I will turn your ai generated vibe coded app into a production ready codebase

Building fast with AI tools like Cursor, Claude Code, Copilot, v0, and Bolt gets you a working prototype. It does not get you a codebase that is reliable, traceable, or safe to hand off. Specs drift from what got built, tests get skipped, and months later nobody, including the AI, remembers why.

How it works

I use devspec_toolkit, my open source, schema first framework, to make your code a deterministic, spec driven pipeline. Every requirement links to an API, every API to a test, every test to CI. AI agents follow a structured clarify then emit protocol instead of guessing, so changes stay consistent.

Why me

About 10 years as an imaging product engineer at Adobe, most recently Lightroom (Android). I ship my own production software solo with this exact workflow, daily. Fully open source: github.com/vichitra-studio/devspec_toolkit

Which package

Basic: a fast, prioritized risk report on your existing code.

Standard: the full spec, written and traceable, no code changes.

Premium: the full spec, implemented on your core modules, plus CI and a handoff call.

Message me with your repo link or a size estimate before ordering, so I can confirm scope.