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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

Generate multiple alternatives in parallel rather…

Generate multiple alternatives in parallel rather than evaluating options sequentially to accelerate comparison-based decisions.

1 lesson
Principle

Calculate delay cost as cost-per-day multiplied…

Calculate delay cost as cost-per-day multiplied by deliberation duration and stop when it exceeds expected improvement from additional information.

1 lesson
Principle

Focus post-decision reviews on system-level process…

Focus post-decision reviews on system-level process improvements rather than individual blame to maintain psychological safety necessary for honest evaluation.

1 lesson
Principle

Schedule decision reviews as mandatory future check-ins…

Schedule decision reviews as mandatory future check-ins at the time you make the decision rather than waiting for obvious failure signals.

1 lesson
Principle

Review decisions with positive outcomes as rigorously…

Review decisions with positive outcomes as rigorously as negative ones to detect bad processes hidden behind lucky results.

1 lesson
Principle

Match the collaboration pattern to the dependency structure…

Match the collaboration pattern to the dependency structure of the task rather than defaulting to familiar patterns.

2 lessons
Principle

Design measurement systems to close feedback loops by making

Design measurement systems to close feedback loops by making the gap between current state and desired state observable before consequences compound.

2 lessons
Principle

Add, change, or redesign feedback loop structures rather…

Add, change, or redesign feedback loop structures rather than merely tuning parameters within existing loops when seeking leverage points for system intervention.

1 lesson
Principle

Minimize delay between executing an action and receiving…

Minimize delay between executing an action and receiving evaluative feedback about that action's effectiveness, because learning rate scales with cycle frequency more than with cycle quality.

1 lesson
Principle

Install leading indicators that correlate with delayed…

Install leading indicators that correlate with delayed outcomes to provide faster feedback signals while waiting for lagging results.

2 lessons
Principle

Build measurement systems before executing strategies…

Build measurement systems before executing strategies, not after problems become visible, because drift detection requires baseline instrumentation.

1 lesson
Principle

Schedule fixed-interval forcing functions that compel…

Schedule fixed-interval forcing functions that compel measurement independent of perceived need, because perceptual thresholds prevent detection of gradual drift.

1 lesson
Principle

Seek external observers who can detect deviations…

Seek external observers who can detect deviations that your own continuity-embedded perception cannot register, because egocentric anchoring blinds you to gradual change.

1 lesson
Principle

Design corrective responses to scale proportionally…

Design corrective responses to scale proportionally with deviation magnitude rather than applying fixed-strength corrections regardless of error size.

1 lesson
Principle

When attempting to change a system stabilized by negative…

When attempting to change a system stabilized by negative feedback, modify the set point rather than fighting the corrective response.

1 lesson
Principle

Define measurable key results for objectives before acting…

Define measurable key results for objectives before acting, so that reality can provide corrective feedback rather than post-hoc rationalization.

2 lessons
Principle

Pair performance metrics with counter-metrics that measure…

Pair performance metrics with counter-metrics that measure potential negative side effects to prevent optimization death spirals.

1 lesson
Principle

Define decision rules in advance that specify what action…

Define decision rules in advance that specify what action you will take when a metric crosses a threshold, converting measurement into a functional feedback loop.

1 lesson
Principle

Validate that leading indicators actually predict lagging…

Validate that leading indicators actually predict lagging outcomes by periodically checking whether movements in the leading metric were followed by corresponding movements in the outcome, replacing proxies that fail this test.

1 lesson
Principle

When reality feedback and social feedback diverge, treat…

When reality feedback and social feedback diverge, treat the divergence itself as high-value signal requiring investigation rather than choosing one channel over the other.

1 lesson
Principle

Identify the structural components of emotional feedback…

Identify the structural components of emotional feedback loops (sensation, interpretation, behavior, consequence) and intervene at the weakest link rather than attempting to suppress the emotion directly.

1 lesson
Principle

Replace ruminative cognitive responses with behaviorally…

Replace ruminative cognitive responses with behaviorally incompatible absorbing activities rather than attempting to think your way out of recursive negative thought patterns.

1 lesson
Principle

Eliminate safety behaviors and avoidance responses…

Eliminate safety behaviors and avoidance responses in anxiety loops to allow catastrophic interpretations to be disconfirmed through exposure, weakening the loop with each cycle.

1 lesson
Principle

Reframe the meaning of physiological arousal symptoms before

Reframe the meaning of physiological arousal symptoms before the emotional loop gains momentum rather than attempting to regulate after the response has peaked.

1 lesson