Google Labs vice president Josh Woodward argues that every company must operate like an experimental research lab to survive rapid artificial intelligence advances. Breakthrough products require small autonomous teams, continuous prototyping, rapid unlearning, and a relentless focus on customer problems rather than model benchmarks.