Mark Chen, OpenAI's Chief Research Officer, discusses scaling laws, the reasoning bet behind o1, the evals crisis, and how OpenAI allocates compute to pursue AGI. The conversation covers developing research taste, long-context learning, and why pre-training remains critical for frontier progress.