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Google researcher explains why Windows NT "puts Linux to shame," and imagines an alternate history where it won
Winsage
September 27, 2026

Google researcher explains why Windows NT “puts Linux to shame,” and imagines an alternate history where it won

Laurie Kirk, a Google researcher and former Microsoft reverse engineer, argues that the Windows NT kernel is superior to Linux in several aspects, particularly in its architecture for managing resources and access permissions. She emphasizes that her critique focuses on the system architecture rather than the user interface of Windows 11. Kirk raises concerns about Linux's suitability for AI agents due to its complex security model, while praising NT's object-based design and security framework. She speculates on an alternate history where Microsoft had created an "Open NT," allowing for customizable components, but acknowledges the challenges of maintaining forks in operating systems. Critics of NT highlight its performance and reliability issues, while Linux's open-source nature has contributed to its dominance in servers and cloud computing. Kirk suggests that future operating systems may need to balance the defined resource types of NT with the flexibility of Linux, especially as AI technology evolves.
Ando wants to take on Slack with a team messaging app that lets humans and agents work together
AppWizard
September 24, 2026

Ando wants to take on Slack with a team messaging app that lets humans and agents work together

In 2025, Sara Du identified challenges in integrating AI agents within communication platforms like Slack while assisting companies with MCP servers. She criticized the design of these platforms for treating AI agents as separate applications rather than team participants. Du proposed a solution to eliminate intermediaries between AI agents and teams, envisioning a system where agents could engage directly in conversations, understand decisions, ask questions, and autonomously notify humans when necessary. Du's startup, Ando, launched as a messaging platform that allows both human and AI workers to communicate seamlessly, featuring channels, direct messages, and live calls. Ando has raised a million in pre-seed and seed funding from firms like Accel and Index Ventures. Despite existing competition from platforms like Slack and Microsoft, Du sees potential for Ando to disrupt the market by focusing on AI agent integration. Currently, Ando works with clients in software, real estate, and finance across 15 countries, primarily small teams, and aims to expand its capabilities with the new funding.
Qualcomm's New Mobile Chip Could Make 2027 Android Phones Better At Gaming And On-Device AI
BetaBeacon
September 24, 2026

Qualcomm’s New Mobile Chip Could Make 2027 Android Phones Better At Gaming And On-Device AI

The Snapdragon 8 Elite Gen 6 chips can process more AI features on the phone itself, making responses quicker and keeping more data on the device. The Extreme chip's AI processor has 50% more memory to handle tasks independently, and the graphics chip includes AI-dedicated cores for gaming. The chip allows for 8K video recording at 60 frames per second and 4K slow motion at 240 frames per second. Manufacturers have the option to choose between the Extreme chip for advanced features or a standard chip for more budget-friendly smartphones.
Google’s Android Bench 2.0 tests AI agents on week-long app builds
AppWizard
September 19, 2026

Google’s Android Bench 2.0 tests AI agents on week-long app builds

Google has launched Android Bench 2.0, an upgraded benchmark for evaluating AI coding agents, which now includes 30 long-horizon tasks that can take human engineers days or weeks to complete. The best pass rate for these tasks is around 28%, down from approximately 91% in the previous version. The benchmark measures both pass rates and completion rates, acknowledging partial progress rather than just failures. It assesses various challenges, including app creation and feature integration, using a comprehensive scoring methodology that evaluates functionality, regression checks, and visual fidelity. AI models perform better with new code than with modifications to existing systems, facing challenges in runtime validation and cross-platform conversions. The current leaderboard shows OpenAI’s GPT-6 Astra leading with a 28% pass rate, while Gemini 3.8 Flash has an 8% pass rate. Developers using AI agents should be aware that while AI can generate significant portions of applications, further refinements will require human input. The benchmark is available on Google’s Android Bench leaderboard.
Best Antivirus for Windows 2026: 5 to Install, 1 to Avoid
Tech Optimizer
September 16, 2026

Best Antivirus for Windows 2026: 5 to Install, 1 to Avoid

Windows is the only desktop platform where antivirus software is essential. Microsoft has patched many vulnerabilities, but the OS still allows installations from unverified sources and connects to potentially untrustworthy networks. As of 2026, the top antivirus solutions for Windows include: - Norton 360: Best overall, with a full scan time of 13 minutes and 22 seconds, robust firewall, and up to 250 GB cloud backup. - Bitdefender: Best for older PCs, maintaining peak CPU usage at 11% and memory at 183 MB during scans. - Avast One: Best free option for Windows 11, achieving a perfect score in AV-TEST. - NordVPN Threat Protection Pro: Best for VPN users, blocking 90% of malware. - McAfee+: Best for households with multiple devices, offering unlimited coverage but is the slowest scanner. - Microsoft Defender: Best free option included with Windows, awarded Top Product by AV-TEST. Norton 360 has a 99.8% detection rate and offers a 60-day refund window. Bitdefender also has a 99.8% detection rate with low resource usage. Avast's free version is effective, while NordVPN provides integrated malware protection for existing VPN users. McAfee is suitable for large households but has slower performance. Microsoft Defender is adequate for single users practicing safe browsing but lacks multi-device support. Kaspersky is unavailable in the U.S. due to supply chain concerns.
AI Is Changing Antivirus From File Matching to Behaviour-Based Malware Detection
Tech Optimizer
September 15, 2026

AI Is Changing Antivirus From File Matching to Behaviour-Based Malware Detection

Artificial intelligence is transforming malware detection by moving away from traditional file signature reliance to analyzing program actions. Antivirus software previously used signatures to identify known threats, but the rapid emergence of over 450,000 new malware samples daily complicates this method. Attackers now employ techniques like repacking and encryption to evade detection, prompting the need for machine-learning and behavioral techniques for better protection. Modern detection systems assess multiple characteristics of executable files, including their behavior, to identify potential threats, even if they lack recognized signatures. Microsoft's Project Ire exemplifies advanced detection capabilities, functioning as an automated malware analyst that evaluates unknown binaries based on their behavior. Additionally, modern endpoint-security products leverage cloud systems to analyze data from multiple devices, enhancing threat detection through shared intelligence. However, AI detection can still produce false positives and is susceptible to manipulation by attackers. Therefore, effective security systems require a combination of traditional measures, behavioral monitoring, machine learning, and human analysis to navigate complex threats.
Venture builder Improbable backs AI business messaging app with $10M
AppWizard
September 10, 2026

Venture builder Improbable backs AI business messaging app with $10M

Improbable, a UK tech company, has launched an AI messaging application called Bolter to improve business processes, following a significant investment from the company. Founded in 2012, Improbable has shifted focus from gaming to becoming a venture builder, introducing Bolter as its third product in 2023, after the blockchain solution Somnia and the AI tool Kallikor. Bolter enables non-technical users to automate tasks using plain text and features AI agents that collaborate on task planning and delegation. It routes requests to the most suitable AI model and emphasizes European sovereignty in developing messaging platforms to compete with US tech firms. Improbable's CEO, Herman Narula, acknowledges the competitive landscape but believes in the value of their mixed human and AI agent approach.
Microsoft Now Lets AI Build Native WinUI 3 Apps for Windows 11 in Under 30 Minutes
Winsage
September 6, 2026

Microsoft Now Lets AI Build Native WinUI 3 Apps for Windows 11 in Under 30 Minutes

Microsoft has released a quick-start guide for developers to create native WinUI 3 applications for Windows 11 in about 30 minutes, using tools like VS Code, .NET 10, GitHub Copilot's free tier, and Microsoft's winapp CLI, without requiring Visual Studio. The guide details project scaffolding, AI integration for features, testing, and packaging as an MSIX installer. The AI agent, winui-dev, is a specialized plugin for WinUI tasks, and developers are encouraged to connect it to the Learn MCP server for updated documentation. This initiative aims to move developers away from web wrappers and Electron-style applications, which use more RAM. Microsoft announced at the Build 2026 conference that "3" will be removed from WinUI's name, reinforcing its long-term stability. WinUI 3 is being integrated into Windows 11 components, although some apps still use WebView2 technology, which consumes more RAM than native options.
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