Atlas

Prompt & Context Engineering

Context Engineering

The window is the program. Fill it deliberately.

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 context engineering is, why 'just put it in the prompt' breaks down at scale, and the buzzwords decoded.5m
    40 XP
  2. L2MechanicsThe mechanics: retrieval and ranking, context budgets, ordering strategies, and compression/memory.8m
    70 XP
  3. L3CodeImplement a token-budgeted context assembler: chunking, retrieval, and fitting content to a hard limit.12m
    110 XP
  4. L4FoundationsThe formal layer: attention cost and context length, retrieval math, and the statistics of retrieval quality.15m
    180 XP

Where this leads

33 stars in the atlas.