Data loops Latest
What compounding loops are physical AI labs building?
A source-backed map of feedback surfaces across action models, embodiment transfer, humanoid fleets, dexterous contact, and world-model infrastructure.
Research notes
Research for better robot senses.
Modality stack
Physical AI's modality requirements
Empirical capture requirements inferred from Figure Helix 02 and Physical Intelligence pi0.7: what the data stream needs to preserve before policy learning starts.
Human-centric data
Beyond web data: human-centric data for physical AI
Why physical-AI systems need situated demonstrations, sensor traces, and human-world interaction data instead of more web text alone.