The tooling-first approach resonates. I found the same thing building CLI wrappers for a side project -- once you give the model specific, constrained operations instead of open-ended prompts, the output quality jumps. It stops trying to be creative about how to do things and focuses on what to do. Almost like writing a good API: the constraints are the feature.