Atlas

Prompt & Context Engineering

Structured Output

Making a probabilistic system return parseable data.

You can jump straight in, but this star assumes Prompt Engineering. Not recommended as a first stop.

Four layers of depth

Each layer ends with a quiz. Finish layer 4 and you own this concept.

  1. L1IntuitionWhat structured output is, why it matters for building real software on top of LLMs, and the buzzwords decoded.5m
    40 XP
  2. L2MechanicsThe mechanics: schema-guided generation, validation-and-retry loops, and how constrained decoding actually enforces validity.8m
    70 XP
  3. L3CodeImplement schema-guided extraction with a typed model, plus a validation-and-repair loop.12m
    110 XP
  4. L4FoundationsThe formal layer: grammars as finite-state constraints on decoding, and the token-masking math that enforces them.15m
    180 XP

33 stars in the atlas.