Atlas

Prompt & Context Engineering

Prompt Engineering

Steering a next-token predictor on purpose.

You can jump straight in, but this star assumes The Transformer. 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 prompt engineering actually is, why wording changes output quality, and the buzzwords decoded.5m
    40 XP
  2. L2MechanicsThe logical mechanics: how instructions, examples, and ordering actually steer the next-token distribution.8m
    70 XP
  3. L3CodeImplement structured, testable prompt templates and a basic prompt-evaluation harness.12m
    110 XP
  4. L4FoundationsThe formal layer: decoding-time constraints on the output distribution, and the statistics of evaluating prompt changes.15m
    180 XP

Where this leads

33 stars in the atlas.