Stop letting AI-generated code become technical debt. Learn practical ownership models to prevent orphaned modules in vibe-coded repositories.
Learn how to apply architectural standards to vibe-coded systems. Discover reference implementations, constitutional frameworks, and governance strategies to reduce technical debt and improve AI-generated code quality.
Learn how pattern libraries and rules files transform vibe coding into reliable software architecture. Discover how to configure AI assistants like Cursor and Copilot for secure, consistent code.
Learn how to use Architecture Decision Records (ADRs) with AI assistance to document software choices. Discover workflows that reduce documentation time by 73% and avoid common pitfalls in AI-generated decision logs.
Vibe coding lets developers build apps by describing them to AI-but at scale, chaos follows without structure. Three roles-AI Champions, Architects, and Verification Engineers-keep the process fast, safe, and scalable.