May 2 · 5 min read · Claude Code hooks let you run custom shell scripts before and after every tool call — and most developers haven’t set them up yet. Hooks are the difference between using Claude Code as a chatbot and using it as an autonomous engineering system with g...
Join discussionMay 2 · 10 min read · In early 2026, a small team of OpenAI engineers shipped a beta product containing roughly one million lines of code. None of those lines were written manually. The engineers guided AI agents through pull requests and continuous integration workflows ...
Join discussionMay 1 · 3 min read · The bottleneck shifted and nobody adjusted A 2026 benchmark report from Opsera, drawn from 250,000+ developers across 60+ enterprise organizations, found something that should concern every engineering leader: AI-generated pull requests wait 4.6x lon...
Join discussionApr 30 · 3 min read · The Pipeline Is No Longer Balanced For twenty years, writing code was the limiting factor in software delivery. A developer opened one or two pull requests a day. Review kept up because there wasn't much to review. Testing and merging were automated....
Join discussionApr 29 · 11 min read · If you have used a desktop AI coding tool in the last several months, you have probably noticed they all solve the same problem the same way. You start a session for a task. The app spins up an isolated copy of your repo. The agent runs there. When y...
Join discussionApr 24 · 2 min read · The Bottleneck Moved AI coding tools promised faster development. They delivered — sort of. Developers using AI complete 21% more tasks and merge 98% more pull requests. But PR review time has increased 91%. The bottleneck didn't disappear. It reloca...
Join discussionApr 3 · 4 min read · I use multiple Claude Code accounts. One is my office account with the Pro plan. Another is a shared account I use with my colleagues on the Max plan. At first, I assumed this would be simple. Log out
TMarcus commented
Apr 2 · 3 min read · Generative AI gets talked about a lot, but most articles repeat the same ideas without showing how it actually fits into day-to-day development. From my experience, the real value of generative AI is
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Mar 10 · 4 min read · We kept watching the same friction point appear in how builders were using CreateOS. The terminal session handled deployment, environment configuration, and application logic — but the moment a workfl
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Feb 17 · 7 min read · AI can generate code faster than you can understand it. That's the problem. I usually realize things have gone wrong late at night. Tests are green. The house is quiet. I'm rereading the same function for the third time, and I can't explain why it ex...
MTiffany commented
