Aligned MachinesTraining AI on human cognition at scale
Human cognition is AI's missing training modality
AI learns from what people write and build, but misses how they perceive or decide. That implicit cognition is what successfully guides us through the complexity of the real world. We turn it into data, rewards, and signals for reasoning machines.





Capture
Interpret
Train
Built for large-scale data collection, Zypher EEG hardware captures brain activity from users during real-world tasks with minimal setup times and high mobility. The output is time-synchronized EEG data ready for decoding.
Built for AI that moves, collaborates, and decides.
Human cognition provides training and feedback signals for embodied systems, autonomous driving, and personal AI.
Physical AITrain embodied systems on human intent
Reward and correction signals derived from operator cognition for teaching real-world manipulation, teleoperation, and shared autonomy.
AutomotiveIn-cabin cognitive reactions for improved autonomous driving
Continuous ground-truth passenger and driver cognitive states to validate actions of autonomous driving systems.
Personal AIModels that align to the human in the loop
High density and multidimensional feedback streams for model and agent alignment to move towards the ultimate personal assistant.
Guided by Curiosity. Building for Human-Aligned AI
We believe in a world where machines support humans and act in accordance with them. We are convinced that using human cognition as a training signal creates a direct path to AI and Human Alignment.

Build with us
Building the next generation of AI and autonomous systems? Let's build together.
Contact usLatest writing from the lab.
2026Press releasePress release: Critical milestone with fully integrated brain-computer interface system
A privacy-oriented demonstration with real-time recognition of mental states, advancing human-compatible AI.
2025White paperNAFAS unobtrusive mobile EEG electrodes: first results
Known event-related brain responses recovered from a few comfortable, flex-printed EEG electrodes on hairless areas.
2023NewsCyber Agency funds our neuroadaptive tech
Germany's Agency for Innovation in Cybersecurity signed a 30 million euro contract to develop neuroadaptive technology.



