connection

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 acknowledged ongoing connection issues with its Always On VPN feature, which were initially reported as resolved in the October 2026 cumulative updates for Windows 11. However, these issues persist, particularly affecting users with automatic protocol selection using IKEv2 and SSTP. A service alert revealed that the bug was mistakenly marked as resolved and has since been changed to "Mitigated." Microsoft is working on a proper fix and has provided a temporary workaround for affected users by advising IT administrators to select a single tunneling protocol instead of automatic protocol selection. The September cumulative updates have also caused various other problems for users, prompting Microsoft to release emergency out-of-band updates to address critical issues.
Winsage
October 21, 2026
Windows Server 2025 introduced Quick Machine Recovery (QMR) in the October 2026 cumulative update to improve IT recovery processes during boot failures. QMR automates the detection of boot failures using the Windows Recovery Environment (WinRE) and can autonomously download and apply fixes via Windows Update. Organizations must manually enable QMR through Group Policy, as it is disabled by default. The feature enhances Windows Startup Repair with cloud-based remediation capabilities and requires a reliable network connection, supporting wired networks and WPA/WPA2 password-based Wi-Fi configurations.
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 20, 2026
The Android 17 QPR3 preview is set to launch in March 2027, with Beta 2 now available for Google Pixel devices. This update resolves various issues, including: - Intermittent device crashes and reboots during normal usage. - Persistent text in the Internet Quick Settings tile when mobile data is active without Wi-Fi. - Media output dialog failing to recognize the monochrome system theme with external audio devices. - Misalignment of pin icons next to pinned apps in the share sheet. - Unexpected API lint and source compatibility check errors from internal PublishedApi declarations. - Unexpected device shutdowns during WhatsApp video calls. - Overlapping lock screen notifications with UI elements causing stuttering animations. - Cellular data, MMS, and hotspot services failing on Dish Network. - Screen recording freezing after screen rotation. - Abnormally small rendering of system UI, fonts, and apps regardless of display size settings. - Display turning black and unresponsive after ending a phone call. - Terminal app failing to launch the Linux development environment virtual machine post-installation. - Wi-Fi Aware errors when establishing data paths after network request release. - Paired watches ringing after an incoming call is answered. - Airbnb app failing to connect when sending messages. - Misalignment of Bluetooth subtitle in Quick Settings. - Unexpected closure of the app drawer when switching keyboard languages. - Bluetooth pairing failures due to connection timeouts. - VoLTE, VoNR, and Wi-Fi calling unavailable on the IT&E network. - High idle battery drain from motion sensors remaining active post Face Unlock or camera use. - Wi-Fi Calling unavailable on the OXIO network. Users can report issues via the Android Beta Feedback app or the Android Beta community on Reddit. System images for Android 17 QPR3 Beta 2 are available for various Pixel devices, and interested users can join the Android Beta Program for an on-device OTA experience.
Winsage
October 20, 2026
Windows 98 SE now has experimental support for USB4 and Thunderbolt 3/4 through the xHCI98 v3.0.0.0 driver developed by Yeo Kheng Meng. This driver enables the use of generic USB 3.x, USB4, and Thunderbolt host controllers on legacy operating systems like Windows 98 SE, ME, 2000, XP, Vista, and 7. It allows connections for USB storage devices, replaces native USB drivers, and supports USB 1.1, 2.0, SuperSpeed devices, UAS storage, and Thunderbolt docks and NVMe enclosures. Meng utilized AI tools for development and primarily tested the driver on Intel hardware, while advising users to be cautious of potential bugs. He also provides guidance on hardware compatibility, installation methods, and updates.
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 20, 2026
Microsoft has acknowledged that the Windows Server security updates released on October 13, 2026, may disrupt Exchange Server email services, affecting on-premises systems running Exchange Server 2016, 2019, and the Subscription Edition. The disruptions can include blocked webmail access and undelivered messages. Microsoft has identified four specific Windows updates linked to these issues: KB5126646 for Windows Server 2025, KB5126655 for Windows Server 2022, KB5126651 for Windows Server 2019, and KB5126868 for Windows Server 2016. Symptoms may include inability to log into Outlook on the web, messages stuck in the Outbox, increased mail queues, and failed mailbox access. A critical error to monitor is MapiExceptionMdbOffline, and affected systems may log Event ID 1006. The October updates introduced a default limit of 512 simultaneous Endpoint Lookup calls, which can be exceeded under heavy Exchange workloads. Microsoft has provided a registry workaround to increase this limit and suggests monitoring for recurring failures. The disruption coincides with the end of the final paid update period for Exchange 2016 and 2019, with future updates limited to the Subscription Edition.
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