Dennard Scaling Is Dead: Automated Chip Design Could Shrink Hardware Cycles

_shreya_s · x · 2026-11-12

A reading group recap on multi-silicon systems argues we're heading toward a world where software costs approach zero and hardware design cycles shrink dramatically. With Dennard scaling dead, transistors keep shrinking but chips keep getting hotter, making energy-efficiency gains hard under current computing paradigms. Automated chip design stacks would let engineers try unusual hardware architectures co-designed with unusual model architectures—especially critical in a power-bound world.

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