Knowledge work has always been bottlenecked by human serial execution - that time is changing. OpenAI's research workflow has now shifted from individual AI assistance toward researchers supervising multiple simultaneous agent workflows. In April, only about one-third of researchers were hitting 4+ concurrent agent workflows; by mid-August, it was roughly three-quarters.