The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types and 2 molecules
Reinforcing feedback loop: a feedback mechanism where outputs cycle back as inputs and each cycle amplifies the signal rather than dampening it, producing exponential growth or decline in the direction of the initial signal
Negative feedback loop: a self-correcting system structure that maintains stability by detecting deviations from a set point and applying corrective actions that oppose the direction of the deviation, operating through three essential components: set point, sensor, and corrective response
Dopamine prediction error: the neurochemical signal that encodes the difference between what you predicted and what you got, serving as the reinforcement signal that updates the strength of the cue-routine connection in habit formation
Automaticity: the asymptotic state where a habit becomes so well-established that the cue triggers the routine with no conscious involvement at all, achieved through repeated cue-routine-reward cycles that progressively shift control from deliberative to stimulus-driven brain systems
Information feedback loop: a structural phenomenon where past information consumption shapes subsequent information thinking, which in turn shapes future information seeking, creating a self-reinforcing cycle that amplifies initial biases and narrows information environments without conscious awareness or consent
Confirmation bias in information seeking: the cognitive tendency to actively search for, interpret, and remember information that confirms existing beliefs while avoiding or discounting contradictory evidence, operating as an internal mechanism within information feedback loops
Echo chamber: a social feedback loop where information environments systematically discredit outside sources, so that exposure to contrary information actually strengthens commitment to the in-group position rather than challenging it, operating as a mechanism within information feedback loops
Vicious cycle: a feedback loop where the consequence of a behavior reinforces the trigger that produced the behavior, creating a self-sustaining pattern that accelerates over time and becomes increasingly automatic and invisible.
Virtuous cycle: a positive feedback loop whose outputs are genuinely beneficial and contribute to making the system healthier, stronger, or more capable over time, representing valuable personal infrastructure that compounds through repeated, self-reinforcing iterations.
Multi-loop system: a complex system involving several interacting feedback loops that operate simultaneously, share variables, compete for dominance, and generate behavior that no individual loop can explain
System archetype: a recurring multi-loop configuration pattern that appears across different domains and produces characteristic, often counterintuitive behaviors through specific interactions between feedback loops
Shared variable: a variable that serves as the output of one feedback loop and becomes the input of another feedback loop, creating coupling between loops that affects system behavior through their combined responses
Defensive routines: patterns of interpersonal behavior designed to avoid embarrassment and threat that systematically block the feedback individuals need most
Blind spot: the region of self-knowledge that is known to others but unknown to you, specifically the behaviors, patterns, and impacts that are visible to others but invisible to the individual due to defensive routines intercepting feedback before it reaches conscious processing
Feedback mechanism: a designed system with five specific components (specific metric, capture method, fixed review cadence, action threshold, and closing action) that transforms data into actionable feedback for system regulation
Engineered feedback: feedback that is deliberately constructed and built into systems rather than passively received, requiring specific design components to ensure it drives deliberate improvement
Feedback loop hygiene: the recurring practice of regularly auditing and maintaining feedback loops to ensure they remain connected to meaningful outcomes and have not become decoupled from the actual systems they are meant to monitor
Double-loop learning: a form of feedback that questions the underlying framework, assumptions, and goals that generate actions, rather than simply correcting actions within an existing framework
Antifragility: a system characteristic that gains strength and improves from exposure to disorder, stress, and volatility rather than merely maintaining stability or being harmed by such conditions
Error: a deviation from expected or intended performance that occurs within a system and can be detected and corrected through systematic mechanisms
Execution errors: errors that occur when you knew what to do and had the right plan, but something went wrong in the doing. You forgot a step, made a mechanical mistake, or lost focus at the critical moment.
Knowledge errors: errors that occur when you did not have the information you needed to make a correct decision. You made a decision based on an incomplete or inaccurate model of the situation.
Judgment errors: errors that occur when you had the right information but assessed it incorrectly. You saw the warning signs and dismissed them, weighed factors incorrectly, or predicted outcomes systematically wrong.
Fail-fast: the principle of designing systems that surface errors early when they are easiest and cheapest to correct, rather than allowing them to compound and become more expensive to fix.