EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 14 · Lesson 46Learn + Build1.1 h54 lessons in phase

Turn Every Agent Correction into a System Improvement

A correction that lives only in chat fixes one run. A correction promoted into a test, boundary, example, or tool improves every later run.

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.