Few interesting details around the F.03 livestream: > We previously showed this task running for 1 hour. Today we're pushing for 8 hours straight. High odds something breaks > The use case is small package sorting. F.03 must detect the barcode, pick up the package, and reorient it barcode face-down onto the conveyor. The robots have to reason purely from camera pixels > Humans average ~3 seconds per package. F.03 is now around human parity > The robots are fully autonomous running Helix-02, our in-house neural network running entirely onboard F.03 (e.g. AI inference is done on device) > Multiple humanoids are networked together and communicating with each other to maximize conveyor uptime. The system is designed to run 24/7 > A robot will work until battery is low (~3-4 hours), then autonomously request another robot to swap in to minimize conveyor downtime > It's a multi-robot coordination with autonomous failover strategy. If a robot detects an issue - it will self diagnose itself and if there's an issue it autonomously walks to maintenance and requests a replacement from the fleet - no humans in the loop