Founder of Vibecodiq, focused on security and production-readiness risks in AI-generated SaaS applications. I specialize in identifying non-obvious failures in apps built with tools like Next.js, Supabase, and Stripe — especially issues that don’t show up during development but break in production, such as missing authorization checks, misconfigured data access, and unsafe billing flows. My work focuses on helping non-technical founders understand what can go wrong when AI-generated code looks correct but is structurally unsafe. I regularly comment on AI development risks, startup launch failures, and security blind spots in modern SaaS applications.