Reviewing Vibe-Built Applications: Architecture & Risk

Hi all,

As part of our research into vibe-coded applications, we’re offering free architectural and security consultations.

With 40+ years of combined enterprise systems engineering experience, my partner and I can assess:

• Overall system architecture
• Scalability constraints
• Auth and access control risks
• Rate limiting and abuse vectors
• Data exposure and operational weaknesses

You’ll receive clear, practical recommendations.

We’re primarily interested in learning how these systems are structured in practice. Reach out if this would be helpful.

Thank you!