The Next.js App Router and Pages Router aren't just different file structures — they're different mental models. Here's what changes and what trips you up…
Why LLMs fail at spatial tasks isn't always about model size. The input format matters more than you'd expect, and here's what to do about…
AirLLM is a Python library that lets you run huge language models, including 70B parameter beasts like Llama 2, on machines with as little as…
I've shipped both monorepo and polyrepo setups. Here are the specific team traits and constraints that actually decide which one wins for your codebase.
Laravel 12 shipped with new starter kits, a cleaner skeleton, and PHP 8.2 minimum. Here's what actually changed and why the slim release is a…
New numbers on iterative LLM self-repair: where extra tries earn their keep, where they quietly waste tokens, and the retry loop I'll actually defend.
A practical tour of React 19's useOptimistic hook with before/after code for a like button, a task list, and the gotchas I hit in production.
I rebuilt the same service in Rust and Go over a weekend. Here is what I actually reach for in 2026, with numbers, code, and…
I resisted Next.js server actions for two years. Then I rebuilt a dashboard with them and dropped my /api form routes. Here's what worked and…
A new paper tested 8 reasoning models with 14 formatting perturbations. Open-weight models lost up to 55% accuracy. Here's what that means for production use.