Beyond the Chatbox: Why Backend AI Needs a Resolution Loop

Generic chat AI fails backend developers because it lacks environmental context and verification mechanisms. A resolution loop transforms AI from a simple assistant into a reliable operating layer by integrating real workspace evidence and safety guardrails, ensuring that fixes are not just generated but verified.