Despite the well-documented failures of overconfident intuition, genuine expert intuition is real — the question is knowing when it's earned versus when it's an illusion. Psychologist Gary Klein's research on skilled professionals (firefighters, nurses, chess players) found that rapid, accurate, seemingly instinctive judgments can emerge from extensive experience in a genuinely learnable environment: one with consistent rules and fast, clear feedback that lets a person's brain build reliable pattern recognition over years of practice.
The distinction Kahneman and Klein eventually agreed on is specific: trustworthy intuition requires both a regular, predictable environment and years of practice with clear feedback in that environment. Remove either condition — an unpredictable domain, or too little practice — and confident intuition becomes the illusion of validity instead of the real thing.
Klein describes a fire commander who suddenly ordered his crew out of a burning house moments before the floor collapsed, with no conscious awareness of why he gave the order. Only afterward, reconstructing the moment, did he realize the fire had been unusually quiet and his ears had felt unusually hot — subtle cues, absorbed unconsciously from years of firefighting experience, that a hidden basement fire was present and about to burn through the floor. He himself initially described the decision as a kind of sixth sense, but Kahneman and Klein agreed it was something more explainable: recognition-primed intuition, built from exactly the kind of consistent-environment, extensive-feedback experience that produces genuine expert pattern recognition.