tl;dr: Author argues that organizational culture matters more than AI tools for productivity, invoking Conway's Law: AI amplifies whatever culture and architecture already exist, so bad teams just move in the wrong direction faster. Executives chasing inflated "10x productivity" claims often damage psychological safety by blaming engineers, when AI adoption actually works bottom-up and should be framed as just another tool—not a replacement for engineers. The real leadership question isn't how to force AI usage, but how to build an environment where good people thrive and then use AI to multiply their impact.