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How to ThinkIn the Age of AI

Reduce choices for routine/low-stakes/high-frequency…

Apply choice reduction to routine, low-stakes, high-frequency decisions where options are hard to compare, but maintain full optionality for novel, high-stakes, infrequent decisions with clear evaluation criteria.

When This Fires

  • When designing your personal choice architecture across life domains
  • When deciding whether a specific decision domain should be simplified or left open
  • When blanket simplification has been applied to decisions that deserve full exploration
  • Complements Limit recurring low-stakes decisions to 3-7 options… (3-7 option range) with the classification of which decisions warrant reduction

Common Failure Mode

Uniform approach: either reducing everything (missing important novel options) or reducing nothing (drowning in decision fatigue from trivial choices). The classification produces a mixed portfolio: reduced options for daily routine, full options for consequential choices.

The Protocol

(1) For each recurring decision domain, score four factors: Routine (1-5: 1=completely novel, 5=daily recurrence). Stakes (1-5: 1=trivial, 5=life-altering). Frequency (1-5: 1=once/year, 5=multiple times/day). Comparison difficulty (1-5: 1=clear criteria, 5=options are essentially indistinguishable). (2) High scores on routine + low stakes + high frequency + hard comparison → reduce options (Limit recurring low-stakes decisions to 3-7 options…). (3) High scores on novel + high stakes + low frequency + easy comparison → maintain full optionality. (4) Apply reductions gradually: start with the most obviously reducible domains (daily meals, wardrobe, break locations) before touching anything borderline.