EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 14 · Lesson 51Learn + Build1.3 h54 lessons in phase

Write Specifications That Preserve Judgment

A useful specification fixes invariants and evidence while leaving reversible implementation choices open. It is a decision boundary, not a screenplay.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

Part of Phase 14Agent Engineering. Use the previous / next cards below to keep browsing the phase.