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“Privacy can sometimes be two sides of a coin,” said Johnny Ayers, the CEO and founder of the AI-powered identification software company Socure. “There is a very dangerous naivety that [comes with] identity fraud, liveness, deep fake detection.”
For reinforcement learning training pipelines where AI-generated code is evaluated in sandboxes across potentially untrusted workers, the threat model is both the code and the worker. You need isolation in both directions, which pushes toward microVMs or gVisor with defense-in-depth layering.