Problem today: Even with Architecture Dashboard and AI Mentor, developers only discover issues after they have already been built. 

Issues like: Upward references, Wrong layer usage, Poor data modeling, Monolithic modules, Heavy server actions, Inefficient aggregates or SQL, Performance bottlenecks, Bad dependencies.

These issues accumulate silently and become extremely expensive to fix later.

I would like to propose a new, transformative platform capability that would significantly improve application quality, reduce technical debt, and strengthen governance for teams of all sizes — especially enterprises. 

The proposal is an AI-driven engine built into Service Studio that:

• Detects architecture violations in real time.
• Predicts future technical debt before it occurs.
• Suggests optimal module placement, layering, and reference patterns.
• Auto-fixes architectural mistakes with one click.
• Simulates performance and scalability impact of design decisions.
• Ensures every app follows Outsystems recommended architecture from day one.

I hope this would bring huge value to the entire community.