Windows 11 is introducing dark mode support for various applications and features, including file-operation dialogs and the Hyper-V Manager tool. Recent updates have applied dark mode to several key dialogs within Hyper-V Manager, such as the New Virtual Machine, Export Virtual Machine, Import Virtual Machine, New Virtual Hard Disk, Edit Virtual Hard Disk, and the virtual machine settings page. The Virtual Switch Manager and Virtual SAN Manager also now support dark mode. These features are currently available in Windows Server and Windows 11 preview builds but are not yet in the production channel. Hyper-V Manager allows users to choose between light and dark themes, although switching requires a restart of the application. Microsoft plans to extend dark mode to more legacy areas of Windows and is working on rebuilding certain dialogs using WinUI, with dark mode support already appearing in preview builds for various components.
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.
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.
Google has updated the search bar on the home screen of its Android app in version 17.65.17, introducing a new "plus" button for easier access to file uploads and AI tools. The redesigned search bar is slimmer with a white background, a border, and a shadow effect. The plus icon on the left allows users to attach images or files, create visuals with Nano Banana, or switch models in AI Mode, while the microphone and Google Lens icons remain on the right. The two shortcut buttons beneath the search bar now have text labels: "Create" for Nano Banana and "Talk" for Search Live, improving usability. The update is being rolled out broadly, but no specific timeline has been provided for when users in the UAE will receive it. Users need to update the app to version 17.65.17 to access the new search bar, and the plus button does not add new features but provides quicker access to existing ones.
LDPlayer, MuMu Player, and NoxPlayer are BlueStacks alternatives that are popular among users. LDPlayer and MuMu Player each have roughly 22,200 monthly searches in the US, putting them on par with BlueStacks in search demand. NoxPlayer trails with around 2,400 monthly searches. LDPlayer is marketed towards gamers who want multi-instance farming for mobile RPGs, MuMu Player boasts a newer Android core and high-refresh gaming modes, and NoxPlayer is known for its automation and scripting tools. LDPlayer's latest version is LDPlayer 14, MuMu Player is on version 6.0, and NoxPlayer is still on Android 7. LDPlayer has no native macOS build, MuMu Player has official Windows and macOS installers, and NoxPlayer's macOS build may need to be checked for update recency.
Nivalis Nights combines storytelling and shop simulation with relationship dynamics, allowing players to interact with characters in ways that shape four attitudes: friendly, combative, romantic, and savvy. The dialogue options do not provide clear indicators, leading to ambiguous interactions that can result in unintended outcomes, such as offending a character or flirting unintentionally. Some characters hint at potential romantic paths, while others are less clear about their intentions. Lead writer Thomas Welsh notes that this design choice intentionally diverges from traditional romance systems in games, which often use clear markers to guide players. The lack of tone markers in dialogue requires players to interpret their interactions, resulting in varied experiences where relationships may develop unexpectedly or remain platonic.
Microsoft is transforming Windows 11 Search to improve user experience by enhancing performance, reducing memory consumption, and streamlining the interface. The redesign is currently being rolled out to Windows Insiders for feedback before a broader launch. Key changes include a new architecture using WinUI 3, which improves performance and memory efficiency, and a simplified interface that merges results into a cohesive list. The updated Search will better understand user intent, support typos and synonyms, and include features such as inline previews and expanded file information. Users will also be able to execute common Windows tasks directly through the Search interface, such as switching to dark mode or turning on Bluetooth.
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.
