I have spent the last year trying to talk about AI as an engineering discipline.

Not AI as a content machine. Not AI as a growth trick. Not AI as a stream of screenshots, prompt hacks, and recycled takes written by the same models people claim to master.

I mean AI as systems work.

Orchestration. Validation. Data quality. Observability....