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A robotic arm on a factory floor crossing a sweeping blue safety laser scanner beam.

Two Safety Layers, One Machine: The Governance Gap in Physical AI

Vendor-native AI safety standards and established machine-safety codes are emerging in parallel, and industrial buyers must decide which one actually carries liability.

A humanoid robot arm interacting with a laser safety scanner on an industrial factory floor.

Who Certifies the Humanoid

Vendor consortiums are writing de facto safety standards for industrial humanoids faster than regulators can formalize them.