A Stanford paper finds API benchmark scores run 3.4 points higher than the same models in their chat apps. What that means for how I…
React 19.3 makes View Transitions and Fragment Refs stable and adds use(browser()). Before-and-after code for each, plus the Suspense mistake I made first.
Fuzz testing explained through a real bug: coverage-guided fuzzing in Pest 5 found a DivisionByZeroError my hand-written dataset missed. Setup and where it fits.
Next.js 16.3 lets you tune how Turbopack merges chunks using your own bounce rate and route clusters. Chunk groups, the nextjs.org numbers, and the flags…
Hugging Face lifted a 350M model's structured-output score with 100 GRPO steps and no labels. The trick isn't the model, it's three reward functions you…
The first Rust debugging survey says over half of Rustaceans skip the debugger. I think the real story is the visualizer attribute 62% of library…
Symfony's new lsp:check command catches mistyped routes, missing templates and bad config in CI. How it works, how to adopt it, and what I do…
I switched this blog from gzip to zstd after reading Cloudflare's cache post. Real numbers on size and CPU, the Caddy config, and the three…
Scope creep on my fixed-price projects was mostly me saying 'quick one'. Here's the scope doc, the estimate-first reply, and the change list that fixed…
GPT-6 Astra scored 62.7% and 99.9% on ARC-AGI-3 with the same weights. The harness made the difference, and that should change how you evaluate your…