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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.
Winsage
October 21, 2026
Microsoft has introduced a Quick Machine Recovery (QMR) feature for IT administrators managing Windows Server 2025, enabling quick recovery from boot failures after the October 2026 security update without physical access to systems. When activated, QMR boots the system into the Windows Recovery Environment (WinRE) to troubleshoot issues, collecting crash data for remote assistance from Microsoft. Cloud remediation is disabled by default but can be enabled through Group Policy. Administrators can disable QMR by turning off 'Enable Cloud Remediation' and 'Enable Auto Remediation.' QMR was initially introduced in November 2024 as part of the Windows Resiliency Initiative and began testing in March 2025, with improvements made by November 2025.
Winsage
October 20, 2026
The October 2026 update to Windows 11 introduces a Bluetooth enhancement that reduces connection times for AirPods by up to 15 seconds. This update also aims to improve Bluetooth reliability, with features such as accurate status reporting for connected devices, volume adjustments during calls triggering the volume flyout, and resolution of a bug that kept the Bluetooth radio active when toggled off. Improved microphone compatibility and enhanced audio quality are also expected. Users can check for the update by navigating to Settings > System > About, looking for build numbers 26300.9711, 26200.9711, or 26100.9711 or higher. The rollout may take several weeks for all users.
Winsage
October 19, 2026
A reading of 91% RAM usage in Task Manager does not necessarily indicate that a PC is short on memory. Microsoft’s RAMMap tool provides a detailed breakdown of memory usage into categories such as Active, Standby, Modified, and Free memory. Task Manager presents a single total for memory usage, which can be misleading. An 8GB PC may show 7.1GB used out of 7.8GB without detailing the composition of that figure. Windows retains recently used app data in Standby, allowing for quick access, which means Standby memory is counted as Available. RAMMap categorizes memory usage as follows: - Active: Memory currently utilized by applications and system processes. - Standby: Cached pages that can be reclaimed by Windows. - Modified: Pages that have been altered and need to be written to storage. - Free and Zeroed: Pages ready for reuse. In a test, RAMMap showed 6.96GiB Active, 580MiB Standby, 263MiB Modified, and approximately 36MiB of Free plus Zeroed memory. Task Manager reported 685MB Available, mostly from cached memory. Committed refers to virtual memory allocated to applications, while Compressed indicates memory reduced in size by Windows. Resource Monitor offers a built-in view of memory usage. Emptying the Standby list using RAMMap reallocates memory rather than creating it, as shown in a scenario where Standby memory decreased from 996MiB to 258MiB, but Task Manager’s Available figure dropped from 1.32GB to 921MB. If Available memory consistently diminishes and the PC lags, adding more RAM may be necessary. Windows counts Standby memory as Available because it can be reclaimed quickly. RAM cleaner apps do not effectively increase Available memory, as Windows rebuilds the cache from the drive. Committed in Task Manager does not mean RAM in use; it refers to virtual memory allocated to applications.
AppWizard
October 18, 2026
A developer named Gathin has created tv-vibehack, a free and open-source tool for Android TV users that removes unwanted advertisements and preloaded applications. The tool operates over Wi-Fi and allows users to customize their home screens to resemble an Apple TV interface without rooting or physical connections. It can identify and debloat various TV models, such as Xiaomi, Redmi, TCL, Hisense, Sony, OnePlus, Realme, and Nvidia Shield, but does not support Samsung, LG, or Amazon Fire TV. The process takes about 15 minutes and includes a custom launcher with features like a sleek black background, a dock for favorite apps, and a drifting clock screensaver. Users must enable USB debugging and trust their computer to initiate the debloating process, which is facilitated by a coding assistant. While the tool does not root or permanently delete anything, users are advised to back up data and review documentation carefully, as disabling critical packages may disrupt essential features.
AppWizard
October 17, 2026
Flesh Grinding is a labor simulator game set to release in the fourth quarter of 2026, where players process grotesque chunks of flesh into minced products while managing time and resources to meet daily quotas. The gameplay involves integrating machines to optimize workflow and produce potions for IV drips, reflecting real-life work experiences and the pursuit of efficiency. The game explores themes of productivity and burnout, drawing parallels to the struggles faced in various careers. It features unsettling imagery and serves as a commentary on the societal expectations surrounding work and compensation.
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