Development

AppWizard
October 21, 2026
A mobile research prototype has been developed that integrates image processing, deep learning, and internet-connected hardware to provide personalized eyeglass style recommendations based on facial type. The system operates through an Android application that captures or selects a user’s photograph, enhances it, and sends it to a connected device for analysis using deep-learning algorithms. The analysis determines the user's face type and generates a list of suitable eyeglass styles. The process involves four key components: image acquisition, image enhancement, remote analysis, and recommendation presentation. The smartphone acts as the user interface while computational tasks are handled by the connected device. The study does not provide quantifiable results on the accuracy of face classification or the quality of recommendations, nor does it specify details about the neural network architecture, training datasets, or criteria for facial categories. There is also no information on the dataset's size or composition, methods for determining face types, or evidence of improvements in appearance or fit.
BetaBeacon
October 21, 2026
- Enthusiasts in the gaming community have released an unofficial Android port of Hades II based on the macOS version. - The Android port supports touch controls and external gamepads, showing decent performance even on less powerful devices. - Users have reported positive feedback on performance, with some achieving 30-50 frames per second on budget devices. - Some players have encountered issues such as black screens and control problems, but developers are actively working to address these. - The latest update, version 1.1-beta, has resolved some issues and optimized the game for a variety of hardware configurations. - Players need to have their own files from the macOS version of the game to play the Android port.
Winsage
October 21, 2026
Windows 10 allowed users to drag the taskbar to any screen edge, a feature missing in Windows 11, which initially frustrated users. Microsoft is currently testing a new right-click menu in Insider Preview Build 26340.9750 that enables users to reposition the taskbar without accessing the Settings menu. This menu includes buttons for moving the taskbar to the left, top, right, or bottom of the screen. Although the menu is available in the Experimental channel, it remains hidden from casual users and has not been officially announced. Testing confirmed that the taskbar can be moved smoothly between positions, although some minor inconsistencies with the Start menu were noted. The right-click menu concept has been in development for some time, as indicated by a previously deleted video from a Microsoft engineer. Users previously had to navigate through Settings to change the taskbar position, and while Microsoft reintroduced some movement capabilities, the process is still cumbersome. The auto-hide feature is only available when the taskbar is at the bottom, limiting customization options. Microsoft is also exploring additional features, including different taskbar positions per monitor and the potential return of drag-and-drop functionality.
AppWizard
October 21, 2026
A developer enhanced the user experience on his parents' Xiaomi TV by disabling 25 pre-installed packages, creating a home screen similar to that of an Apple TV. This effort is part of his open-source project, cleanyourtv, which is compatible with 107 TV models across 37 brands. The tools used allow users to deactivate apps without permanently deleting them, enabling easy restoration. The project has gained popularity, with thousands of users applying similar techniques, improving their TVs' performance and functionality. Users have reported freeing up memory and customizing their devices creatively, while concerns about privacy and data collection from smart TVs continue to be raised. The cleanyourtv repository is expanding with community contributions, reflecting a shift towards user control in smart technology.
Winsage
October 21, 2026
Microsoft's Quick Machine Recovery feature, integrated into Windows 11, is disabled by default for enterprise-managed devices due to a significant incident in July 2024 when a faulty security update caused many devices to be unable to boot. The feature identifies devices that fail to boot multiple times and connects to Windows Update via the Windows Recovery Environment (WinRE) to search for fixes. It is available in Windows 11 version 24H2 (build 26100.4700) and later, with default settings varying based on device management status: disabled for Enterprise/Education editions and domain-joined Pro editions, and enabled for Home and unmanaged Pro editions. Administrators can configure options such as enabling/disabling cloud repair, automatic repair, and setting remediation check frequencies. A test mode is available for devices in the Windows Insider Program. Additionally, starting October 13, 2026, Microsoft will implement restrictions on external storage devices formatted with ReFS, which will be audited by default, with enforcement beginning in January 2027. Users will need to transition data from ReFS to supported formats by this date. A registry and Group Policy setting named "RefsRemovableDeviceMountPolicy" will allow customization of this restriction.
AppWizard
October 21, 2026
Google plans to integrate its Gemini's Personal Intelligence into vehicles equipped with Android Auto, enhancing the driving experience by providing personalized assistance similar to that on Android phones. The feature will allow the AI to connect to Workspace apps, Gmail, Photos, and Search for tailored help, and can resume previous conversations, find restaurants, and provide directions. The rollout of Personal Intelligence for Android Auto will begin in the coming months, allowing users who have set it up on their phones to enjoy the same experience in their vehicles without additional configuration. Users can also set it up through the Gemini settings if they haven't done so already. Since its debut in January, Gemini's Personal Intelligence has been introduced across various platforms, offering intuitive and contextually relevant interactions, such as meal suggestions based on dietary restrictions and assistance with vehicle-related inquiries.
AppWizard
October 21, 2026
Google has integrated its Gemini AI with various Google applications to enhance the driving experience for users of Android Auto and vehicles with Google built-in. Gemini can access information from Gmail, Calendar, Maps, Photos, YouTube, and Search, allowing drivers to retrieve flight details, request directions, and navigate using visual data from photos. Major automotive manufacturers like Ford, GM, Honda, Nissan, Volvo, and Polestar are incorporating this technology into their latest models. Users must enable the Personal Intelligence setting for tailored responses, which will only work when the phone is connected to the vehicle. Essential functions like navigation, music playback, and calling remain operational without Personal Intelligence. The rollout of Personal Intelligence for Android Auto begins today, with support for vehicles with Google built-in expected in the coming months.
AppWizard
October 21, 2026
Google has released Android 17 QPR3 Beta 2, addressing 21 issues, including eight significant crash-and-reboot bugs. The update is available for various Pixel devices, including the Pixel 6a to Pixel 11 series, the Pixel Tablet, and the Pixel Fold. Notable fixes include resolving crashes during usage, unexpected shutdowns during WhatsApp video calls, and connectivity issues with cellular data, MMS, and hotspot services. Interface adjustments include corrections to the Internet tile in Quick Settings and the alignment of a pin icon in the share sheet. A new lock-screen setting requires users to unlock their device before changing Quick Settings tiles for Wi-Fi, Bluetooth, airplane mode, or mobile data. The stable version is anticipated in March 2027.
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