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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

Micromanagement

a delegation architecture at the pathological extreme of method-based delegation where the delegator monitors and corrects each step of the delegate's work in real time, resulting in lower motivation, higher turnover, reduced productivity, and diminished job satisfaction

1 lesson
Definition

Verification

the systematic process of monitoring delegated outcomes through structured feedback mechanisms at three distinct layers (signal, sample, and structural audit) to detect failures before they compound and maintain accountability while preserving delegate autonomy

1 lesson
Definition

Trust but verify

the calibrated approach to delegation that maintains high autonomy for agents while implementing verification mechanisms proportional to risk, consequence, and track record, where verification is built into the process rather than added as an afterthought

1 lesson
Definition

Tool

a delegated capability — it does something you could do, but faster, more reliably, or at greater scale

1 lesson
Definition

Extended mind

an external tool that performs the same functional role as an internal cognitive process, thereby becoming part of the cognitive system

1 lesson
Definition

Habit

a behavior that has been transferred from the conscious, effortful declarative system to the unconscious, nearly unlimited procedural system through repetition in consistent contexts, such that the behavior fires automatically from contextual cues without requiring conscious deliberation or executive function.

1 lesson
Definition

Delegation to environment

the practice of structuring your physical and social surroundings so that the behavior you want becomes the path of least resistance and the behavior you do not want requires active effort to pursue, thereby enforcing desired behaviors through environmental constraints rather than relying on willpower alone.

1 lesson
Definition

Delegation to documents

the practice of writing comprehensive, structured records that encode explanation, alignment, and decision context in a format that can be accessed by future readers or AI agents without requiring the original author's presence or memory.

1 lesson
Definition

Over-delegation

the pattern of delegating so thoroughly that one loses the capacity to evaluate whether delegated work is done well or to recover when delegation fails, characterized by skill erosion, loss of mental models, and reduced ability to ask critical questions

1 lesson
Definition

Under-delegation

the pattern of holding too much responsibility oneself, creating bottlenecks, burnout, and preventing others from developing capability, characterized by being the only person who can do critical tasks, having a full calendar but unadvanced priorities, and feeling indispensable while exhausted

1 lesson
Definition

Bus factor

the number of people who would need to be suddenly unavailable for a project or system to stall, used as a measure of system resilience and individual dependency risk

1 lesson
Definition

Delegation

the process of assigning authority and responsibility for a task to another person or agent, operating on a seven-level spectrum from 'do exactly this' (Level 1) to 'handle it entirely' (Level 7), where each level represents a distinct contract of autonomy and oversight with specific implications for relationship dynamics and outcome quality

1 lesson
Definition

Delegation capacity

the trained ability to tolerate imperfect output from delegated tasks long enough for the delegation to produce returns, built through progressive practice and mastery experiences that develop pattern recognition and calibration for effective delegation across increasing complexity

1 lesson
Definition

Control

the regulatory capacity to ensure desired outcomes are achieved through systems you trust to operate without constant oversight, where true control is demonstrated by the ability to maintain outcomes even in your absence rather than by direct, hands-on management

1 lesson
Definition

Leverage

the multiplicative effect of delegation where a small input of effort produces disproportionately large output through the cumulative effect of multiple well-designed delegations, measured as the ratio of output hours produced per management minute invested

1 lesson
Definition

Agent monitoring

the practice of systematically observing cognitive systems you've built to distinguish between 'running' and 'working,' between activity and progress, and between habits that drive results and habits that just make you feel busy

1 lesson
Definition

Master delegator

a person who designs systems that route work to the right agents without requiring their direct involvement, such that their personal effort operates at a higher level of leverage — designing systems rather than executing tasks, selecting agents rather than being the agent, verifying outcomes rather than managing processes — producing results that exceed what their personal effort alone could produce

1 lesson
Definition

Operational definition

a definition of a concept that is entirely specified by the operations used to measure it, where the concept is not an abstract property but rather the result of a specific measurement procedure.

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Definition

Success metric

a measurable, observable, bounded, and timely quantifiable indicator that defines what constitutes successful performance for a cognitive agent, with properties including observability, boundedness, timeliness, and resistance to gaming.

1 lesson
Definition

Monitoring frequency

the rate at which a cognitive agent is checked or reviewed, determined by matching the sampling rate to the rate at which meaningful change occurs in the system, with the optimal frequency being at least twice the fastest change rate to avoid aliasing.

1 lesson
Definition

Event-driven monitoring

a monitoring approach where systems alert users when specific events occur, rather than checking on a fixed schedule, used for detecting acute failures that require immediate response.

1 lesson
Definition

Dashboard

a visual display of the most important information needed to achieve one or more objectives, consolidated on a single screen so it can be monitored and understood at a glance

1 lesson
Definition

Service Level Indicator

a carefully defined quantitative measure of some aspect of the level of service provided, always expressed as a proportion of good events divided by total events measured over a defined window

1 lesson
Definition

Service Level Objective

a target value for an SLI that defines the boundary between acceptable performance and the need for intervention

1 lesson