Building the world model for manufacturing. A unified representation of machines, PLCs and robots across vendors, so factories can perceive, reason, and act on their own physics. Mostly: training models on industrial sensor streams, shipping them to edge boxes bolted next to robots and machines.
Humankind cannot gain anything without first giving something in return.
- FactoryNet — first universal pretraining corpus for industrial time-series. 51M datapoints, 6 embodiments, zero-shot cross-embodiment transfer.
- Hepa
- TEMPO — coming soon
- OpenRobotGPT · CheemsCity · PDM4AR (ETH TA)
Python · C++ · Rust · PyTorch · ROS 2 · Isaac Sim · OPC UA · Siemens/ABB/KUKA/UR


