The Best AI Feature for Backend Developers Is a Resolution Loop

AI devtools usually market themselves around a single visible surface: chat code generation agent mode autocomplete Those matter. But if you work mostly on backend systems, the feature that changes your day is usually not a standalone prompt box. It is a workflow that helps you go from incident to verified fix faster and with less risk. That is why I think the strongest AI pattern for backend tooling is a resolution loop : detect diagnose plan verify learn This is the product direction behind Wo