EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 14 · Lesson 11Build1.3 h54 lessons in phase

Planning with HTN and Evolutionary Search

Symbolic planning handles the cases where the plan is provably correct. Evolutionary code search handles the cases where the fitness function is machine-checkable. ChatHTN (2025) and AlphaEvolve (2025) show what each unlocks when paired with an LLM.

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.