Richard Socher on Recursive Self-Improvement: Compressing Years of AI Research into Weeks

Humanity’s Last Invention — Richard Socher of Recursive

Richard Socher spun Recursive out of You.com with a $4.65B seed round at a $5B valuation. He is building a 'Eureka Machine' that automates invention itself. Early results: their system beat humans and existing agents on GPU kernel optimization in under two days, without CUDA experts. Socher argues AI research that now takes thousands of people and years could shrink to weeks. The conversation also covers reward hacking, whether Anthropic-style constitutions actually work, open-source as geopolitical soft power, and what happens when AI systems start setting their own goals.

Why it matters: Richard Socher spun Recursive out of You.com with a $4.65B seed at a $5B valuation, aiming to build a 'Eureka machine' that lets AI learn to invent. The early result is a GPU kernel optimization task where the system beat humans and existing agents in under two days, with no C...