Bugs & correctness
Logic errors, race conditions, stale state, and the edge cases your happy-path testing missed.
Code audits for vibe-coded apps
You shipped fast with AI. Now you want a senior pair of eyes to separate the wins from the landmines — bugs, performance, security, UX, and design-system drift.
What I audit
Logic errors, race conditions, stale state, and the edge cases your happy-path testing missed.
Bundle bloat, wasted re-renders, missing caching, slow data fetching, and Core Web Vitals regressions.
XSS, exposed secrets, weak auth, unsafe deps, and OWASP top-10 issues specific to AI-scaffolded code.
Confusing flows, keyboard traps, missing labels, contrast failures, and loading states that never resolve.
Token drift, one-off styles, duplicate components, and inconsistent spacing that makes your app feel off.
Duplicated logic, tangled responsibilities, scattered sources of truth, and premature abstractions.
Services
From €500 · negotiable
I read your codebase carefully and write you a prioritized report: bugs, performance, security, UX, design system, architecture. Every finding ships with a fix recipe.
Monthly · let's talk
A monthly engagement for teams who want a steady pair of senior eyes on their codebase without hiring full-time.
Selected work
Directory and showcase platform for indie builders publishing AI-built tools. Advised on architecture, performance, and design-system consistency.
VisitTestimonials
“Aaron found the exact bugs that were silently corrupting our data and handed us a fix plan we could execute in a week.”
“I vibe coded vibeland.dev solo as a designer. AI got me to launch, Aaron got me to production. He found the landmines I couldn't see, handed me fixes I could execute and left the codebase with guardrails for future me. He audited the whole thing, stripped 4,700 lines and set up the first tests and CI the project had ever had. He's who you want when you've shipped fast and need an AI engineer with a senior pair of eyes.”
“The refactor sessions saved us weeks of spinning on design-system inconsistencies. Our components finally feel like a system.”
Schedule initial audit
Tell me what you're building and what's been rough. I'll tell you whether an audit would help and what it would cost. If we're a fit, we book the audit. If not, you leave with a couple of free pointers.
Prefer email? Email me directly.