Rack densities exceeding 100 kW create high-frequency, synchronized power spikes that legacy infrastructure cannot handle. Ampace argues that the physical power chain, not just chip thermals, is now the primary bottleneck for GPU clusters. This mismatch forces hardware engineers to prioritize dynamic resilience to prevent system failures during extreme training loads.