Principlev1

Deploy automated detection for high-frequency, pattern-based

Deploy automated detection for high-frequency, pattern-based errors and reserve human judgment for contextual, judgment-dependent errors.

Why This Is a Principle

This is a derived principle, not an axiom. It follows from Working Memory Capacity Limit (working memory limits), Directed Attention as Depletable Resource (attention as finite resource that depletes), Automaticity Without Conscious Control (automatic vs controlled processing), and Cognition Operates Through Dual Processing Systems (System 1/System 2 distinction). The principle prescribes a division of labor: automate what can be pattern-matched (where machines excel) and preserve human attention for what requires context (where humans excel). This is actionable across domains and derives from multiple axioms about cognitive architecture.

Source Lessons

L-0496

Automate error detection where possible

Use tools and systems to catch errors that manual vigilance misses.

Connections

Derived From (5)

AxiomWorking Memory Capacity Limit AxiomDirected Attention as Depletable Resource AxiomAutomaticity Without Conscious Control AxiomCognition Operates Through Dual Processing Systems AxiomCompiled Pattern Recognition Outpaces Rule-Following

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