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How to ThinkIn the Age of AI
Principlev1PR-794

Increase signal salience by raising perceptual contrast…

Increase signal salience by raising perceptual contrast rather than lowering detection thresholds when triggers are being missed.

Why This Is a Principle

This is a principle derived from signal detection theory (Signal detection involves independent dimensions…, Every detection system faces a fundamental tradeoff between…) and the attention capacity constraint (Attention as Gate to Conscious Perception). It prescribes a specific solution to missed triggers: instead of trying harder to notice (lowering threshold), make the signal stronger (increase contrast). This is actionable across contexts and follows from the axioms about attention being capacity-limited and every detection system facing a sensitivity-specificity tradeoff.