# Intuition Is the Automation-Resistant Axis of Human Skill ## Claim Intuition resists AI automation longer than logical reasoning does, because intuitive judgment often runs counter to the surface input a pattern-learning system would key on. <!-- atomicity: 1 idea ✓ --> ## Scope & conditions - Holds while AI systems remain fundamentally pattern-learners trained to predict from observable input signals (text, sensory data, micro-expressions) — the mechanism the claim depends on. - Breaks if a model architecture learns to model contra-input judgment directly, which would close the gap this claim rests on; multimodal models are the most likely place to watch for that. - Treat "intuition" here as a working label for judgment that deliberately overrides or reweights the presenting evidence, not a mystical or unanalyzable category. ## Evidence Human ability splits into a logical axis and an intuitive axis; a person can be strong on both, but most lean one way. AI is climbing the logical axis fast, including the sensory and textual inputs behind logical reasoning. Intuition stays hard to model precisely because it "often goes against the input" — the mechanism, not just the outcome, is what makes the claim more than wishful thinking. ## Links - [[3. Resources/Literature Notes/Intuition Is the Differentiator (Harper Carroll)]] — because evidence-for; source Literature note holds the full claim-atom breakdown. - [[3. Resources/MOCs/AI & the Future of Knowledge Work MOC]] — because applies-in; durable human-skill positioning as AI automates logical-axis work. ## Tests / falsifiers - Benchmark frontier and multimodal models on tasks where the correct call deliberately contradicts the surface input; if models start matching human contra-input judgment, the claim weakens. - Track whether jobs and tasks that reward intuition specifically resist automation pressure longer than logic-heavy jobs of comparable complexity, over a multi-year window. ## Maintenance - Last tended: 2026-08-16 - Next review: 2026-11-16 ## Source - [[3. Resources/Literature Notes/Intuition Is the Differentiator (Harper Carroll)]] — Harper Carroll's two-axis framing of logical vs. intuitive human ability under AI automation.