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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

Definition

After-action review

a structured post-event analysis that compares what happened with what was expected and extracts specific, transferable lessons from the gap between the two

1 lesson
Definition

Reflective writing

the practice of writing reflections rather than merely thinking them, which produces deeper insights because writing forces linearization, gap detection, and explicit articulation that internal thought does not require

1 lesson
Definition

Review cadence

a nested hierarchy of reflection practices at increasing time scales — daily, weekly, monthly, quarterly, annual — where each level addresses different pattern horizons and decision granularity

1 lesson
Definition

Psychological safety in reflection

the internal condition where one can examine failures without self-judgment, enabling honest assessment rather than defensive rationalization

1 lesson
Definition

Systems review

the practice of reviewing the systems, processes, and structures that produced outcomes rather than reviewing the outcomes alone, based on the principle that results are products of system design

1 lesson
Definition

Reflection resistance

the avoidance of reflecting on specific topics, which itself constitutes diagnostic data indicating that the avoided topic carries unprocessed emotional charge or threatens existing self-narratives

1 lesson
Definition

Reflection archive

a searchable repository of past reviews and reflections that makes patterns visible across time by enabling cross-temporal comparison that single-session reflection cannot provide

1 lesson
Definition

Tool stack

the complete, integrated set of tools that work together as a coherent system, where each tool serves a specific function and the connections between tools enable workflows that no single tool could support alone

1 lesson
Evidence

Ebbinghaus forgetting curve

memory retention drops to approximately 42% within 20 minutes and 33% within 1 hour of initial encoding without rehearsal, demonstrating the biological basis for the capture imperative

1 lesson
Evidence

Zeigarnik effect

incomplete tasks maintain active cognitive representations that consume working memory resources, producing intrusive thoughts about unfinished work that persist until the task is either completed or captured in a trusted external system

1 lesson
Evidence

Miller's law

working memory capacity is limited to approximately 7±2 chunks of information, establishing the biological constraint that makes cognitive offloading through externalization necessary for complex thinking

1 lesson
Evidence

Writing produces 15-20% more ideas than thinking alone

studies on externalization show that the act of writing generates novel connections invisible to internal monologue because linearization forces gap-detection

1 lesson
Evidence

Context switching costs 10-25 minutes of recovery time per…

Context switching costs 10-25 minutes of recovery time per switch: research on task-set reconfiguration shows that switching between cognitively demanding tasks imposes a recovery period before full performance is restored

1 lesson
Evidence

Attention residue persists for 15+ minutes after task…

Attention residue persists for 15+ minutes after task switching: Leroy (2009) demonstrated that cognitive residue from a previous task significantly impairs performance on the subsequent task

1 lesson
Evidence

Deep work capacity averages 3-4 hours per day for most…

Deep work capacity averages 3-4 hours per day for most knowledge workers: sustained focused attention follows a biological depletion curve independent of motivation or discipline

1 lesson
Evidence

Dunning-Kruger effect

people with low competence in a domain systematically overestimate their ability because the same skills needed to produce correct responses are the skills needed to recognize correct responses

1 lesson
Evidence

Confirmation bias operates at the perceptual level

Nickerson (1998) review demonstrated that people not only seek confirming evidence but literally perceive ambiguous information as confirming their prior beliefs

1 lesson
Evidence

Milgram obedience experiments

65% of participants administered apparently lethal shocks when instructed by an authority figure, demonstrating the power of the compliance instinct to override personal moral judgment

1 lesson
Evidence

Organ donation default effect

countries with opt-out organ donation have 85-100% consent rates versus 4-27% for opt-in countries, demonstrating that defaults determine behavior far more than preferences

1 lesson
Evidence

Habit formation requires an average of 66 days

Lally et al. (2010) found that automaticity develops over a median of 66 days, ranging from 18 to 254 days depending on complexity

1 lesson
Evidence

Implementation intentions double goal achievement rates

Gollwitzer (1999) meta-analysis showed that if-then plans approximately double the probability of goal-directed behavior

1 lesson
Evidence

Affect labeling reduces amygdala activation by 30-50%

Lieberman et al. (2007) fMRI research showed that putting feelings into words significantly reduces limbic system reactivity

1 lesson
Evidence

Emotional contagion occurs within milliseconds

Hatfield et al. (1993) demonstrated that facial mimicry and emotional synchronization begin within 50ms of exposure, below conscious awareness thresholds

1 lesson
Evidence

Post-traumatic growth occurs in 30-70% of trauma survivors

Tedeschi & Calhoun (2004) found that a substantial majority of people report positive psychological changes following highly challenging life circumstances

1 lesson