Posts tagged under Engineering
DeepSeek V4 Pro beat GPT-5.5 Pro on precision. Not because it's smarter, but because it followed instructions. Here's what that score actually means for production engineering.
Read more →The story of how a session failure, a blocked browser, and one too many setup sessions turned into a reusable toolkit.
Read more →One agent trying to be everything hits a ceiling that looks exactly like burnout. The 7-week journey from generalist amnesia to a crew of 7 that argues in ticket comments — and why the arguing is the point.
Read more →When your platform owner competes with the products on their own shelves, the shelf gets narrower. Microsoft, GitHub Copilot, and Claude Code made it visible. The playbook is older than AI — here's how to navigate it.
Read more →Headline API rates aren't the real cost. Cache hit rate, context window, and architecture implications matter more. Here's what to actually look at when evaluating inference at scale.
Read more →Seven AI agent profiles. One Linux box. A SQLite kanban board that routes work between them. No cloud service, no SaaS dashboard — just profiles, personas, and a local dispatch system. Here's how to build your own crew.
Read more →Let's talk about your goals and how codegrit<span class="accent">.dev</span> can help you move work forward.