on-device processing

AppWizard
March 11, 2026
Meta has introduced a Safe Browsing feature in Messenger to protect users from harmful links in direct messages, responding to the rise in online scams. The FBI projects online fraud losses in the U.S. to exceed billions from 2020 to 2024, with over a billion expected in 2024 alone. The Safe Browsing feature, launched in October, warns users about malicious links in encrypted messages. Meta has also launched an Advanced Browsing Protection setting that uses a constantly updated database of harmful websites, enhancing user security by combining on-device processing with external data retrieval. This system alerts Messenger users about potential threats before they click on links, allowing them to assess the safety of the links.
Winsage
February 20, 2026
Microsoft is integrating its AI assistant, Copilot, into the Windows 11 ecosystem, allowing users to access AI capabilities directly through familiar interfaces. Users can invoke Copilot agents by pressing the @ key in the taskbar search, enabling tasks like document summarization and research initiation without switching contexts. A "Researcher" agent can handle inquiries and provide comprehensive reports, enhancing productivity for knowledge workers. In File Explorer, a new Copilot icon allows users to summarize documents and extract insights without opening applications, improving efficiency with common file formats like Word and PDF. These features are available to Windows 11 users with Microsoft 365 Work or School accounts who have been granted access by their organizations. Copilot+ PC owners will benefit from additional functionalities such as voice transcription and contextual screenshotting, enabled by the Neural Processing Unit (NPU) in newer AI PC designs. Microsoft aims to position Copilot where work naturally occurs, but adoption remains low, with only 3.3% of users subscribing to premium tiers. The integration raises governance and privacy considerations for IT leaders, as it must comply with existing frameworks like Microsoft Purview. Best practices suggest piloting Copilot features with select users and implementing data loss prevention rules. Overall, the integration of Copilot into Windows 11 is designed to save users time and enhance productivity while maintaining organizational security.
AppWizard
February 11, 2026
Google is enhancing Gemini AI on Android to enable it to control apps directly, allowing it to perform tasks within applications rather than just responding to inquiries. This includes capabilities such as opening apps, performing in-app actions, navigating interfaces, and completing tasks using natural language commands. If implemented, this feature could significantly transform the Android user experience by facilitating faster multitasking, reducing screen interaction, and providing smarter automation. Privacy measures will include strict permission-based access and on-device processing for sensitive tasks. The feature may launch in a future Android 16 update or alongside upcoming Pixel feature drops, likely starting with Pixel devices before expanding to other Android smartphones.
Winsage
December 8, 2025
A script named "RemoveWindowsAI," hosted on GitHub by developer zoicware, allows users to disable or remove AI features in Windows 11, such as Copilot and Recall. It modifies registry keys, removes AppX packages, and installs a custom update package to prevent reinstallation. The tool supports Windows 11 versions starting from 25H2 and includes options for user interaction and backups. Interest in the script increased significantly after a post on X, leading to over 12,000 likes and 300,000 views. The repository has received 938 stars and 25 forks. Microsoft has integrated AI features into Windows 11 but faces user concerns regarding privacy and performance, with some users expressing dissatisfaction over resource consumption and data harvesting.
Winsage
November 24, 2025
Dell has introduced the Pro Max 16 Plus, the first mobile workstation with an enterprise-grade discrete NPU, the Qualcomm AI 100 PC Inference Card, featuring 64GB of dedicated AI memory and dual NPUs. It is powered by Intel Core Ultra processors, with options up to Ultra 9 285HX, supports memory configurations up to 256GB CAMM2 at 7200MT/s, and offers GPU options including the NVIDIA RTX PRO 5000 Blackwell with 24GB VRAM. The device has a maximum storage capacity of 12TB with RAID support. The validated Ubuntu 24.04 LTS version is available now, while the Windows 11 version is expected to ship in early 2026. Key specifications include a 16" UHD+ OLED touch display, a 96 Wh battery, 1080p HDR camera, multiple USB and Thunderbolt ports, and a weight of 5.63 lb (2.55 kg). The starting price is ,329.
Winsage
November 13, 2025
Microsoft's Windows chief, Pavan Davuluri, introduced the concept of an "agentic" operating system, which aims to integrate applications, cloud services, and devices for a more autonomous user experience. This vision has generated skepticism among users, who fear it may lead to intrusive AI interactions. The term "agentic" refers to systems capable of performing multi-step tasks on behalf of users, potentially enhancing integration with file systems, notifications, and cloud services. However, past experiences with intrusive advertisements and privacy concerns have led to a trust deficit among users. The introduction of such systems raises privacy and security issues, prompting regulatory scrutiny and calls for explicit permissions, human confirmation for significant actions, and robust local processing. Hardware manufacturers are investing in AI PCs to support these developments, while developers will have access to new APIs for application integration. Microsoft faces a messaging challenge in promoting this vision, needing to demonstrate clear benefits and prioritize user agency to alleviate concerns.
Winsage
November 1, 2025
Microsoft is introducing Ask Copilot in the Taskbar, an optional feature currently being rolled out to Windows Insiders in the Dev and Beta Channels with Preview Build 26220.7051 (KB5067115). Ask Copilot aims to enhance user experience by transforming the taskbar into a hub for accessing Copilot Voice and Vision, alongside an upgraded Windows Search. It combines functionalities of Windows Search and introduces semantic understanding for more intuitive interactions. The interface replaces the standard Windows Search bar and includes buttons for Copilot Vision and Voice, facilitating access to these features. Ask Copilot can search for files, applications, and settings using Windows’ existing Search indexing system, ensuring user privacy by not accessing personal files during searches. When users ask about changing settings in natural language, an Ask Copilot tag appears, redirecting them to the Copilot app, as it currently does not execute commands directly. The Copilot Vision and Voice features merely redirect users to the Copilot app, indicating further development is needed. Windows Search remains intact and will coexist with Ask Copilot. Ask Copilot is disabled by default and can be enabled in Settings. There is no timeline for a broader rollout to the general public, as it is currently available only to insiders.
Search