Why operators Are Suddenly Standardizing on Vercel v0
What DeepSeek's latest move means for data cleanup in this quarter.
The interesting question is not whether Codeium works. It does. The interesting question is what teams do with it once the novelty wears off.
Eval harnesses, once an afterthought, are becoming the most important piece of code in many AI projects. Stripe's team treats theirs the way an SRE team treats a runbook.
Eval harnesses, once an afterthought, are becoming the most important piece of code in many AI projects. Duolingo's team treats theirs the way an SRE team treats a runbook.
Linear has been quietly running expense reporting through Hex Magic for months. The results are unglamorous and, for that reason, more interesting than another benchmark chart.
Eval harnesses, once an afterthought, are becoming the most important piece of code in many AI projects. Stripe's team treats theirs the way an SRE team treats a runbook.
What Mistral actually shipped with GPT-5.1 is less a single capability and more a cluster of small, compounding improvements — the kind that only show up when you put a real workflow on top.
Eval harnesses, once an afterthought, are becoming the most important piece of code in many AI projects. Linear's team treats theirs the way an SRE team treats a runbook.
None of this guarantees a clean story. OpenAI could ship a model next month that rearranges the assumptions in this piece. But the direction of travel, for now, is clear enough to plan around.