NVIDIA Blackwell platform lands: 4× compute, 3× energy efficiency

January 15, 2026 · ApeTops Research

Blackwell completes the transition from Hopper to the next era of AI compute. Highlights from our early production benches:

  • 4× compute over H100 for FP8 workloads.
  • 3× energy efficiency per operation — important for power-constrained facilities.
  • 800 Gb/s InfiniBand support on the reference NIC, unlocking larger pre-training runs.

The platform changes the economics of 1T+ parameter training, especially when combined with FP4 numerics and MegaScale optimizations. Expect the industry to re-center around Blackwell by late 2026 as supply ramps.