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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

Define specific conditions for stopping or pivoting…

Define specific conditions for stopping or pivoting in advance to counteract escalation of commitment once resources are invested.

1 lesson
Principle

Build validation mechanisms that test your work against…

Build validation mechanisms that test your work against external reality independent of your internal experience of progress.

1 lesson
Principle

Share work-in-progress early to test foundational…

Share work-in-progress early to test foundational assumptions before building on them, accepting the discomfort of exposing incomplete work.

1 lesson
Principle

Define an explicit acceptable error rate for each system…

Define an explicit acceptable error rate for each system you operate rather than implicitly requiring perfection.

1 lesson
Principle

Track error accumulation against your defined budget…

Track error accumulation against your defined budget and trigger investigation when the budget is exhausted, not when individual errors occur.

1 lesson
Principle

Allocate correction resources to errors that exhaust budgets

Allocate correction resources to errors that exhaust budgets rather than distributing effort uniformly across all deviations.

1 lesson
Principle

When the same error recurs, the error is not the problem…

When the same error recurs, the error is not the problem—the system that generates the error is the problem.

1 lesson
Principle

Trace recurring errors to their structural invariant…

Trace recurring errors to their structural invariant—the constant factor present across all instances—rather than the circumstantial variables that differ between instances.

1 lesson
Principle

Ask 'why' iteratively until you reach a cause that is both…

Ask 'why' iteratively until you reach a cause that is both structurally changeable and preventive of the entire causal chain above it.

1 lesson
Principle

When a 'why' produces multiple answers, follow each causal…

When a 'why' produces multiple answers, follow each causal branch separately to reveal the full structure of multi-causal problems.

1 lesson
Principle

If your root cause analysis terminates at a person rather…

If your root cause analysis terminates at a person rather than a process, you have not reached the root cause.

1 lesson
Principle

Design checklists to catch the steps that competent…

Design checklists to catch the steps that competent practitioners are most likely to skip under real operational conditions, not every step in the process.

1 lesson
Principle

Position checklists at boundaries between preparation…

Position checklists at boundaries between preparation and execution, where the cost of catching errors is lowest and the cost of missing them is highest.

1 lesson
Principle

Frame checklist items as conditions to verify rather…

Frame checklist items as conditions to verify rather than actions to recall, forcing observation instead of memory retrieval.

1 lesson
Principle

Build deliberate friction into verification procedures…

Build deliberate friction into verification procedures to prevent them from degrading into automatic, unthinking rituals.

1 lesson
Principle

Conduct post-action reviews within 48 hours while memory…

Conduct post-action reviews within 48 hours while memory of decision points and expectations remains accurate, before reconstructive bias distorts the data.

1 lesson
Principle

Separate what you expected from what actually happened…

Separate what you expected from what actually happened by externalizing predictions before outcomes occur, creating a fixed reference that hindsight bias cannot rewrite.

1 lesson
Principle

In post-action analysis, terminate causal reasoning…

In post-action analysis, terminate causal reasoning at the level of process and structure, not at the level of personal adequacy or character.

1 lesson
Principle

Accumulate post-action reviews in a single searchable…

Accumulate post-action reviews in a single searchable location to enable pattern recognition of systemic errors that recur across multiple tasks.

1 lesson
Principle

Convert every identified gap between expectation and outcome

Convert every identified gap between expectation and outcome into a concrete process change, not a resolution to try harder or be more careful.

1 lesson
Principle

Use structured questioning protocols to counteract memory…

Use structured questioning protocols to counteract memory reconstruction biases that distort unstructured reflection into self-serving narratives.

1 lesson
Principle

When designing checklists, include items that trigger…

When designing checklists, include items that trigger observation of actual state rather than retrieval of intention, converting 'Did I do X?' into 'Is X currently true?'

1 lesson
Principle

Implement each identified root cause as an encoded…

Implement each identified root cause as an encoded structural mechanism—a process step, default setting, checklist item, or automated check—that prevents the error class from recurring.

1 lesson
Principle

Break long dependency chains into shorter parallel paths…

Break long dependency chains into shorter parallel paths to prevent error propagation.

1 lesson