Serial speed (clock time per unit of AI cognition) matters substantially for coordination: if AIs run at 50x human speed, then 6-8 months of real-time coordination becomes 250+ years of subjective AI time, sufficient for large institutions to 'rise and fall' and be incorporated into training, making complex organizational learning feasible.