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How to ThinkIn the Age of AI

Axioms

297 axioms · page 4 of 7

Axiomempirical

Groups exert constant pressure to align your thinking…

Groups exert constant pressure to align your thinking with the group consensus.

1 lesson
Axiomempirical

Scarcity of any resource consumes cognitive bandwidth…

Scarcity of any resource consumes cognitive bandwidth that would otherwise be available for other thinking.

3 lessons
Axiomempirical

Humans have a fundamental drive to evaluate their own…

Humans have a fundamental drive to evaluate their own opinions and abilities by comparing themselves to similar others when objective benchmarks are unavailable.

1 lesson
Axiomempirical

Psychological flexibility (the ability to adapt behavior…

Psychological flexibility (the ability to adapt behavior to context while maintaining values) predicts mental health and effective functioning.

2 lessons
Axiomempirical

Procrastination is primarily a strategy for regulating…

Procrastination is primarily a strategy for regulating negative emotions, not a failure of time management.

1 lesson
Axiomempirical

Intentional suppression of thoughts paradoxically increases…

Intentional suppression of thoughts paradoxically increases their accessibility and frequency.

1 lesson
Axiomempirical

Human motivation includes separable 'wanting' and 'liking'…

Human motivation includes separable 'wanting' and 'liking' systems that can become decoupled.

1 lesson
Axiomempirical

People rapidly adapt to material improvements, returning…

People rapidly adapt to material improvements, returning to baseline satisfaction regardless of circumstances (hedonic adaptation).

1 lesson
Axiomphilosophical

Humans retain the capacity to choose their attitude toward…

Humans retain the capacity to choose their attitude toward circumstances even when all external freedoms are removed.

2 lessons
Axiomempirical

The explanatory style used to interpret adverse events…

The explanatory style used to interpret adverse events predicts both emotional and behavioral responses.

1 lesson
Axiomempirical

Groups that prioritize consensus over accuracy suppress…

Groups that prioritize consensus over accuracy suppress dissent in ways that produce catastrophic decisions.

1 lesson
Axiomempirical

Flow occurs when challenge slightly exceeds current…

Flow occurs when challenge slightly exceeds current capability within one's skill range.

1 lesson
Axiomtheoretical

In any network of dependent tasks, the longest chain…

In any network of dependent tasks, the longest chain of sequential dependencies determines minimum completion time.

7 lessons
Axiomempirical

Average cycle time equals work-in-progress divided…

Average cycle time equals work-in-progress divided by throughput rate.

2 lessons
Axiomtheoretical

Complex systems that work evolved from simple systems…

Complex systems that work evolved from simple systems that worked.

4 lessons
Axiomempirical

Catastrophic failures in complex systems rarely result…

Catastrophic failures in complex systems rarely result from a single failure but from the alignment of multiple failures through defensive layers.

1 lesson
Axiomempirical

Task switching between different types of cognitive work…

Task switching between different types of cognitive work imposes a measurable time cost that increases with the complexity and dissimilarity of the tasks being switched between.

15 lessons
Axiomempirical

Human memory of task duration is systematically biased…

Human memory of task duration is systematically biased and does not correspond to actual elapsed time.

11 lessons
Axiomtheoretical

When a measure becomes a target, it ceases to be a good…

When a measure becomes a target, it ceases to be a good measure.

6 lessons
Axiomtheoretical

Process variation consists of two fundamentally different…

Process variation consists of two fundamentally different types: common cause variation inherent to the system, and special cause variation from identifiable disruptions.

1 lesson
Axiomtheoretical

The behavior of a system arises from its structure…

The behavior of a system arises from its structure, not from the intentions of its participants or quality of individual components.

5 lessons
Axiomtheoretical

Different problem domains require fundamentally different…

Different problem domains require fundamentally different operational approaches based on cause-effect predictability.

1 lesson
Axiomphilosophical

Every system is perfectly designed to get the results…

Every system is perfectly designed to get the results it gets.

3 lessons
Axiomempirical

When estimating future task duration, people naturally adopt

When estimating future task duration, people naturally adopt an inside view (mental simulation of specific steps) that systematically excludes the factors that actually consume time, leading to consistent underestimation.

1 lesson
Axiomempirical

Reference class forecasting (using base rates from similar…

Reference class forecasting (using base rates from similar past projects) produces more accurate estimates than bottom-up planning even when planners are experts in their domain.

1 lesson
Axiomempirical

Human cognitive capacity varies predictably across the day…

Human cognitive capacity varies predictably across the day in patterns shaped by chronotype, sleep, and shared biological rhythms.

5 lessons
Axiomtheoretical

Intentional underutilization (slack) is necessary…

Intentional underutilization (slack) is necessary for systems to absorb variation without failing.

1 lesson
Axiomempirical

Human beings make decisions under conditions of incomplete…

Human beings make decisions under conditions of incomplete information, limited time, and cognitive constraints rather than as omniscient rational optimizers.

2 lessons
Axiomtheoretical

Information and attention have an inverse relationship

a wealth of information creates a poverty of attention.

3 lessons
Axiomempirical

Increasing options decreases satisfaction and increases…

Increasing options decreases satisfaction and increases decision paralysis.

3 lessons
Axiomempirical

Creation and evaluation are distinct cognitive operations…

Creation and evaluation are distinct cognitive operations that interfere when run simultaneously.

1 lesson
Axiomempirical

The ratio of creative hits to total output is roughly…

The ratio of creative hits to total output is roughly constant across attempts for any given creator.

1 lesson
Axiomtheoretical

Single-loop learning adjusts actions within existing…

Single-loop learning adjusts actions within existing assumptions; double-loop learning questions the assumptions themselves.

3 lessons
Axiomtheoretical

The number of unique communication channels in a team of n…

The number of unique communication channels in a team of n people is n(n-1)/2.

2 lessons
Axiomempirical

A production system produces results; roughly 94%…

A production system produces results; roughly 94% of production problems are system problems, not individual capability problems.

2 lessons
Axiomempirical

Raw experience, without reflection, does not produce…

Raw experience, without reflection, does not produce learning.

2 lessons
Axiomempirical

Memory is reconstructive, not reproductive—humans rebuild…

Memory is reconstructive, not reproductive—humans rebuild past experiences from fragments rather than retrieving accurate recordings.

2 lessons
Axiomempirical

Defensive routines operate below conscious awareness…

Defensive routines operate below conscious awareness and automatically filter threatening information before it reaches conscious processing.

2 lessons
Axiomempirical

Expert performance in complex domains requires deliberate…

Expert performance in complex domains requires deliberate practice targeting specific weaknesses at the edge of current ability with immediate feedback.

3 lessons
Axiomempirical

Skilled tool use changes the brain's representation…

Skilled tool use changes the brain's representation of the body to incorporate the tool.

2 lessons
Axiomempirical

The time required to reach a target increases…

The time required to reach a target increases logarithmically with the ratio of distance to target size.

3 lessons
Axiomempirical

Humans exhibit automation complacency — reducing monitoring…

Humans exhibit automation complacency — reducing monitoring effort and critical engagement when automated systems perform reliably.

1 lesson
Axiomtheoretical

Signal-to-noise ratio determines the capacity…

Signal-to-noise ratio determines the capacity of a communication channel.

2 lessons
Axiomempirical

Human auditory processing is omnidirectional, continuous…

Human auditory processing is omnidirectional, continuous, and involuntary — the brain processes all sounds within range before filtering.

1 lesson
Axiomempirical

Cognitive performance follows an inverted-U relationship…

Cognitive performance follows an inverted-U relationship with environmental arousal level — both too little and too much arousal degrade performance.

3 lessons
Axiomempirical

Dopamine neurons fire when a reward is anticipated based…

Dopamine neurons fire when a reward is anticipated based on a learned cue, not when the reward is received — dopamine is a prediction signal, not a pleasure signal.

7 lessons
Axiomtheoretical

When a habit forms, neural activity spikes at the cue…

When a habit forms, neural activity spikes at the cue and reward but drops during the routine, making the routine more modifiable than the cue-reward association.

4 lessons
Axiomempirical

Variable-ratio reinforcement schedules produce behaviors…

Variable-ratio reinforcement schedules produce behaviors extraordinarily resistant to extinction.

6 lessons