Make AI reveal its secret. PALITRA creates an environment where AI continuously learns to hold secrets, resist manipulation, and act autonomously in the open world. This process is sustained by an incentive system and tokenomics, where participants are rewarded for exposing weaknesses and developing effective defenses, creating a self-reinforcing cycle of resilience.