AI-driven coding accelerates theoretical neuroscience

AI-powered agentic coding removes the engineering bottlenecks of translating word models into equations and code, letting neuroscientists specify and test models in days instead of months. The piece outlines four shifts—lowering tech barriers for experimentalists, speeding theory exploration, enabling autonomous AI-driven model discovery, and expanding access to advanced mathematics—each with benefits and risks, including the danger of proliferating models faster than we gain insight and the need for vigilant human evaluation and mentorship.