Gm Family ☕ the next ai bottleneck might not be intelligence it might be access to the physical world language models progressed fast robots face a different challenge understanding sidewalks stairs narrow passages building entrances real space geometry @vangrid_io caught my attention here training a robot needs accurate spatial info not just reasoning internet images and simulations only go so far fresh real world data matters vangrid turns smartphones into a distributed network collecting real world spatial data on demand instead of relying on expensive mapping fleets coordinating people to capture specifis places with provenance recorded onchain three reasons this matters smartphone capture means broader coverage onchain attestations make data origin verifiable demand driven collection focuses on what developers actually need more data alone isnt enough accuracy privacy quality and real robotics demand will decide how useful this becomes physical ai needs more than hardware it needs a reliable data layer connecting intelligence to physical reality watching how vangrid turns this into real spatial infra.