Those patterns aren’t pointless. They’ve brought order to chaos and made work visible at scale. But they were born in a pre‑AI era, when the best we could do was log, route, and report. Now, in the AI age, what got us here won’t get us where we’re going. When the work itself is happening in real time – across code deploys, SaaS apps, mobile devices, collaboration tools – service can’t be trapped in a queue or gated behind a form.