Scaffolding

TL;DR

The educator analogy

A student experiences the world through existing beliefs built from lived experience. Good teaching starts by assessing those beliefs, then sequencing understanding so the lesson can attach without resistance.

AI answers behave similarly: when the ecosystem lacks clear prerequisites (definitions, constraints, mechanism), the model hedges.

Scaffolding checklist

The belief stabilization loop

  1. Observe belief (AI + human)
  2. Publish scaffolding (definitions → mechanism → constraints)
  3. Reinforce across pages and formats
  4. Re-test prompts and track hedging changes

Last updated: 2026-02-04