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Quantum computing Q-Day will break the RSA and ECDSA systems AI depends on, leading to stolen model weights, data poisoning, agent hijacking, and exposure of historical inputs. This article breaks down five failure paths and offers post-quantum migration solutions with ML-KEM, ML-DSA, and crypto-agile agents.