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How to ThinkIn the Age of AI

Concepts

The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types

Axiomtheoretical

Scientific Paradigms Are Incommensurable

proponents of competing paradigms cannot fully communicate because terms carry different meanings within each framework.

1 lessonkuhnian-theoryparadigm-shiftsemantic-meaning
Axiomempirical

Consciousness Requires Global Neural Integration

Conscious awareness requires that information trigger activation across large-scale prefrontal and parietal networks, making it available for report and deliberate action.

1 lessonneural-correlatesconsciousnessglobal-workspace
Axiomempirical

Mental Models Are Singular by Default

People typically construct a single mental model of a situation and reason from it as if it were complete, without spontaneously generating alternative models.

1 lessonmental-modelscognitive-limitationsreasoning-errors
Axiomempirical

Conscious Processing Is Metabolically Expensive

Conscious deliberation consumes significantly more metabolic resources per unit of information processed than automatic processing.

1 lessonmetabolic-costcognitive-efficiencyautomatic-processing
Axiomtheoretical

Cognition Operates Through Dual Processing Systems

Human cognition operates through two distinct systems: System 1 (fast, automatic, parallel, effortless pattern recognition) and System 2 (slow, controlled, serial, effortful deliberation), which have fundamentally different operational characteristics and failure modes.

2 lessonsdual-process-theorysystem-1-system-2cognitive-architecture
Axiomempirical

Valid Intuition Requires Stable Regularities and Feedback

Expert intuition develops validity only in domains with stable environmental regularities and only through prolonged practice with accurate, timely feedback.

1 lessonexpert-intuitionskill-acquisitionfeedback-learning
Axiomphilosophical

Tacit Knowledge Exceeds Linguistic Expression

Humans can know more than they can articulate in language—tacit knowledge exists as genuine understanding that resists complete linguistic formalization.

1 lessontacit-knowledgepolanyiexplicit-implicit
Axiomempirical

Compiled Pattern Recognition Outpaces Rule-Following

Pattern recognition compiled from experience operates orders of magnitude faster than sequential rule-following for equivalent tasks.

1 lessonautomaticityskill-compilationprocessing-speed
Axiomempirical

Mental States Are Cognitively Imputable

Mental states (beliefs, desires, intentions, knowledge, emotions) can be systematically imputed to oneself and others through dedicated cognitive mechanisms that generate predictive models of behavior.

1 lessontheory-of-mindmental-state-attributionsocial-cognition
Axiomphilosophical

Constructivist Epistemology

Knowledge is actively constructed by learners through engagement with experience, not passively received as transmission from external sources.

1 lessonconstructivismepistemologyactive-learning
Axiomempirical

Egocentric Anchoring in Perspective-Taking

Humans exhibit egocentric anchoring when modeling others' perspectives, beginning from their own viewpoint and adjusting insufficiently to account for differing knowledge, beliefs, or perceptual access.

1 lessontheory-of-mindperspective-takingcognitive-bias
Axiomempirical

Cognitive and Affective Empathy Are Distinct

Understanding another person's reasoning structure and mental states (cognitive empathy) is neurologically and functionally distinct from feeling what they feel (affective empathy).

1 lessonempathytheory-of-mindemotional-intelligence
Axiomphilosophical

Categories Are Human Constructions

Categories are constructed by humans for specific purposes and contexts, not discovered as objective, mind-independent features of reality.

1 lessonontologysocial-constructioncategories
Axiomtheoretical

Looping Effects of Human Classification

Classifying people creates feedback loops where the classification changes the behavior of those classified, which in turn changes the category itself in ways that don't occur with classifications of inanimate objects.

1 lessonsocial-constructionperformativityself-fulfilling-prophecy
Axiomempirical

Automatic Pattern Perception

The human brain automatically generates and perceives patterns, relationships, and regularities in sensory input prior to and often independent of conscious verification, subject to systematic biases such as confirmation bias that preferentially encode pattern-consistent information while filtering contradictory evidence.

1 lessonpattern-recognitionautomaticityconfirmation-bias
Axiomempirical

Hierarchical Chunking Expands Capacity

Chunking allows working memory to treat hierarchically organized groups of items as single units, effectively expanding functional processing capacity beyond the raw item limit, and hierarchically organized systems with stable intermediate subsystems evolve faster and demonstrate greater robustness than flat systems.

1 lessonchunkinghierarchical-organizationnear-decomposability
Axiomempirical

Abstraction Requires Grounding

Abstract representations that lack connection to concrete, embodied, or perceptual experiences become unstable and lose meaning under cognitive load or when transferred to novel contexts.

1 lessonembodied-cognitionabstractiongrounding-problem
Axiomempirical

Dunbar's Number Limits Stable Relationships

Humans can maintain approximately 150 stable social relationships simultaneously, representing a cognitive limit on the number of individuals about whom one can track social state and obligations.

1 lessoncognitive-limitssocial-cognitiondunbar-number
Axiomempirical

Transitive Inference Is Automatic Cognition

The human brain performs transitive inference automatically as a fundamental cognitive operation, computing implied relationships from chains of explicit relationships without conscious effort.

1 lessoncognitive-sciencetransitive-inferenceautomatic-processing
Axiomempirical

Global-to-Local Perceptual Processing

Human visual perception processes global structure before local details.

1 lessonperceptionvisual-processinggestalt
Axiomempirical

Basic-Level Category Privilege

There exists a privileged 'basic level' of categorization (e.g., 'chair' rather than 'furniture' or 'desk chair') where categories maximize information gain while minimizing cognitive effort.

1 lessoncategorizationcognitive-economybasic-level
Axiomempirical

Construal Level Effects on Perception

The level of abstraction at which you construe a situation (high-level why versus low-level how) changes what features appear relevant and what actions feel immediately available.

1 lessonconstrual-level-theoryabstractionpsychological-distance
Axiomempirical

Hick's Law of Choice Time

The time required to make a decision increases logarithmically with the number of equally-probable options presented (Hick-Hyman Law).

1 lessonhicks-lawdecision-timechoice-reaction
Axiomphilosophical

Demonstrative Knowledge Requires Indemonstrable Foundations

All demonstrative knowledge ultimately rests on indemonstrable first principles that cannot themselves be proven through demonstration.

1 lessonepistemologyfoundationsregress-problem