the next bottleneck for AI may not be intelligence. it may be SPATIAL DATA. an AI model can understand text, images and code, but a robot has to understand the physical environment around it. where is the entrance? what is blocking the path? what changed since the last capture? that's the problem @vangrid_io is working on. it is building a decentralized perception layer for PHYSICAL AI, using distributed edge devices to collect real-world ground truth. what makes this interesting to me is the idea of turning everyday devices into part of a much larger sensor network. i'm exploring this deeper through @NucleusCodes and its Vangrid campaign. the real story here isn't just AI. it's giving AI better eyes for the physical world.