finally has a Windows 11 upgrade everyone can get behind

Microsoft is focusing on enhancing Windows 11 by addressing fundamental improvements, as highlighted by CEO Satya Nadella during the fiscal 2026 fourth-quarter earnings call. The company is investing in maintaining high quality and fundamentals for the operating system, with ongoing efforts to fix user concerns. Enhancements include testing a movable taskbar, reducing RAM consumption, fixing memory leaks, improving slow startup times, and updating File Explorer and Windows Search. The introduction of the Low Latency Profile update aims to improve responsiveness in the Start menu and shell. Microsoft has also removed the Copilot branding from certain applications to streamline the user experience. This renewed focus follows a challenging year with problematic updates, including a mandatory update in June that caused boot failures and other issues, prompting an emergency update in July. Financially, Microsoft's More Personal Computing revenue declined by 4%, with Windows OEM and Devices revenue dropping by 7%.

Winsage

July 27, 2026

Microsoft lays out a buffet of Windows goodies for JavaScript Developers

Microsoft has introduced "dynamic projections" that allow developers using JavaScript and TypeScript to access Windows internals more easily. The Windows Runtime API (WinRT) projection for Node.js is currently in public preview, simplifying access to Windows features without introducing new capabilities. A new single Node runtime package, dynwinrt, enables developers to generate JavaScript wrappers and TypeScript declarations for Windows features, while the winappCli package offers a command-line interface for setup and sample code. This setup utilizes Windows Metadata (winmd) to dynamically list available Windows APIs, automatically updating wrappers or declarations when API metadata changes. Developers can access various Windows functionalities, excluding UI elements, and utilize local AI capabilities for tasks such as text generation and image manipulation. Microsoft’s developments aim to align with industry trends rather than enforce a proprietary ecosystem.