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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.
We finally know how Windows XP’s infamous FCKGW product key ended up everywhere
Winsage
September 19, 2026

We finally know how Windows XP’s infamous FCKGW product key ended up everywhere

Windows XP was released in two versions: Retail for individual consumers and Volume for Microsoft's partners and OEMs. The product key FCKGW-RHQQ2-YXRKT-8TG6W-2B7Q8 became widely recognized due to a potential leak by an insider at a major OEM, which was then spread by the pirate group Devils0wn. The Volume version's activation system required a unique key, but the FCKGW key was incompatible with the standard installation CD. To verify the legitimacy of Volume discs, the activation system searched for a secret 10MB binary blob exclusive to the Volume media. Microsoft blacklisted the FCKGW key with Service Pack 1 and implemented further security measures with Service Pack 2, restricting access to certain updates. Contrary to prior beliefs, the key's functionality was not due to a simple key generation algorithm but was designed by skilled engineers.
Retired Microsoft Engineer details the story about the famous leaked FCKGW Windows XP key — copy protection used 10MB of encrypted Microsoft Bob for validation
Winsage
September 17, 2026

Retired Microsoft Engineer details the story about the famous leaked FCKGW Windows XP key — copy protection used 10MB of encrypted Microsoft Bob for validation

The most recognized Windows XP product key is FCKGW-RHQQ2-YXRKT-8TG6W-2B7Q8. Windows XP was released in two formats: Retail for consumers and Volume for Microsoft partners and OEMs. The Volume discs were not intended for the general public and were designed for mass installations without individual activation. The final CD version, Release to Manufacturing (RTM), was completed on August 24, 2001, two months before the official launch on October 25. A leak of the Volume image and its Volume License Key (VLK) is believed to have originated from a major OEM, possibly Dell or Intel, which was exploited by the pirate group Devils0wn, allowing broader access to Windows XP.
Microsoft explained why Windows 11 dropped these Windows 10 features
Winsage
September 17, 2026

Microsoft explained why Windows 11 dropped these Windows 10 features

Windows 11 was released in 2021 and received mixed reactions, with users noting the removal of several familiar features from Windows 10. The taskbar was locked in place, preventing repositioning, and the ability to drag files onto taskbar applications was initially absent but restored within a year. The Start menu lost flexible resizing options, and Microsoft faced challenges in transferring established features due to the new framework. By 2026, Microsoft announced changes allowing users to relocate the taskbar, responding to user demand. The Start menu remained less flexible than its predecessor, leading to user frustration. Microsoft acknowledged the need for a movable taskbar, which was implemented in a preview by May 2026, coinciding with the September 2026 Patch Tuesday update. The integration of AI into development processes has accelerated feature implementation, but also introduced new stability issues.
Ex-MS engineer reveals the story behind the infamous 'FCKGW' Windows XP key: 'Pirates started baking the key into images or just writing it on the CD with a Sharpie'
Winsage
September 16, 2026

Ex-MS engineer reveals the story behind the infamous ‘FCKGW’ Windows XP key: ‘Pirates started baking the key into images or just writing it on the CD with a Sharpie’

David Plummer, a former Microsoft engineer, was the primary author of Windows XP's Product Activation system, which included the infamous product key FCKGW. This key became widely used on pirated copies of the operating system. Plummer created the activation system by compressing and encrypting disc data, ensuring its security. The FCKGW key was specifically tied to certain data configurations, making it ineffective on standard XP CDs. A piracy group, Devils0wn, leaked a complete Windows XP Pro Corporate ISO and the valid FCKGW key just five weeks before the official launch, allowing unauthorized installations. Microsoft responded by blacklisting product IDs associated with the compromised keys in Service Pack 1 and blocking updates for installations using the FCKGW key in Service Pack 2. Valid, un-leaked Volume License Keys (VLKs) remained functional for years after the incident. Plummer noted that the media and the key were leaked before the product reached stores, preventing the intended hardware-binding from functioning.
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.
Microsoft reveals why 32-bit Windows was limited to 4GB RAM, and it wasn't a technical limit
Winsage
September 13, 2026

Microsoft reveals why 32-bit Windows was limited to 4GB RAM, and it wasn’t a technical limit

32-bit Windows is commonly thought to be limited to 4GB of RAM due to its 32-bit address space, but this overlooks the role of Physical Address Extension (PAE), which allows access to more than 4GB of RAM on compatible processors. PAE enables 32-bit x86 processors to use 36-bit physical addresses. Windows allocates a 4GB virtual address space to each 32-bit application, with 2GB reserved for the application and 2GB for system use. Windows Server 2003 SP1 Enterprise can support up to 64GB of RAM, while the Datacenter edition can handle 128GB. Microsoft did not extend this capability to consumer editions due to the complexities and potential issues with hardware drivers, which often assume a 32-bit framework. Modifying drivers for PAE can be challenging, as incorrect assumptions about physical and virtual addresses can lead to memory corruption. To mitigate risks, Microsoft capped physical address space at 4GB in Windows XP SP2 and Windows Server 2003 SP1 Standard Edition. Server environments typically have more controlled hardware selections, allowing for the use of drivers that are tested for compatibility with addresses exceeding 4GB. Microsoft began discouraging the production of 32-bit systems in 2020 and ended 32-bit edition production with Windows 11.
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