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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

Abstract domain-specific knowledge into domain-agnostic…

Abstract domain-specific knowledge into domain-agnostic structure before attempting transfer—concrete practices don't transfer, but structural patterns do.

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Principle

Look for structural isomorphisms between domains…

Look for structural isomorphisms between domains, not surface metaphors—metaphors import misleading surface features while isomorphisms preserve only relational structure.

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Principle

Build a unified theory that describes how you actually…

Build a unified theory that describes how you actually behave, not how you wish you behaved—the theory must match observed behavioral data, not aspirations.

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Principle

Cluster schemas by underlying structure rather…

Cluster schemas by underlying structure rather than by domain or surface features—structural duplicates reveal redundancy that domain organization obscures.

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Principle

Create named abstractions for structurally identical schemas

Create named abstractions for structurally identical schemas across domains, then link domain-specific instances to the abstraction rather than deleting them.

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Principle

Verify structural similarity before merging schemas—surface…

Verify structural similarity before merging schemas—surface similarity can mask critical differences in agency, power dynamics, or mechanisms that must be preserved.

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Principle

Test newly abstracted schemas in domains not represented…

Test newly abstracted schemas in domains not represented in the original cluster—if the abstraction generates useful insight in novel contexts, it captures real structure.

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Principle

Structure integration work to address foundational gaps…

Structure integration work to address foundational gaps before attempting to connect higher-order schemas, because missing prerequisite concepts silently degrade everything built on them.

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Principle

When attempting total schema integration simultaneously…

When attempting total schema integration simultaneously, either abstract frameworks to meaninglessness or force-fit distortions; instead, integrate in connected pairs and small clusters first.

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Principle

Allow periods of genuine disorientation between integration…

Allow periods of genuine disorientation between integration stages rather than forcing immediate coherence, because frameworks transitioning from subject to object require time to restructure.

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Principle

Revisit core concepts at progressively higher levels…

Revisit core concepts at progressively higher levels of abstraction and connection rather than attempting full integration on first encounter.

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Principle

When schemas resist integration despite repeated attempts…

When schemas resist integration despite repeated attempts across multiple stages, diagnose for contradictory foundations, competing resource claims, or scale mismatch before continuing.

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Principle

Document both the released schema and the conflict…

Document both the released schema and the conflict that necessitated its release, creating an evolution log rather than performing erasure.

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Principle

Run bounded experiments operating without a schema before…

Run bounded experiments operating without a schema before formally releasing it, testing whether framework coherence improves and whether essential capabilities are lost.

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Principle

Map cross-domain structural similarities by identifying…

Map cross-domain structural similarities by identifying shared relational patterns rather than surface feature resemblances when seeking cross-pollination opportunities.

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Principle

When a cross-domain mapping breaks down, investigate…

When a cross-domain mapping breaks down, investigate the mismatch systematically rather than forcing the analogy, because mapping failures reveal domain-specific structural features.

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Principle

Deliberately juxtapose schemas from different domains…

Deliberately juxtapose schemas from different domains in writing, mapping core concepts and relationships to create conditions for structural parallels to become visible.

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Principle

When self-schemas generate competing recommendations…

When self-schemas generate competing recommendations in a decision, construct a higher-order schema that defines their relationship rather than choosing one schema over the other.

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Principle

Test integrated identity under pressure by applying…

Test integrated identity under pressure by applying it to real current decisions, validating that unified perspective generates clearer guidance than individual schemas alone.

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Principle

Write explicit connecting sentences between schemas…

Write explicit connecting sentences between schemas from different domains to force your cognitive system to construct the relational structure that passive familiarity never demands.

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Principle

Explain knowledge to an audience (real or imagined) to force

Explain knowledge to an audience (real or imagined) to force conversion of abbreviated internal representations into complete external structures that expose integration gaps.

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Principle

Maintain distinct schemas as separate regulatory responses…

Maintain distinct schemas as separate regulatory responses to different environmental challenges rather than collapsing them into a single framework, as variety in internal models is required to match variety in external disturbances.

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Principle

Build bridges between schemas that preserve each schema's…

Build bridges between schemas that preserve each schema's distinctive structure and predictive capacity rather than merging them into uniform representations, as diversity of error types improves aggregate accuracy more than uniformity of individual accuracy.

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Principle

Demand falsifiability from integrated frameworks by naming…

Demand falsifiability from integrated frameworks by naming specific observations that would break the integration, as coherence without correspondence to reality is indistinguishable from fiction.

1 lesson