Execution shows up in the product December clarified where platforms were placing their bets. January shows those bets being shipped. Following the holiday period, platform activity picked up materially, with a concentrated set of announcements spanning AI infrastructure, scheduling and utilization, authorization readiness, accreditation, workforce tooling, and capital deployment. This