As development teams scale, maintaining architectural consistency becomes the biggest bottleneck. Documents are ignored, and linters only catch syntax errors, not design patterns.

In this session, we will demonstrate how to transform AI from a passive coding assistant into an active Architectural Enforcer. By embedding your "unwritten rules" directly into the repository configuration, you create a developer experience where the AI enforces your patterns in real-time.

We will explore how this shifts the workflow: new developers are guided by the AI from day one, preventing architectural leakage before a pull request is ever opened.