AI Is Not the Process: What a Project-Specific AI Delivery Pipeline Means

Many people use AI for coding by placing the whole workflow inside one chat: describe the task, ask the agent to read the repository, edit files, run tests, and summarize the result. That works for small experiments. It becomes fragile in long-running projects, shared repositories, production systems, or professional software automation. The problem is not only whether the model is smart enough. The problem is that the model is being asked to own too much of the delivery process. The better patt