Making AI possible for real-world engineering work.
Today’s frontier models build web apps in seconds, but struggle in safety-critical embedded environments.
We build custom evals, data sets, and refine data for the embedded engineering domain.
Domain engineers registered
Our background comes from the vehicle industry, where we helped the world’s biggest automotive OEMs build low-level chip and sensor integrations.
Data and evaluations for frontier labs & enterprises.
Custom Evals & Data
Evals & data sets tailored to help you reach specific capability targets. Built with our world-class pool of domain experts.
Off the Shelf Data
Instantly available datasets & RL environments within high-demand capability areas, directly from our internal research.
Operational Engineering Data
Engineering data, documentation, codebases, decisions, and more from our engineering firm partnerships.
Harness Engineering
Make AI agents work inside enterprise environments through rules, checkers, and model fine-tuning.
Where real-world engineering fails.
Today's frontier models are able to code almost any system, but fail on basic real-world engineering tasks, or produce plausible but fake answers.
Timing
Example: The response to an interrupt must land within 10 µs. The model’s code answers late.
Memory
Example: The build must fit 128 KB of RAM. The model’s build runs over.
Budgets
Example: Average current must stay within 2.5 mA. The model’s code keeps the chip awake between wake-ups.
ConstraintBench: A benchmark for real-world constraint-based coding
A benchmark that measures how well models think and operate in real-world engineering systems. Written by top domain engineers. Continuously updated on new model releases.
Low-level programming with real constraints
Each with one family of checkers
ConstraintBench v0.1 limited preview
Latest research and news
Partnering with a small number of frontier labs.
Contact us for samples, data cards and pricing.