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Per-Image Liability

Per-image liability refers to a legal framework where AI system operators can be held responsible for specific harms caused by individual outputs or predictions generated by their models. This concept is critical for AI governance because it establishes clear accountability mechanisms when machine learning systems produce discriminatory decisions, violate privacy, or cause financial or reputational damage on a case-by-case basis. Organizations must implement robust monitoring, logging, and incident response procedures to track problematic outputs and demonstrate due diligence in defending against liability claims related to particular model predictions or generated content.

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