Code and architecture audit
Map the application, dependencies, data flows, duplicated logic, hidden assumptions, and highest-risk areas.
From fast prototype to dependable product
Keep the speed of vibe coding. Add the engineering it still needs.
I help founders audit, repair, secure, and finish websites and applications created with AI coding tools—without treating generated code as automatically wrong or production-ready.
Discuss your projectA strong fit for
Projects with these needs.
Lovable, Bolt, Replit, Cursor, or Copilot projects
MVPs that work but are difficult to change safely
Apps with authentication or database concerns
Projects blocked by recurring AI-generated bugs
Founders preparing for real users or payment flows
Teams that need a human owner for architecture and deployment
Development scope
What I can design and deliver.
Security hardening
Review secrets, authentication, authorization, input validation, database policies, uploads, and exposed endpoints.
Bug fixing and stabilization
Trace recurring failures to their cause instead of stacking more prompts and patches on top.
Testing and observability
Add critical automated checks, error reporting, logging, and reproducible development workflows.
Feature development
Continue building with a consistent model, reusable components, validated server logic, and clear state handling.
Production deployment
Set up environments, domains, email, storage, payments, migrations, backups, and a maintainable release path.
Questions before choosing the stack.
Is vibe-coded software always insecure?+
No. Risk depends on the architecture, prompts, tools, review, and deployment. AI can produce useful code, but sensitive features still need explicit authorization, validation, secret handling, and testing.
Do you need to rewrite the whole project?+
Usually not. I first identify which parts are sound, which are merely messy, and which create real security or reliability risk. A targeted stabilization plan is often more sensible than a rewrite.
Can you work inside Cursor or another AI tool?+
Yes. AI can remain part of the workflow. The important change is adding architectural direction, review, version control, tests, and accountable technical decisions.
Have a project in mind?