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The Clever Hans effect highlights how human bias can unintentionally influence behavior and perceptions, a critical factor in human-AI interactions Backed by a Munich-based professor with a Cambridge PhD and a distinguished career at Microsoft and Google AI, $HANS represents the pursuit of genuine scientific understanding in AI scrutiny.