Beyond the Chat: Why Professional Code Needs an AI Delivery Pipeline

Generic AI chat interfaces are insufficient for professional software delivery as they lack the 'project truth' and rigid guardrails required for complex systems. Moving AI into a project-specific pipeline allows for precise context control and validation, turning AI from an improviser into a reliable professional worker.