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The Robot Needs an Immune System

Robots need distributed trust mechanisms that detect abnormalities, contain faults, preserve safe capability, recover securely, and learn across operational fleets.
Stylized humanoid robot surrounded by layered protective rings and connected diagnostic nodes

Designing Self-Monitoring, Self-Protecting and Self-Recovering Physical AI Systems for Continuous Operation

Robots need distributed trust mechanisms that detect abnormalities, contain faults, preserve safe capability, recover securely, and learn across operational fleets.