System / role instructions
Task description + constraints
Few-shot examples (optional)
The actual user query
Every part of the prompt is just more conditioning tokens: . Two mechanics matter for engineering effective prompts: what the model attends to *more* (recency and salience effects), and what patterns it can *complete* (in-context pattern matching).