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How to ThinkIn the Age of AI

Question

What does it mean that agents operate on schemas?

beginner

Quick Answer

Every agent embeds assumptions about the world — the schema it uses must be accurate.

Example: You built an agent for handling criticism at work: 'When someone challenges my idea in a meeting, assume they are attacking my competence, and defend the idea immediately.' This agent fires reliably. It also destroys collaborative relationships. The schema it operates on — 'challenges equal attacks' — is wrong. Replace the schema with 'challenges are stress tests for the idea, not evaluations of the person,' and the same trigger produces a completely different action: listen, ask a clarifying question, improve the idea.

Try this: Pick one agent you already run — a repeatable behavior triggered by a specific situation. Write down the schema it operates on: what does this agent assume about the world? Then ask three questions. First, where did this assumption come from? Second, when was the last time I tested it? Third, what would change if this assumption were wrong? If you cannot answer the third question, the schema is running unchecked.

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Go beyond the answer

This topic is part of Context Engineering for Humans — a guided sequence of 16 lessons.

After completing this path you will engineer context deliberately: recognize which context you are in and load it on purpose, externalize the assumptions and decisions that machines and colleagues silently need, structure information so it survives handoff (identifiers, atomic units, explicit relationships), and manage the switching costs that fragment thinking. Your AI sessions start warm and your writing stops being misread.

Start the path →