Why AI Makes You 100x Faster but Not Your Company - Mitchell Troyanovsky, Basis

Mitchell Troyanovsky, co-founder of Basis, explains why individual engineers see huge AI productivity gains while most companies do not. He argues agents must be simple and reliable to spread through an organization, and that this requires opinionated agents governed by behavior specs. He also covers why outcome evals fail to generalize to production, and two diagnostic tools: forking and sub-agent simulations.