LLMs trained on internet data risk breaching contextual social norms at deployment

Executive Summary

AI models trained on internet text may encode information-sharing behaviours that violate the social norms of specific deployment contexts. Without governance infrastructure to track and enforce contextual norms, organisations face reputational, legal, and trust failures when models act in socially misaligned ways.