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How to ThinkIn the Age of AI

Definitions

1,059 definitions · page 6 of 23

Definition

Expertise

the ability to efficiently process information by automatically filtering out irrelevant data and focusing on signal, achieved through structured pattern exposure that changes perceptual processing itself rather than simply accumulating more information

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Chunking

the cognitive process of compressing multiple discrete pieces of information into larger meaningful units that consume one working memory slot while carrying the information density of multiple items, enabling experts to process more meaning with the same working memory capacity

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Premature closure

the cognitive bias that leads individuals to accept an initial interpretation or diagnosis as final before it has been fully verified, characterized by anchoring on first data, confirmation bias, and search satisficing.

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Naive realism

the pervasive cognitive distortion characterized by three interlocking assumptions - that one perceives events as they actually are (transparent window belief), that rational people given same information will reach same conclusions (shared reality expectation), and that disagreement indicates others are uninformed, irrational, or biased (external attribution bias) - which protects all other biases from examination by making the belief in objective perception feel like common sense

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Calibration

the alignment between your confidence and your accuracy, measured by the correspondence between stated confidence levels and actual outcome frequencies across multiple predictions

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Well-calibrated perception

the cognitive infrastructure that aligns subjective confidence with objective accuracy through structured feedback loops, physiological monitoring, bias recognition, and domain-specific calibration practices

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Overconfidence

the systematic, predictable, measurable error where humans exhibit excessive confidence in their knowledge, estimates, and performance, characterized by three distinct forms—overestimation of actual performance, overplacement relative to others, and overprecision of confidence intervals—that behave differently across task difficulty levels and operate below the surface of conscious awareness

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Overprecision

the form of overconfidence where individuals believe their estimates are more accurate than they actually are, demonstrated by confidence intervals that are too narrow and fail to capture true values at the stated confidence level

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Prediction tracking

the practice of recording specific probabilistic predictions with confidence levels, reasoning, and resolution dates, then scoring outcomes against stated probabilities to make miscalibrations visible and enable calibration feedback

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Somatic marker hypothesis

emotions are not just distorters of good decision-making — they are necessary components of it - the theory that emotions provide necessary pre-conscious signals that bias attention toward or away from certain options before deliberate analysis begins

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Sleep deprivation

the condition where insufficient sleep impairs cognitive performance to the degree that it equals or exceeds the impairment caused by moderate alcohol intoxication, while simultaneously degrading the brain systems responsible for self-monitoring and error detection

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Perceptual calibration

the process of empirically measuring and adjusting for physiological states that systematically distort perception, specifically including sleep deprivation as a measurable input that affects the accuracy of one's cognitive instrument

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Stress-induced perceptual narrowing

the neurobiological phenomenon where emotional arousal physically contracts the perceptual field by reducing prefrontal cortex engagement and increasing amygdala dominance, resulting in measurable loss of contextual information processing and cognitive flexibility under stress

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Metabolic state

the physiological condition of the body, particularly blood glucose levels, that measurably alters cognitive performance, perception, and judgment by affecting attention, working memory, processing speed, executive function, and emotional regulation

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Hungry judgment

the phenomenon where metabolic depletion, particularly low blood glucose, creates a negative affective filter that distorts perception and judgment by making negative interpretations more accessible and positive interpretations less so, without the individual recognizing the metabolic influence

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Definition

Domain-specific calibration

the epistemic skill where confidence accurately reflects accuracy within a particular domain, requiring repeated feedback cycles and specific learning experiences that cannot be transferred to other domains

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Calibration instrument

a person or system that provides external data about systematic errors in one's perception or behavior that cannot be detected through introspection alone

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Blind spot

the quadrant in the Johari Window that contains what others can see about you but you cannot see about yourself, representing systematic errors in self-perception that are detectable through peer feedback

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Peer feedback

structured, solicited observations from multiple independent people about one's behavior, beliefs, or perceptions that serve as calibration data to correct systematic blind spots

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Calibration profile

a document that maps specific domains, confidence levels, and conditions where an individual's perceptual judgments are systematically accurate or distorted, serving as a correction map for future confidence adjustments

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Natural frequency

a representation format for statistical information that expresses probabilities as counts or frequencies of events within a population rather than as abstract percentages or decimals

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Personal bias profile

a specific, empirically grounded map of which biases operate most strongly in your cognition, in which domains, and with what magnitude

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Systematic bias

predictable directional errors in judgment that cluster consistently in specific domains and directions, as opposed to random noise

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Bias blind spot

the phenomenon where people readily identify biases operating in others while insisting that their own judgments are objective, with no correlation to cognitive ability or education

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Intellectual humility

the measurement practice of accurately aligning confidence with actual competence, characterized by recognizing the fallibility of personal beliefs and appropriately attending to limitations in evidentiary basis and one's own knowledge acquisition and evaluation capabilities

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Metacognition

the cognitive capacity to monitor, evaluate, and adjust one's own perceptual and reasoning processes in real-time for improved decision-making

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Context determines meaning

the relationship between information and context is the source of meaning, not the information itself

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Context Identification

the deliberate cognitive practice of explicitly recognizing and naming the current situational framework before interpreting information or making decisions, which involves asking systematic questions about environment, role, recent events, goals, and imported assumptions to avoid premature cognitive commitment

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Premature Cognitive Commitment

the cognitive bias where individuals lock in an interpretation based on the context of first exposure and fail to revisit or question that context even when it changes, resulting in persistent misinterpretation of information despite new evidence or context shifts

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Context loading

the deliberate cognitive process of preparing to operate within a specific frame of reference by closing previous context, creating transition gap, and explicitly orienting to new context, which requires 3-6 minutes per switch to avoid degraded performance

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Decision Context Record

a structured written documentation format that captures at the moment of choice the specific forces, constraints, emotions, information, uncertainties, and alternatives active in a decision, along with expected consequences and confidence level, to prevent hindsight bias from distorting the original reasoning and enable accurate future evaluation

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Cultural context

the set of invisible assumptions, values, interpretive frameworks, and operating systems that are absorbed unconsciously from one's social environment and fundamentally shape perception, cognition, and behavior in ways that feel natural and universal but are actually specific to one's cultural background and differ systematically from other cultural systems

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Temporal discounting

the systematic psychological tendency to perceive future consequences as less vivid, concrete, and emotionally salient than present ones, resulting in diminished motivation to act on future outcomes

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Emotional context

the emotional state that becomes fused with perception and memory, shaping what is encoded, retrieved, and interpreted rather than simply filtering incoming data

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Affect-as-information

the cognitive process where people use their current emotional state as evidence or information about the world, even when that emotional state is unrelated to the judgment being made

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Context collapse

the structural phenomenon where digital communication channels strip away the contextual cues (tone, gesture, shared history, audience boundaries) that normally enable accurate meaning construction in face-to-face interaction

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Illusion of transparency

the cognitive bias where speakers systematically overestimate how clearly their intended meaning is conveyed to listeners, because they project their own internal knowledge onto their audience without accounting for the gap between what they know and what the listener can perceive

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Fundamental attribution error

the cognitive bias that leads people to overattribute others' behavior to personality traits while underweighting situational factors that could explain the same behavior

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Social context

the environmental and interpersonal conditions surrounding belief formation that systematically alter the conclusions drawn from identical information based on the presence and influence of others

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Historical context

the temporal information and causal understanding of past decisions, events, and their outcomes that shapes current perception and constrains available options by embedding past experiences in decision-making infrastructure

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Path dependence

the phenomenon where past decisions and historical constraints systematically limit current and future options by creating self-reinforcing structures and accumulated investments that make alternative paths economically or practically inaccessible

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Transfer-appropriate processing

the cognitive theory that memory performance depends on matching the type of cognitive processing used during encoding and retrieval, with effective retrieval occurring when the processing mode at encoding matches the processing mode at retrieval rather than just semantic depth

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Common ground

the shared mutual knowledge, beliefs, and assumptions between speaker and listener that must be actively constructed and maintained for successful communication to occur

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Context

a frame — a set of assumptions, rules, and interpretive lenses that determine how you process information and what counts as relevant

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Context design

the practice of engineering environmental cues, defaults, and friction points to make desired behaviors more likely and undesired behaviors less likely, operating through the principle that behavior is a function of person and environment.

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Decision documentation

the practice of recording the full reasoning context around a decision including alternatives considered, information available, optimization criteria, and conditions for revisiting before the outcome overwrites the reasoning

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Cognitive defusion

the process of creating psychological distance between the self and internal experiences (thoughts, emotions, sensations) such that the experiencer can observe these states as objects rather than being fused with them as identity or environment

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Affect labeling

the specific cognitive act of assigning precise linguistic categories to emotional experiences, which recruits prefrontal regulatory circuits and reduces amygdala activity through the process of classification and differentiation

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