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How to ThinkIn the Age of AI
Schema Construction

Classification and Typing

Create explicit categories for organizing knowledge.

Classification is how you carve reality into categories

Every category you create determines what you group together and what you separate.

Categories are constructed not discovered

There is no single correct way to categorize — categories serve purposes.

Explicit categories beat implicit categories

When you name and define your categories you can evaluate and improve them.

Binary categories lose information

Dividing things into only two groups forces a false simplicity.

Spectrum thinking preserves nuance

Many things are better understood as positions on a continuum than as discrete categories.

Taxonomies are hierarchical categories

Nested categories with parent-child relationships create powerful organizational structures.

Mutually exclusive and collectively exhaustive

The best category systems have no overlaps and no gaps.

Typing adds constraints that prevent errors

Assigning types to objects restricts what operations make sense on them.

Status types track lifecycle

Objects often move through defined states — tracking these states enables workflow.

Priority types enable triage

Classifying items by importance or urgency enables systematic decision-making.

Role types clarify relationships

Defining roles for people and objects clarifies what each is responsible for.

Classification debt accumulates

Lazy or inconsistent categorization creates a growing mess that eventually must be cleaned up.

Reclassification is not failure

Changing how you categorize things is a sign of learning not inconsistency.

The cost of miscategorization

Putting something in the wrong category means the wrong actions get applied to it.

Classification reveals what you value

How you sort things shows what dimensions matter to you.

Prototype-based categories

Many real categories are organized around a central example rather than strict rules.

Boundary cases test your categories

Items that do not fit neatly into any category expose weaknesses in your system.

Cross-cutting categories

Sometimes you need to classify the same items along multiple independent dimensions.

Classification is a compression technique

Categories reduce complexity by treating similar things as equivalent for a given purpose.

Good classification systems evolve

The best category systems adapt as you learn more about what you are organizing.