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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

Principle

Select initial behavioral changes that are likely to produce

Select initial behavioral changes that are likely to produce quick, observable positive results to initiate a virtuous cycle where results update beliefs, which motivate more new behavior.

1 lesson
Principle

Distinguish between resistance that carries legitimate…

Distinguish between resistance that carries legitimate technical, expertise, or values concerns (which should inform the change design) and resistance that preserves dysfunction (which should be overcome).

1 lesson
Principle

When strategy requires behaviors the existing culture…

When strategy requires behaviors the existing culture does not produce, modify cultural infrastructure as a prerequisite for or parallel companion to strategic execution rather than launching strategy first.

1 lesson
Principle

Review accumulated notes in batches spanning weeks or months

Review accumulated notes in batches spanning weeks or months to detect emergent patterns invisible during real-time capture, because the temporal gap creates cognitive distance that allows new understanding to collide with original observations.

1 lesson
Principle

Create structural mechanisms that legitimize dissent…

Create structural mechanisms that legitimize dissent and protect contradictory perspectives from social punishment, because cognitive diversity requires that disagreement be formally safer than conformity.

1 lesson
Principle

Attribute organizational outcomes to system design rather…

Attribute organizational outcomes to system design rather than individual performance when those outcomes persist across multiple individuals in the same role.

1 lesson
Principle

Pair training investments with system changes that support…

Pair training investments with system changes that support the trained behavior; without system support, trained behaviors will not transfer to actual practice.

1 lesson
Principle

Modify organizational structures to make desired behaviors…

Modify organizational structures to make desired behaviors the path of least resistance rather than attempting to change behavior through training or persuasion within unchanged structures.

2 lessons
Principle

Change incentive structures to align what the system rewards

Change incentive structures to align what the system rewards with what the organization needs rather than hoping people will act against their incentives.

1 lesson
Principle

Make previously hidden information visible to relevant…

Make previously hidden information visible to relevant decision-makers as a high-leverage intervention that changes behavior without requiring additional incentives or enforcement.

1 lesson
Principle

Map both formal documented systems and informal actual…

Map both formal documented systems and informal actual workflows when diagnosing organizational problems, prioritizing the informal system that produces actual outcomes.

1 lesson
Principle

Change system goals rather than parameters when seeking…

Change system goals rather than parameters when seeking fundamental behavioral shifts, as goals cascade through all system elements while parameters produce only marginal adjustments.

1 lesson
Principle

Add balancing feedback loops that detect deviation…

Add balancing feedback loops that detect deviation and produce corrective pressure when reinforcing loops amplify undesired behavior unchecked.

1 lesson
Principle

Break vicious reinforcing cycles by severing the weakest…

Break vicious reinforcing cycles by severing the weakest causal link rather than fighting the entire loop with increasing effort.

1 lesson
Principle

Check the sample size of observed repetitions against…

Check the sample size of observed repetitions against the total opportunities for occurrence before concluding a pattern is meaningful, because your brain flags clusters without computing base rates.

1 lesson
Principle

Strengthen virtuous reinforcing cycles by investing…

Strengthen virtuous reinforcing cycles by investing in the most constrained link to accelerate beneficial compounding effects.

1 lesson
Principle

When a metric improves at one system location, immediately…

When a metric improves at one system location, immediately check whether related metrics have worsened at adjacent locations to detect displacement effects.

1 lesson
Principle

Reduce restraining forces rather than increase driving…

Reduce restraining forces rather than increase driving forces when implementing change, because increased pressure often triggers proportional resistance.

1 lesson
Principle

Design pilots with baseline measurements collected before…

Design pilots with baseline measurements collected before implementation and control conditions to distinguish intervention effects from external factors.

1 lesson
Principle

Select pilot contexts that are representative and moderately

Select pilot contexts that are representative and moderately challenging rather than ideal or enthusiastic, to generate generalizable learning.

1 lesson
Principle

Run pilots for at least three full cycles of the process…

Run pilots for at least three full cycles of the process being changed to distinguish initial learning effects from steady-state performance.

1 lesson
Principle

Investigate pilot surprises as valuable signals of system…

Investigate pilot surprises as valuable signals of system dynamics missing from the original analysis rather than dismissing them as anomalies.

1 lesson
Principle

Treat resistance to change as diagnostic information about…

Treat resistance to change as diagnostic information about system properties rather than opposition to overcome.

1 lesson
Principle

Test systemic changes by removing the attention, personnel…

Test systemic changes by removing the attention, personnel, and resources that accompanied the change initiative — genuine system changes persist while attention-dependent improvements revert.

1 lesson