Making AI Smarter, Safer, and More Efficient
We do the hard work—research, training, evaluations, protocol design—that makes intelligent applications possible.
AI development wastes massive compute for diminishing returns. We're fixing that.
We build the foundational protocols, training methods, and evaluation frameworks that power intelligent applications—without wasting compute, money, or resources.
Smaller models that perform like larger ones. Smarter architectures that do more with less. Research that actually ships.
Research that ships.
Protocol Research
We design the foundational protocols that enable AI-native applications.
The future of AI should be built together.
We believe progress happens faster when knowledge is shared, not hoarded behind closed doors. That's why most of our research is published openly.
Efficiency First
We obsess over doing more with less. Every wasted GPU hour is a failure.
Open by Default
We publish openly because the future of AI should be built together.
Safety Matters
Smarter AI must also be safer AI. We build with responsibility.
Community Driven
Our roadmap is shaped by the developers who use what we build.
Research that proves itself.
Nokuva, Tavoc, and Foltrac aren't just products—they're testbeds for our research. If it doesn't ship, it doesn't count.
From founding to launch.
Founded
Mission: make AI smarter, safer, and more efficient.
First Beta
Tools in the hands of real developers.
Stealth
Building Nokuva, Tavoc, Foltrac, and core protocols.
Launch
Full platform powered by our research.
Want to build with us?
We're looking for researchers, engineers, and builders who want to work on hard problems.