Tensordyne just announced a breakthrough Inference system.

Rohan Paul Twitter · Rohan Paul (@rohanpaul_ai) · 2026-06-16

Tensordyne announces logarithmic AI compute chips delivering 17x better energy efficiency and 13x higher throughput than NVIDIA Blackwell by implementing logarithmic arithmetic directly in silicon.

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LLM Efficiency Breakthroughs: Small Models and Sparse Architectures Challenge Scale Assumptions

Extraction

Topics: ai-hardwareinference-chipslogarithmic-computingnvidia-competition

Claims

Tensordyne's chips achieve 17x more tokens per watt compared to NVIDIA Blackwell.
The chips deliver 13x higher throughput than NVIDIA Blackwell.
The core innovation is implementing efficient logarithmic arithmetic directly in hardware rather than in software.

Key quotes

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.