EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 05 · Lesson 20BuildPython1 h29 lessons in phase

Structured Outputs & Constrained Decoding

Ask an LLM for JSON. Get JSON most of the time. In production, "most" is the problem. Constrained decoding turns "most" into "always" by editing the logits before sampling.

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 05NLP — Foundations to Advanced. Use the previous / next cards below to keep browsing the phase.