Tensordyne发布对数计算推理芯片，性能超Blackwell

Tensordyne just announced a breakthrough Inference system.

Logarithmic AI compute chips which is 17x more tokens per watt and 13x higher throughput than NVIDIA Blackwell.

The main math advance they say they unlocked is efficient logarithmic math directly in hardware. In log space, multiplication turns into addition, which is much easier to build than multiplier circuits

That allows smaller compute circuits on the chip than today’s FP8 and INT8 GPUs.With fewer transistors, the chips stay cooler and use less energy, while the extra die space can hold more tensor engines, additional high-bandwidth SRAM and HBM3e memory, plus a fast interconnect fabric.

For DeepSeek-R1, Tensordyne claims 363K tokens/sec per rack versus 27.4K for Nvidia’s comparison system

They have successfully completed tape-out of the Napier processor, which is now in production at TSMC on its 3nm process node.