Proceedings of the National Academy of Sciences, Volume 123, Issue 30, July 2026. SignificanceAI systems are increasingly trained to follow natural language rules, but these rules are often vague or open to multiple interpretations. This interpretive ambiguity can lead to inconsistent model behavior. Unlike legal systems, which use …