EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 14 · Lesson 37Build50 min54 lessons in phase

Runtime Feedback Loops

Agents that do not see real command output guess. A feedback runner captures stdout, stderr, exit code, and timing into a structured record the next turn can read. Then the agent reacts to facts instead of to its own prediction of facts.

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.