Better Developer Experience Becomes AI Team Advantage
Source: Refactoring
Teams shipping meaningful AI products aren't winning on model access or compute—they're winning on internal tooling that lets engineers iterate faster on prompts, datasets, and evaluations. This inverts the usual startup hierarchy where infrastructure is a trailing concern; developer experience has become the load-bearing wall. Friction reduction in the build loop multiplies across dozens of experiments, turning mediocre teams with great tools into credible competitors against well-funded labs with worse workflows.