tasks

AppWizard
September 18, 2026
Google has released version 2.0 of Android Bench, which focuses on managing complex development tasks rather than minor adjustments. The new version evaluates tasks that may take engineers days or weeks to complete, such as adding features and building applications. A continuous scoring method has replaced the previous pass or fail system, assessing completion rates based on functionality, visual fidelity, and adherence to instructions. Various AI models have been tested, with GPT-6 Astra achieving a 28% pass rate, significantly lower than the previous scores around 90%. No model has achieved a 100% pass rate in porting cross-platform applications, with the best reaching 80%. AI performs better in writing new code than in refactoring existing code, facing challenges with architectural complexity and runtime validation. Android Bench utilized agents from model providers for evaluations and plans to incorporate various model combinations in future updates.
AppWizard
September 18, 2026
Google has launched Android Bench 2.0, a benchmark for evaluating large language models (LLMs) and AI agents on complex Android development tasks. This version focuses on long-horizon tasks (LHTs) that are more intricate than those assessed by the original benchmark. Key tasks include upgrading dependencies, adding major new features, and building Android apps from scratch. The new grading system uses continuous scoring instead of a binary pass-or-fail method, providing a more detailed performance evaluation. Currently, GPT-6 Astra leads the leaderboard with a 28% pass rate, followed by Gemini 3.8 Flash at 8%. Other evaluated models include Claude Fable 5.1, GPT-5.6 Sol, and Claude Opus 5. Google plans to expand the leaderboard with more models and results.
Winsage
September 17, 2026
Microsoft will hold a Windows event on October 7 in San Francisco, marking its first major dedicated Windows gathering in over two years. The event will feature CEO Satya Nadella, Windows and Surface chief Pavan Davuluri, and NVIDIA CEO Jensen Huang, focusing on the impact of local AI on personal computing. A highlight will be the Surface Laptop Ultra, designed to compete with the MacBook Pro, featuring a custom NVIDIA RTX Spark SoC, an NVIDIA Blackwell GPU, up to 128GB of RAM, and the ability to run complex AI models on-device. Microsoft has also introduced a Workload Profile Scheduling system for efficient task distribution across CPU cores and optimized its Prism emulation layer for legacy x86 applications on ARM systems. The event is not expected to announce Windows 12, as Microsoft will focus on enhancing Windows 11. Major hardware partners like Dell, Lenovo, and ASUS are also involved in the RTX Spark ecosystem.
AppWizard
September 17, 2026
Security researchers at Zimperium have identified a new strain of Android malware called RatHat, which is linked to threat actors from China and is designed to steal sensitive credentials and banking information. RatHat infiltrates devices through phishing sites, malvertising, and SMS phishing (smishing), tricking users into downloading malicious Android package kits (APKs). The malware uses a dropper to activate its payload, which is hidden in encrypted assets, and employs techniques to bypass Android's security measures. RatHat consists of three main components: a malicious Android application, a Go agent (liblocal-service.so), and an FRP client (libmedia_codec.so). The app collects sensitive information such as banking credentials, notifications, 2FA codes, OTP keys, and screen inputs. It features a generative AI user interface-automation engine that communicates in Mandarin and can perform various tasks like determining screen coordinates and issuing navigation commands. The Go agent acts as a command-and-control executor, executing commands to bypass app-level security and manage system-level tasks. The FRP client maintains a secure reverse tunnel to the attacker's server, allowing ongoing remote access to the device. The architecture of RatHat demonstrates the inadequacy of traditional mobile security measures against such advanced threats.
BetaBeacon
September 17, 2026
Dave the Diver, a popular game with a 96% positive review rating on Steam, has been released worldwide for mobile devices by Mintrocket studio. The game combines underwater exploration with sushi bar management, offering players a diverse gaming experience. The mobile version has revamped interface and optimized controls for touch screens, with in-game actions utilizing device capabilities. The game is available on both Android and iOS platforms globally, with a free initial part and full version priced at 699 rubles on the App Store and 899 rubles on Google Play.
Winsage
September 16, 2026
Microsoft will unveil its vision for the future of personal computing at an event in San Francisco on October 7 at 10 a.m. Pacific time, focusing on the role of on-device artificial intelligence in Windows and Surface hardware. Key figures including CEO Satya Nadella and NVIDIA CEO Jensen Huang will discuss innovations across Windows, NVIDIA RTX Spark, and the PC ecosystem. The RTX Spark platform, introduced earlier this year, features a system-on-a-chip with 128GB of memory, an NVIDIA GPU, and an Arm-based CPU for high-performance AI workloads. Microsoft has announced the Surface Laptop Ultra, built on the RTX Spark platform, but details on pricing and release dates are not yet available. The event will emphasize how local AI will shape the future of PCs, with a focus on hardware capable of running AI models directly on devices. Attendees can also expect enhancements to the Windows operating system, though a surprise announcement regarding Windows 12 is unlikely. The event will be streamed live, starting at 10 a.m. PT and 1 p.m. ET.
Winsage
September 16, 2026
At IFA, the Windows ecosystem showcased new PCs from various partners, including Acer, ASUS, Dell, Lenovo, MSI, AMD, and NVIDIA, highlighting their ability to meet diverse user needs. Acer introduced the sustainable Vero 16 laptop, while ASUS presented the ProArt P16 and P14 for creators. Dell unveiled the portable 14S laptop, and Lenovo expanded its Yoga portfolio with the Yoga Pro 9n for demanding tasks. MSI launched the Venture 15 AI+ B3M, balancing productivity and gaming. AMD announced support for Microsoft’s Project Zenith with its Ryzen AI Halo systems, and NVIDIA introduced tools for local AI on Windows. The event emphasized the collaboration among partners to deliver innovative technologies.
Winsage
September 15, 2026
Microsoft's Paint has been a popular tool since its launch in Windows 1.0 in 1985, with over 100 million monthly users reported in 2017. Paint 3D was introduced as part of Microsoft's vision for "3D for everyone," featuring tools like 3D Doodle, Brushes for 3D surfaces, Magic Select, and Mixed Reality Viewer. However, it struggled to resonate with users due to a cumbersome interface and a lack of necessity for 3D capabilities, leading to its deprecation in 2024. By 2021, Paint 3D was no longer preinstalled on new Windows 10 devices, and Microsoft shifted focus back to the original Paint, enhancing it with features like background removal and AI-driven tools. Despite its potential, Paint 3D failed to bridge the gap between casual users and professional 3D software, and an open-source approach could be a way to revitalize it.
AppWizard
September 14, 2026
Google has introduced Gemini, an AI-powered assistant in a recent update to Android Auto, but user reception has been mixed, with many expressing dissatisfaction. Users report issues such as incorrect responses to queries, sluggish response times compared to the previous Google Assistant, and feelings of insecurity while driving due to Gemini's inconsistencies. Specific complaints include poor navigation, difficulty locating gas stations, inadequate Spotify integration, and the absence of features like weather updates. While many users have faced challenges, some have shared positive experiences with Gemini. Google is aware of the issues and is working on fixes. Users can revert to the previous Google Assistant if they prefer.
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