Exploring a more deterministic approach to AI-assisted code generation

Introduction AI coding agents are getting surprisingly good. In small projects, you can ask them to add features, fix bugs, and even write tests—and they often succeed. But once your project grows, things start to break down. In my experience, the issue is not model capability. It’s something more s