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How to ThinkIn the Age of AI

Axioms

297 axioms · page 2 of 7

Axiomtheoretical

Abstraction Necessarily Discards Information

Abstraction necessarily discards information from the reality it represents, retaining only selected features deemed relevant while eliminating detail.

1 lesson
Axiomphilosophical

No Direct Access to Reality

No human has direct access to reality; all knowledge is mediated through neurological processing and linguistic abstraction layers that filter and structure experience.

1 lesson
Axiomtheoretical

Structural Correspondence in Mental Models

Mental models have structural correspondence (isomorphism) to the situations they represent, with relationships between model elements mapping onto relationships between real-world elements.

1 lesson
Axiomtheoretical

Brain as Hierarchical Prediction Machine

The brain operates as a hierarchical prediction machine that continuously generates top-down predictions about expected sensory input and propagates only prediction errors upward for model updating.

2 lessons
Axiomtheoretical

Scientific Paradigms Are Incommensurable

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

1 lesson
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 lesson
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 lesson
Axiomempirical

Conscious Processing Is Metabolically Expensive

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

1 lesson
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 lessons
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 lesson
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 lesson
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 lesson
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 lesson
Axiomphilosophical

Constructivist Epistemology

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

1 lesson
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 lesson
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 lesson
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 lesson
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 lesson
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 lesson
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 lesson
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 lesson
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 lesson
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 lesson
Axiomempirical

Global-to-Local Perceptual Processing

Human visual perception processes global structure before local details.

1 lesson
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 lesson
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 lesson
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).

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Axiomphilosophical

Demonstrative Knowledge Requires Indemonstrable Foundations

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

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Axiomempirical

Perception Automatically Chunks Elements into Clusters

Human perception automatically organizes individual elements into intermediate-level perceptual clusters to reduce cognitive complexity before conscious processing.

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Axiomempirical

Experience Segments into Nested Hierarchical Events

The human brain automatically segments continuous experience into discrete, nested hierarchical events with boundaries determined by changes in goals, locations, and activity patterns.

1 lesson
Axiomempirical

Concepts Are Situated Simulations, Not Abstract Definitions

Concepts are grounded in sensorimotor simulations within specific situated contexts rather than abstract, context-free definitions stored as symbolic propositions.

1 lesson
Axiomtheoretical

Piagetian Equilibration Through Schema Dynamics

Cognitive development occurs through equilibration—the resolution of tension between existing schemas and new experience via assimilation (fitting new information to existing schemas) or accommodation (modifying schemas when assimilation fails sufficiently to produce cognitive disequilibrium).

4 lessons
Axiomempirical

Flexible Context-Dependent Categorization

Human conceptual structure is a flexible context-dependent system that can simultaneously organize entities along multiple dimensions and construct ad hoc categories on the fly to serve current goals, cutting across stable taxonomies.

1 lesson
Axiomtheoretical

Agents are systems defined by perceiving their environment…

Agents are systems defined by perceiving their environment and acting upon it to achieve goals.

1 lesson
Axiomempirical

Human memory under stress and cognitive load is unreliable…

Human memory under stress and cognitive load is unreliable for executing intended behaviors.

4 lessons
Axiomempirical

Measurement of behavior changes the behavior being measured…

Measurement of behavior changes the behavior being measured.

4 lessons
Axiomempirical

Simple decision rules using less information can outperform…

Simple decision rules using less information can outperform complex analytical models in uncertain environments with limited data.

2 lessons
Axiomempirical

Knowledge that exists only in tacit form degrades without…

Knowledge that exists only in tacit form degrades without detection and cannot be systematically improved.

1 lesson
Axiomempirical

Mental rehearsal activates the same neural circuits used…

Mental rehearsal activates the same neural circuits used during actual task execution.

1 lesson
Axiomempirical

People interpret failure as either evidence about…

People interpret failure as either evidence about their fundamental capabilities or as information about what to try next, and this interpretation predicts measurably different outcomes.

1 lesson
Axiomtheoretical

The performance of an agent is bounded by the accuracy…

The performance of an agent is bounded by the accuracy of its world model regardless of the sophistication of its decision-making process.

1 lesson
Axiomempirical

Losses loom larger than equivalent gains in human…

Losses loom larger than equivalent gains in human psychology.

4 lessons
Axiomphilosophical

You can design your own cognitive processes rather…

You can design your own cognitive processes rather than simply running on inherited defaults.

2 lessons
Axiomtheoretical

Behavior requires an initiating signal to occur…

Behavior requires an initiating signal to occur at a specific moment rather than theoretically at some point.

1 lesson
Axiomtheoretical

Behavior is a function of both the person…

Behavior is a function of both the person and their environment.

3 lessons
Axiomempirical

Event-based prospective memory is easier and more reliable…

Event-based prospective memory is easier and more reliable than time-based prospective memory because the environment itself provides the retrieval cue.

3 lessons
Axiomtheoretical

Signal detection involves independent dimensions…

Signal detection involves independent dimensions of sensitivity and specificity.

5 lessons
Axiomempirical

Emotions manifest as physiological changes in the body…

Emotions manifest as physiological changes in the body (somatic markers) that occur before conscious emotional experience.

1 lesson