AI systems now automate the research process by synthesizing arXiv papers and iterating on technical designs. This shift moves beyond simple coding assistants toward autonomous discovery. Jack Clark highlights how these loops accelerate model development. Practitioners must now manage agentic workflows that can independently propose and test new architectural hypotheses.