quality

AppWizard
October 13, 2026
Google has expanded its Certified Refurbished program in the U.S. to include the Pixel 9 series, which consists of the Pixel 9, Pixel 9 Pro, and Pixel 9 Pro XL. The Pixel 9 is priced at 9, while the Pixel 9 Pro and Pro XL are priced at 9 and 9, respectively. Each refurbished device undergoes rigorous quality checks, uses genuine replacement parts, and comes with a one-year warranty. Buyers receive a complimentary six-month subscription to Google AI Plus, which includes 2TB of cloud storage. The base Pixel 9 may be out of stock, but the Pixel 9 Pro and Pro XL are available for purchase. The refurbished Pixel 9 series offers savings of approximately 0 compared to the original launch price. Each device undergoes a multi-point inspection evaluating critical components, and only genuine parts are used for repairs.
Winsage
October 12, 2026
Microsoft has reminded IT administrators about the expiration of certificates that enable trusted connections between Windows devices and Windows Update servers, set to expire in May and June of 2027. Devices without replacement certificates by these deadlines may lose access to Windows Update services. Most supported Windows devices will receive new certificates automatically through security updates, but older or infrequently updated systems may require manual intervention. Organizations that do not update their devices risk losing access to critical updates, particularly unsupported Windows versions that will not receive necessary certificate updates. IT teams should audit device inventories and ensure compliance with updates, as systems on supported versions will obtain replacement certificates seamlessly. Upgrading unsupported systems is essential, and organizations are encouraged to conduct audits and expedite upgrade projects to avoid losing access to Windows Update.
Winsage
October 12, 2026
Windows 11 version 24H2 for Home and Pro systems will stop receiving security updates on October 13, 2026. After this date, these editions will not receive any updates or technical support, although they will still boot. Windows 11 Enterprise, Education, IoT Enterprise, and Enterprise multi-session editions will continue to receive support until October 12, 2027. Organizations are advised to verify their systems' versions and editions, especially for those without endpoint management systems. Windows 11 25H2 and 26H2 are available as upgrade options, with 25H2 supported until October 12, 2027, and 26H2 supported until October 10, 2028, for Home and Pro editions. The rollout of 26H2 will be phased, and safeguard holds may be implemented if compatibility issues are detected. Unmanaged Home and Pro devices on 24H2 will automatically receive 25H2, while managed devices may require IT intervention. Regular monitoring and proactive management of Windows versions are necessary to ensure compliance and avoid future deadlines.
Winsage
October 11, 2026
Microsoft is planning a significant transformation of Windows 11, focusing on modernizing its user interface and legacy features while addressing diverse user preferences. The new Windows Search capabilities allow users to perform actions like toggling settings directly from search results, which has led to discussions about the relevance of the Start menu. Diego Baca, Vice President of Design at Windows, emphasized the challenge of designing for over a billion users while aiming to improve performance and customization. The Recommended/Recent section of the Start menu has received mixed feedback, with many users expressing discontent despite Microsoft viewing it as a valuable feature intended to enhance productivity. Scenarios for its use include displaying missed meeting recordings and suggesting frequently used apps. In March 2026, Microsoft acknowledged past oversights with Windows and committed to revitalizing the operating system, aiming to modernize interfaces and integrate more WinUI-based features. The company plans to deliver 100% native applications on the platform and is focused on providing greater customization options for users.
AppWizard
October 11, 2026
A research team from Turkey, led by Erdal Başaran and Ömer Okucu of Ağrı İbrahim Çeçen University, along with Yusuf Alaca from Hitit University, has developed an innovative detection framework for Android malware that utilizes a visual approach. This framework transforms key features of Android applications into images, allowing a Vision Transformer to differentiate between benign software and malware. The researchers created two types of images from static and dynamic analysis features: a conventional 2D grayscale image and a QR code image. Separate Vision Transformer models were trained on each image type, and spatial pooling features were extracted from deeper layers to create a comprehensive representation of application behavior. To refine the fused feature vector, Recursive Feature Elimination (RFE) was employed, enhancing classification clarity and reducing computational load. The final classification utilized a majority-voting ensemble strategy, achieving a detection accuracy of 98.72 percent, surpassing standalone models. The study demonstrates that the multimodal system outperforms individual grayscale or QR code pathways. The dataset used is publicly available, promoting reproducibility. The framework's reliance on static and dynamic analysis features allows it to adapt to new threats, and the novel QR code representation offers distinctive visual signatures of malicious behavior. However, challenges remain regarding feature extraction quality and computational demands.
Winsage
October 10, 2026
Windows 7 was released in 2009 and has received positive reviews for nearly two decades. A performance evaluation was conducted by installing Windows 7 on a modern PC and testing it against Windows 11 across ten games, including eight DirectX 11 titles and two DirectX 9 titles. In the game Metro 2033 Redux, Windows 11 achieved a higher average frame rate, but Windows 7 had better handling of CPU-related performance drops, resulting in stronger 1% lows. In Batman: Arkham Origins, Windows 7 outperformed Windows 11 in both average frame rate and 1% lows at 1080p and 4K. For Batman: Arkham Knight, Windows 7 showed higher performance when CPU-limited at 1080p, while Windows 11 led in GPU-limited scenarios at 1440p and 4K. In Batman: Arkham City, Windows 11 had the advantage across all resolutions as the game was GPU-bound. In The Witcher 3: Wild Hunt, Windows 7 outperformed Windows 11 in 1% lows at 1080p, but Windows 11 took the lead at higher resolutions. Control showed Windows 11 outperforming Windows 7 across all resolutions due to GPU optimizations. Hitman: Absolution also favored Windows 11 in GPU-limited scenarios. For DirectX 9 games, Windows 7 demonstrated significant advantages in average frame rate and 1% lows in Batman: Arkham Asylum, especially at lower resolutions, while performance in Borderlands 2 was nearly identical across both operating systems at 4K. Overall, Windows 7 excels in CPU-limited scenarios, while Windows 11 performs better in GPU-bound situations, aided by advanced graphics drivers. Microsoft’s ongoing efforts aim to improve Windows 11's performance and reliability.
AppWizard
October 10, 2026
The Zonko Android 16 Tablet is currently available at Walmart for under 0 during a limited-time Flash deal, including an accessory bundle. It features a 10-inch display with a resolution of 1280×800 HD, dual speakers, and a dual-camera setup with an 8MP front camera and a 13MP rear camera. The tablet runs on the Android 16 operating system, has 12GB of RAM, and 64GB of storage, expandable up to 512GB. It is equipped with a 6000mAh battery that lasts between 32 to 48 hours, and offers dual-band 2.4G/5G WiFi. The purchase includes a Bluetooth keyboard, mouse, stylus pen, screen protector, protective case, and charger. The device supports Google Mobile Services and comes with parental controls. However, it has received only a few reviews and does not support downloading Apple apps, except for Apple TV or Apple Music.
Winsage
October 9, 2026
Microsoft has transitioned its Execution Containers capability into general availability, creating a secure environment for AI agents on Windows 11. Nvidia's CEO praised Microsoft's MXC architecture as a revolutionary foundation for application development. Organizations are increasingly relying on managed service providers to navigate AI tools. The general availability of Microsoft Execution Containers allows organizations to define access for AI agents, with real-time policy enforcement. The open-source MXC library integrates across Windows, macOS, and Linux, helping manage agent interactions and mitigate risks. Microsoft is enhancing the Copilot experience with hybrid intelligence features and revamping Windows Search for better performance. Preorders for new Copilot+ PCs powered by Nvidia's RTX Spark technology are open, with shipments starting on October 16. Device partners like Dell, HP, and Lenovo are also launching AI PCs on the same date. Later this year, Dell and HP will introduce Nvidia’s DGX Station technology to enable local running of frontier-class AI models on Windows devices.
AppWizard
October 9, 2026
Bitdefender researchers have identified a malware campaign called Midnight Mimosa that can be embedded in the software of low-cost Android devices before sale. This malware operates stealthily, allowing it to install and remove applications without user knowledge, generate fraudulent advertising activity, and convert devices into residential-proxy relay nodes for a botnet. It has been found on MediaTek-based, white-label devices marketed under misleading names. Users should be cautious of suspiciously cheap devices and look for signs of infection, such as unexplained ads, unfamiliar apps, sudden battery drain, and discrepancies in model names. Standard uninstallation or factory resets may not remove this malware, and users are advised to update their devices, review app lists, and contact sellers for refunds or replacements if they suspect infection. Mobile protection solutions can help monitor app behavior and alert users to potential threats.
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