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How to ThinkIn the Age of AI

Irritation at alternative categorizations signals you've…

When someone proposes a different categorization and your first reaction is irritation that they are 'wrong,' treat this as a signal that you have mistaken a constructed category for an objective feature of reality.

When This Fires

  • When someone categorizes a problem differently than you and you feel they're "wrong"
  • During team discussions where competing frameworks produce different interpretations
  • When a new colleague brings a different classification system from their previous role
  • Any moment where an alternative categorization triggers defensiveness or dismissal

Common Failure Mode

Debating whose categorization is "right" instead of asking whose is more useful. "Is this a management problem or a process problem?" is the wrong question — it treats categories as objective. "Which framing — management or process — produces more actionable interventions for our specific situation?" is the right question. The first debates truth; the second evaluates utility.

The Protocol

When an alternative categorization triggers irritation: (1) Notice the irritation. Name it: "I'm reacting as if my category is objectively correct." (2) Reframe: "My categorization is one useful lens. Their categorization is a different useful lens. Which lens produces better action in this specific context?" (3) Evaluate both lenses by utility, not by truth: which categorization suggests more actionable interventions? (4) The irritation was diagnostic — it revealed that you'd reified a tool into a truth. The reframe converts the defense into inquiry.