Recursive self-improving inference.
Best inference performance for every model on every hardware, found by agents that profile, tune and verify around the clock.
NVIDIA GPUs are not
the only option.
We bring “CUDA” to every chip.
CUDA is the reason most teams never look past one vendor. TokenFactory gives AMD, TPU and Trainium the same thing: a mature software layer that makes your models fast from day one.
Write once, run on any chip
Your model runs unchanged on NVIDIA, AMD, TPU and Trainium. The engine handles what is different underneath.
Kernels written by agents
The loop writes, profiles and verifies the low-level kernels for each chip, the work that makes CUDA hard to leave.
Buy the capacity you can get
Pick the chip with the best price and availability, not the one your software is stuck on.
Open-weight models.
One API call away.
Onboard a model and the agents find its fastest path on each chip. No hand-tuning, no per-model integration work.
MiniMax-H3
LiveOpen-weight video+audio generation, optimized by the agents and served across our GPU fleet. Compare outputs in the Video Arena.
$0.06/sec at 768p · $0.08/sec at 2KLTX-2.3 / 2.5
Coming soonLightricks' open-weight video model. LTX-2.3 is confirmed compatible with our serving stack and is next in line for optimization.
FLUX 3
Watching for open weightsBlack Forest Labs' image/video/audio model. Currently API-only upstream. We'll optimize and host it as soon as open weights ship.
Bring your own model.
We optimize it and deploy it.
Send us a fine-tuned or proprietary model. The agents find its fastest path, then we deploy it on our heterogeneous GPU cloud, or on yours.
A heterogeneous fleet. Each workload runs on the chip where it is fastest and cheapest.
The same optimized stack, deployed on your own GPUs and inside your own network.
AI that optimizes
itself.
Every pass through the loop profiles the stack, proposes a change, verifies it against the baseline and keeps what is faster. The same loop runs for every model and every chip.
- 01
Bring a model
Pick an open-weight model, or send us yours.
- 02
Agents optimize it
The loop profiles, tunes and verifies it on each target hardware.
- 03
Serve at best performance
Call one API and get the fastest, cheapest inference we found.
Agents profile, propose, verify and learn. Every pass is faster.
One loop for every model and every chip. New ones plug in.
Best performance for every model for every chip.
One loop, tuned per model family. Agents find the fastest path for each workload on each chip.
Get the best performance
for your models.
We're onboarding teams that want the best inference performance for their models. Email us with who you are, what you run and on which hardware, and we'll be in touch.
contact@zeus.rocks