The Professor of Outputmaxxing — Anjney Midha, AMP

AI infrastructure requires a shift toward "output maxing" and responsible scaling to address the significant wastage currently plaguing frontier labs. Anjney Midha, founder of AMP, argues that compute grids should function like independent system operators, pooling resources across multi-cloud and multi-silicon environments to ensure high utilization and fungibility. Beyond infrastructure, Midha emphasizes that culture and mission alignment are the true moats for AI labs, citing Anthropic’s efficiency as a result of long-term preparedness rather than mere luck. The conversation also bridges technical systems design with societal impact, specifically leveraging AI for precise end-of-life prediction to empower patients and reduce medical system burdens. Ultimately, the focus remains on first-principles thinking to solve bottlenecks in both energy and healthcare, moving beyond the hype of current AI trends toward sustainable, high-impact technological development.