Data · Oil
Scale, quality, and continuous supply remain insufficient, leaving a supply-demand gap of more than 99%.
LatentGlyph — full-stack Physical AI infrastructure, from data ontology to real-world deployment.
Data is the oil, models the engine, embodiment the chassis, and scenarios the road. Physical AI can only be deployed when all four connect.
Scale, quality, and continuous supply remain insufficient, leaving a supply-demand gap of more than 99%.
End-to-end VLA models still face gaps in latency, success rate, and generalization for industrial deployment.
Edge compute, high-torque joints, thermal management, and precision create four major hardware constraints.
Early customers are scarce, ROI is difficult to quantify, and deployment scenarios remain highly fragmented.