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A financial AI chatbot is tricked by a user into revealing confidential internal policies by inserting a hidden instruction within a normal-looking question. Which type of attack has occurred?

An AI security analyst is tasked with documenting a new vulnerability in a machine learning model that allows data reconstruction from model outputs. To ensure this is standardized and globally referenced, which initiative should the analyst coordinate with?

A financial chatbot undergoes pre-deployment evaluation to ensure it never produces investment advice or discloses personal data. The tests include adversarial prompting and stress validation. Which two controls best describe this testing?

A financial institution uses hashing and cryptographic validation to verify that training datasets have not been tampered with before model retraining. Which compensating control is applied?

A global organization's AI image generator unintentionally produces culturally insensitive content during a marketing campaign, triggering public backlash and media criticism. Which two risks are illustrated?