architectural complexity Archives

AppWizard

September 18, 2026

Android Bench 2.0 focuses on long-horizon tasks, agent evaluations

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 5, 2025

Watch a Timelapse of the Notorious Kowloon Walled City Built to Scale in Minecraft

Kowloon Walled City, located in Hong Kong, was once the densest settlement on Earth, housing approximately 33,000 to 50,000 residents within 2.6 hectares during the 1980s. Originally a military outpost in the Song Dynasty, it evolved into a Qing dynasty fort by 1810 and remained largely undeveloped under British control after the Treaty of Nanking in 1842. By 1940, it had minimal infrastructure, but it transformed into a bustling metropolis following an influx of refugees from the Chinese Civil War. The settlement featured interconnected buildings with ad hoc doorways, allowing residents to navigate without going outdoors. Its development was largely unregulated, with minimal British involvement and some jurisdiction asserted by the Nationalist Chinese Government. The city was characterized by high-rise buildings, some reaching 14 stories, constructed in a vernacular style.