Spotify's Chief Architect shares how the company's years-long investment in internal developer platforms is accelerating their AI transition. Over 99% of engineers now use AI coding tools weekly, with a 76% increase in PR frequency. Key to this is Honk, a background coding agent built on Claude that integrates with their Fleet Management system (Fleetshift) to automate large-scale migrations — a recent Java backend migration took just three days instead of weeks. Spotify's engineering standardization principle, enforced through Backstage and Soundcheck, also benefits AI agents: consistent codebases measurably improve Claude's performance. As coding velocity increases, the bottleneck shifts from writing code to human decision-making and review.