1The Quantum Threat to AI PipelinesQuantum computers will not make AI obsolete, but they can weaken the trust that keeps data, models, identities, and updates safe.Advanced 2Post-Quantum Crypto in ML SystemsPost-quantum cryptography is a practical migration to protect ML data, models, identities, and pipelines from future quantum attacks.Advanced 3Protecting Weights & Data in TransitProtect model weights, prompts, outputs, and telemetry as they move between people, services, storage, and accelerators.Advanced 4Crypto-Agility for AICrypto-agility lets AI systems replace cryptography safely when threats, standards, keys, or algorithms change.Advanced 5A Quantum-Safe AI ChecklistA practical checklist for finding where AI depends on vulnerable cryptography, prioritizing long-lived data, and moving toward post-quantum controls.Advanced