🧠 Oxford Study Exposes Flaws in AI Benchmarking
A crucial wake-up call for AI researchers and policymakers. As LLMs dominate global discourse, this paper pushes the community to replace hype metrics with reproducible, scientifically grounded evaluation standards.
An Oxford-led international study finds that most benchmarks for large language models rely on weak definitions, poor statistical design, and questionable validity. Out of 445 benchmarks reviewed, many fail to measure true progress or safety. The report urges the adoption of psychometrically sound methods and offers a ‘Construct Validity Checklist’ to guide researchers and regulators toward more reliable AI evaluations.
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⚡ Marko: A Type-Safe, HTML-Driven Frontend Framework
A sleek framework that modernizes frontend development by merging simplicity, strong typing, and top-notch developer tooling—ideal for teams seeking performance without complexity.
Marko is a modern JavaScript framework that integrates deeply with TypeScript, providing strong type inference and powerful editor features like autocomplete, syntax highlighting, and real-time diagnostics. Its declarative HTML-based syntax enables developers to write fast, reliable, and maintainable code while catching errors early in development.
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🔒 Apple’s Notarization Under Fire for Restricting Software Freedom
A defining battle between Big Tech gatekeeping and digital freedom. The outcome may shape how Europe enforces fairness and openness across the app economy.
The Free Software Foundation Europe has filed a complaint against Apple for violating the EU’s Digital Markets Act. The dispute centers on Apple’s ‘notarization’ system, which requires all iOS and macOS apps to be reviewed and cryptographically signed by Apple before users can install them. Critics argue this process stifles free software distribution and blocks independent app stores, urging regulators to enforce open and interoperable ecosystems.
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🌐 Local-First HTMX: Offline-Ready Web Simplicity
An inspired look at how web development might evolve beyond complex SPAs—combining the elegance of server rendering with the resilience of local-first architecture.
This article experiments with merging local-first design and HTMX to build responsive, offline-capable apps. By compiling server-side logic to WebAssembly and running it in a browser service worker, the approach enables fast, reliable interactions with minimal JavaScript. It reimagines modern web apps as lightweight, resilient, and network-independent.
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☁️ OpenCloud: A Go-Powered Alternative to Nextcloud
A promising initiative for developers seeking open, self-hosted cloud solutions built with Go’s performance and simplicity.
OpenCloud is an open-source cloud platform written in Go, designed as a lightweight alternative to Nextcloud. It focuses on secure backend infrastructure and distributed architecture for private cloud deployments.
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🎨 Jelly Slider: TypeGPU’s Real-Time Rendering Showcase
A vivid example of TypeGPU’s power as a high-level GPU abstraction for web graphics—bridging the gap between developer productivity and native performance.
The ‘Jelly Slider’ demo highlights TypeGPU’s capabilities for ray marching, lighting, and GPU-based rendering directly in TypeScript. It demonstrates real-time visual computation using modular shader pipelines and modern browser APIs.
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⌨️ Fixing the Biggest Problem With Mechanical Keyboards
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