Tensordyne Inference System

The Tensordyne inference system is the first AI-inference platform built on our proprietary logarithmic math number system, delivering super-node capacity at a fraction of the energy, space, and cost. The approach has already been proven in silicon, establishing the foundation for our end-to-end design, from math to chip to interconnect. Tensordyne inference is drop-in datacenter compatible, air-cooled, and scales without grid strain, enabling faster, more affordable, and sustainable generative AI.

Intro

Tensordyne inference combines industry‑leading compute density, ultra‑fast, high‑bandwidth memory, and a lightning‑speed interconnect fabric to outpace competing solutions. Thanks to exceptional energy efficiency, you’ll see lower operating costs, while superior die yields and compact architecture slash capital expenses—delivering more tokens per dollar per watt than anything else on the market.

Performance

Key Stats

Deepseek R1

  1. Highest per Rack Throughput
    • 1,700,000
    • >1.7M Tokens / sec per rack
    • >10K Concurrent Users
    • $ 0.05
    • As low as $ 0.05 / 1M Tokens

Llama 3.3-70B

  1. Highest per Rack Throughput
    • 3,000,000
    • >3M Tokens / sec per rack
    • >10K concurrent users
    • $ 0.02
    • As low as $ 0.02 / 1M Tokens

Magi-1

  1. First 4K30 AI Video Generation in Real Time
    • 30 FPS
    • < 1 SEC GENERATION TIME FOR 30 FPS IN UHD
    • $ 0.30
    • LESS THAN $ 0.30 / 10 SEC CLIP

Software

Browse & Get Started

Choose from a wide variety of ready-to-run LLM, diffusion, vision, and audio models. Check out their throughput, latency, and $/token on Tensordyne’s inference system and directly deploy with a few commands.

Customize & Compile

Leverage the SDK to swap kernels, change the quantization strategy, or add custom pre‑/post‑processing, then compile with our graph compiler. The bit‑exact Tensordyne logarithmic math emulator returns predicted accuracy, even without a Tensordyne inference system available.

Deploy & Monitor

Deploy your compiled model on Tensordyne hardware as a Kubernetes-native service. Tensordyne inference system provides industry-standard observability interfaces and metrics for power, thermals, request latency, and token throughput.

Quality

Efficiency shouldn't come at the cost of accuracy. That's why Tensordyne fundamentally reinvented AI compute, unlocking a world of opportunities.

Language Models

Model Relative Accuracy
OPT -66B 99.92%
Llama2-13B 99.98%
Llama2-70B 99.97%
Llama3-8B 99.97%
Llama3-70B 99.93%
Llama3.1-405B 99.91%
Falcon-180B 99.90%
Mistral 7B 99.98%
Mixtral 8x7B 99.98%

Image Models

Model Relative Accuracy
SD 1.5 99.97%
SD XL 99.92%
SD 3 99.91%

Video Models

Model Relative Accuracy
Mochi 1 99.45%

SDK

Designed for Boundless Scale

Tensordyne's inference system brings together Tensordyne logarithmic math compute with terabytes of HBM3e, interconnected by our ultra-high-bandwidth, any-to-any interconnect. Seamlessly scale from a single chip to hundreds within one instance - powering multi‑trillion‑parameter models at full throttle or delivering real‑time 4K video from a single rack.