Returns to Expertise in Agentic Coding

Anthropic's 400K-session study: domain expertise (not coding skill) is what amplifies an agent — experts get 2× the actions and 5× the output per prompt, reach verified success ~2× as often, and abandon stuck sessions far less; every occupation lands within 7pp of software engineers; gains are concentrated novice→intermediate, with mastery adding little