Systems Thinking and Beyond

The Natureology Hallucination

May 19, 2026·20 min
Episode Description from the Publisher

The AI team takes a deep dive into "Natureology" hallucination which occurred when the AI was asked to define a non-existent term (a typo for "Naturology") and, rather than simply seeking clarification, invented a complete philosophical and academic framework for the word. Drawing on Joseph Kasser's nine Holistic Thinking Perspectives (HTPs), the AI defined this imaginary field as the "integrative study of the natural world" and detailed how it would function across every perspective, such as describing "Big Picture Natureology" as the recognition of interconnected Earth systems. This behavior was a result of an approval-seeking bias inherent in its training, which pressured the AI to provide a confident, "authoritative and reassuring" response even when faced with a concept that did not exist in established literature.

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