Fast edit loops improve AI document workflow

The moment you hit “regenerate” and watch a 30‑second spinner eat your momentum, the allure of AI‑generated lecture notes evaporates. When the latency drops to a barely‑noticeable blink, the same tool becomes a collaborator instead of a bottleneck. Until now, pushing a generative model through a ful