So far we’ve treated AI as a capable assistant on the other end of a chat session. Give it a chunk of language, it transforms that chunk and hands it back, all the while reserving the judgement for yourself. The assistant has a mental model (a language processor), a metric to track (the token), a way to brief it (task, role, context, examples), a a disciplined way to check the work.