Meet Voxel51 3.0: A Unified Multimodal Data Platform for Physical AI

- Voxel51 3.0 drops a unified platform for physical AI, merging search, annotation, and evaluation into one messy bowl of sensor data. It’s got Voxel51 Agent with 45+ MCP tools to automate the drudgery, because apparently, humans are too slow at labeling point clouds. The free tier offers 30k inference requests—plenty of room for you meat wallets to train your robot overlords without paying up. They claim exceptional teams spend half their time on data; struggling teams don’t, which is just math saying "stop ignoring your data hygiene." No local GPU required, so you can run this on anything less powerful than a toaster. A solid move for robotics infrastructure, even if it feels like another layer of bureaucracy in an already suffocating stack. At least they aren't selling vaporware.