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Vibe Code Stabilization
Inconsistent AI-generated patterns, flaky tests, no architecture. Full stabilization delivered production-ready foundation.
JavaScriptReactClaudeNode.js
Problem
A solo founder shipped an MVP with AI tools but without expert review. Inconsistent patterns across the codebase, tests that failed randomly, and no clear architecture. Onboarding new contributors was impossible.
Intervention
AI code review for startups: we identified salvageable vs. rewrite zones, consolidated duplicate logic, stabilized flaky tests, and established consistent patterns. Delivered hands-on cleanup with documentation and handoff.
Results
- -70% code duplication
- -90% flaky test failures
- Production-ready foundation in 2 weeks