The Core Problem

The current robotics industry suffers from three primary bottlenecks:

• Isolated Learning: Data gathered by a robot in a specific environment is rarely shared with others, leading to repetitive and costly failures.

• High Hardware Depreciation: Physical errors lead to permanent hardware damage. There is no decentralized "safety net" to blacklist dangerous movement patterns across fleets.

• Data Monopolies: Centralized manufacturers lock robotic data in silos, preventing open-source innovation and creating single points of failure.