Direct vs Indirect Manipulation

Coding is direct. Prompting is indirect.

Code makes it easy to see and manipulate logic. You can change conditions exactly, precisely, like adjusting wires on a circuit board.

Prompts obscure logic. You can’t inspect the mind of a model, can’t manipulate it directly. You can only infer what’s going on and try to influence it with words.