Your AI agent is optimizing for something. Is it what you actually want? Intent engineering turns organizational values into machine-readable instructions. Trade-off matrices (speed vs quality, cost vs thoroughness), decision boundaries (act autonomously vs escalate), autonomy ladders, and the 4-discipline prompting stack. The difference between an AI that follows instructions and one that makes good decisions.