AI & Vibe Coding Rescue
Your AI-built app is not a failure. It may just need senior engineering.
AI tools accelerate early prototypes, but generated code often gets stuck at 80% with messy component trees, broken authentication, leaky database queries, and deployment road-blocks. We get your product across the finish line.
AI coding assistants can generate dozens of files in minutes, but they frequently lose architectural context. The result is duplicated state, security holes in API routes, broken OAuth callbacks, brittle database schemas, and mysterious build failures when attempting to deploy outside the playground.
Who this AI & Vibe Coding Rescue practice is engineered for
Built for technical leaders, founders, and product teams requiring senior execution rather than amateur experimentation.
What is included in this service
Every AI & Vibe Coding Rescue engagement delivers production-grade architecture, verified testing, and comprehensive code handover.
Codebase Forensic Audit & Triage
We inspect your generated code line by line, identify architectural anti-patterns, security gaps, and circular dependencies.
Component Tree Refactoring & State Clean-up
Consolidating 50+ duplicated UI components into clean, reusable React primitives with type-safe state management.
Authentication & Authorization Repair
Fixing broken session cookies, OAuth redirect loops, role validation, and protecting private API routes.
Database Schema & Query Stabilization
Fixing unsafe SQL queries, implementing proper foreign keys, creating indexes, and establishing database migrations.
Third-Party API & Webhook Hardening
Securing secret API keys (moving them off the client), implementing retry logic, and validating webhooks with signatures.
Production Deployment & CI/CD Setup
Configuring environment variables, resolving TypeScript build errors, and deploying to Vercel, Supabase, or AWS.
Tangible Production Asset Manifest100% Handover
Direct codebase artifacts transferred to your private organization
Modern technologies and frameworks we leverage
Battle-tested, enterprise-grade tooling with strict type safety and deep ecosystem reliability.
How we engineer and ship this service step-by-step
Our battle-tested 4-phase framework ensures zero downtime, complete visibility, and production-grade delivery for AI & Vibe Coding Rescue.
Repository Review & Diagnostic Run
We clone your repository, run local diagnostics, catalog failing routes, and outline a prioritized triage list.
Architectural & Security Hardening
We fix critical vulnerabilities, remove client-exposed API keys, and repair broken auth and database layers.
Component Refactoring & Feature Completion
We clean up the UI logic, resolve state synchronization bugs, and build out remaining unfinished user flows.
Production Launch & Handoff
We deploy to production, verify live payments and webhooks, and provide clear documentation on how to maintain the code.
AI & Vibe Coding Rescue Operations & Metrics
Live performance benchmarks, real-time event feeds, and automated hardening telemetry for this engineering practice.
AI Prototype Hardening & Vulnerability Telemetry
Feedback on our AI & Vibe Coding Rescue practice
Direct reviews and authentic quotes from CTOs, technical founders, and executives who engaged this practice.
“We generated our cross-border remittance MVP using Cursor and Supabase, but our JWT auth broke right before regulator demo day. JoinAffix joined our emergency channel in 30 minutes, sanitized our API boundaries, and deployed a rock-solid Next.js app in 5 days with zero security red flags.”
“Bolt generated 80% of our front-end, but our Stripe webhook handlers were a mess of duplicated charges. JoinAffix fixed the webhook idempotency in hours.”
“We had a Lovable AI prototype for multi-currency currency conversions that was throwing uncaught runtime exceptions under concurrency. JoinAffix rewrote the business logic with Zod validation and Next.js Server Actions in under a week. Flawless execution.”
“We built our financial prototype using Cursor and Lovable, but hit a massive brick wall with auth loops and database permissions right before our investor demos. JoinAffix stepped in, audited every line, secured our database with PostgreSQL RLS, and got us deployed in 9 days. We raised our seed round the following week.”
“I spent 3 weeks wrestling with Next.js route handlers generated by an AI assistant. JoinAffix sorted out the server/client boundaries and database migrations in two days. Outstanding engineering.”
“We hired a freelance team that used v0 and Cursor to build an investment dashboard, but the state was desynchronized and numbers were flickering across accounts. JoinAffix completely reconstructed the TanStack Query caching and server actions in 4 days. Unmatched speed and precision.”
Straightforward answers about our AI & Vibe Coding Rescue practice.
Clear logistics regarding delivery timelines, communication cadences, codebase ownership, and pricing frameworks.
Have a specific question?
Talk directly to an architectNeed feedback on an architecture decision, NDA review, or custom enterprise SLA?
Ask an Engineer DirectlyIn most cases, the core domain logic, UI ideas, and workflows can be rescued and hardened in a fraction of the time required for a total ground-up rewrite. We evaluate your code first and give you an honest recommendation.
Related engineering services
Other specialized practices that frequently integrate with this engagement.
Custom Web Development
Full-stack applications built with Next.js, React, and modern architecture.
DevOps & Cloud Infrastructure
Docker, CI/CD, AWS, Azure — your infrastructure, engineered for scale.
Security & Infrastructure Audits
Find vulnerabilities before attackers do. Harden everything.
Stuck at 80% with your AI-built app?
Send us your repository or describe the roadblocks you are hitting. We will give you a clear rescue plan.
Prefer a video review? Check the Loom option on the contact form for a free 3-minute technical teardown.