Rather than relying on anecdotal evidence or cherry-picked examples, I built a systematic approach to evaluate how well LLMs — starting with GPT-4 — generate accessible HTML. The methodology is straightforward but comprehensive: I created a Python testing framework that sent carefully crafted prompts to Azure OpenAI’s GPT 4 model, collected the generated HTML responses, and then manually analyzed these responses for accessibility compliance. Source: Identifying Accessibility Data Gaps in CodeGen Models :: Aaron Gustafson

This thesis investigates the impact of accessibility overlays on the usability and user experience (UX) for individuals with permanent visual impairments, thereby addressing a gap in academic research. Given the rise in visual impairments due to population growth and ageing, this focus is relevant and timely. The conducted research involved an evaluation study that comprised two parts: a technical evaluation of accessibility overlays against the WCAG 2.1 standard, and a user study that assessed the usability and UX of 21 individuals with permanent visual impairments when interacting with websites that employ an accessibility overlay. Furthermore, interviews with two accessibility consultants and two accessibility overlay company representatives provided supplementary information to

When Figma Design launched in 2015, most rich design tools were still native desktop apps. Betting on WebGL—a browser graphics API originally designed for 3D applications—was a bold move. WebGL wasn’t widely used for complex 2D applications at the time, but Figma’s team saw its potential to power a smooth, infinite canvas in the browser. That early bet on WebGL set the foundation for Figma’s performance and real-time collaboration capabilities. In 2023, Chromium shipped support for WebGPU, the successor to WebGL. It allows for new rendering optimizations not possible in WebGL—for instance, compute shaders that can be used to move work off the CPU and onto the GPU to take

In this episode, Ben Lorica and Drew Breunig, a strategist at the Overture Maps Foundation, talk all things context engineering: what’s working, where things are breaking down, and what comes next. Listen in to hear why huge context windows aren’t solving the problems we hoped they might, why companies shouldn’t discount evals and testing, and why we’re doing the field a disservice by leaning into marketing and buzzwords rather than trying to leverage what current crop of LLMs are actually capable of. Source: Generative AI in the Real World: Context Engineering with Drew Breunig – O’Reilly

We’re living through the greatest software quality crisis in computing history. A Calculator leaks 32GB of RAM. AI assistants delete production databases. Companies spend $364 billion to avoid fixing fundamental problems. This isn’t sustainable. Physics doesn’t negotiate. Energy is finite. Hardware has limits. The companies that survive won’t be those who can outspend the crisis. There’ll be those who remember how to engineer. Source: The Great Software Quality Collapse: How We Normalized Catastrophe

Unlock your productivity with tools designed for developers, by a developer. Source: Dev Tools – Your Ultimate Developer Toolkit | Free Online Tools

Imagine a responsive hero image that becomes more transparent as the viewport gets narrower, helping text readability on small screens or a card that scales up slightly as the viewport grows, adding a subtle polish. Until now, achieving these effects required complex calc() expressions or JavaScript, often leading to brittle solutions. But with the new CSS progress()function, you can express these relationships cleanly and intuitively. With the new CSS progress() function, you can express “how far” the viewport width has moved between a minimum and maximum size, and map that directly to opacity. Source: The new progress() function in CSS — Amit Merchant — A blog on PHP, JavaScript, and more

Source: The thing about contrast-color • Stuff & Nonsense

Today’s web is not always an amiable place. Sites greet you with a popover that demands assent to their cookie policy, and leave you with Taboola ads promising “One Weird Trick!” to cure your ailments. Social media sites are tuned for engagement, and few things are more engaging than a fight. Today it seems that people want to quarrel; I have seen flame wars among birders. These tensions are often at odds with a site’s goals. If we are providing support and advice to customers, we don’t want those customers to wrangle with each other. If we offer news about the latest research, we want readers to feel at

I’ve been more quiet here lately as I’m knee-deep working on my latest project. Agentic engineering has become so good that it now writes pretty much 100% of my code. And yet I see so many folks trying to solve issues and generating these elaborated charades instead of getting sh*t done. Source: Just Talk To It – the no-bs Way of Agentic Engineering | Peter Steinberger