# FreeToken : An LLM Engine to max the bandwidth of All-The-Things

> Source: <https://forum.level1techs.com/t/freetoken-an-llm-engine-to-max-the-bandwidth-of-all-the-things/254396#post_6>
> Published: 2026-08-26 17:06:20+00:00

Bit-exact… to what reference?

The arithmetic paths of a CPU and GPU are different. Intel or AMD CPU? SM86, SM89, SM120 CUDA? Even a perfectly pinned software environment will differ by underlying hardware. That is the nature of floating point compute, and the many trade offs made between performance and precision.

See if you can capture the logits somehow for reference and we can run them against different devices with different hardware floating point accumulators and mma extensions.