Cong Yang

Trust in autonomous agents can shift from probabilistic alignment to a verifiable check at boot, ensuring they remain within their authorized limits regardless of learning.

Caste reassignment in robot swarms can now be auditable and externally governed, preventing privilege escalation through a novel asymmetric-trust protocol.