Find the hotspot.

Identify where compute concentrates heat instead of relying solely on total power or average temperature.

Map density across scale.

Connect chip-level heat flux, rack power, cooling capacity, facility footprint, and system-level thermal behavior.

Build for the heat.

Design compute layouts, cooling architectures, rack configurations, and facility capacity around actual thermal constraints.

As AI systems pack more computation into the same silicon, rack, and facility footprint, understanding heat concentration becomes inseparable from understanding where compute can actually operate.