Architecture Problems
Claude suggested patterns that don't scale. I restructure it properly.
Vibe Coding Expert
Ship Your Vibe Code
"Vibe coding" sounds casual. What I do isn't. I join your team and apply 30 years of software architecture discipline to ship your Claude Code, Cursor, and Copilot projects.
You get more than a shipped product—you learn how I use these tools, what I look for, and how to avoid the pitfalls. Or if you just need it done, I can take the wheel and ship it for you.
What I Fix
- Architecture that doesn't scale
- Broken third-party integrations
- Auth flows that don't work
- Missing error handling
- Code that can't be deployed
- Edge cases AI missed
Integration Issues
Third-party APIs, OAuth, payments—the parts AI can't quite get right.
Production Polish
Error handling, security, performance—details that separate demos from products.
The Hidden Cost of Unguided Vibe Coding
Generating code is easy. Knowing which libraries to use, where to host, and how to structure it so it holds up—that's what 30 years teaches you.
Database migrations
Security patches
Cloud upgrades
Breaking dependencies
Scaling challenges
Auth edge cases
Projects I Vibe Coded & Shipped
Real projects built with Claude Code, Cursor, and Copilot—then finished by hand
Autodesk Fusion 360 Plugin
Complete CAD plugin from scratch. Custom tooling workflows and Fusion API integration.
CAD/CAMPlugin
Text Messaging CLI
Command-line SMS tool. Access all your messaging through an API or web browser.
CLINode.js
10+ Production Websites
Marketing sites to complex web apps. React, Vue, vanilla JS. All shipped and running.
ReactFull-Stack
taister.ai
Full SaaS platform. Authentication, payments, AI integrations, database design.
AISaaS
E-Commerce Buying Agent
AI agent that takes any product link and completes the purchase automatically.
AI AgentAutomation
MongoDB 6→8 Migration
16,000+ lines changed. Would've taken 3 weeks by hand—done in 6 hours with AI-guided agents.
MigrationDatabase
Stuck on Local Printing?
One of the biggest blockers in vibe-coded web apps: "How do I print to a local printer?" If you're building something for your business that needs to print labels, receipts, or documents—this stops most projects cold.
That's when people start looking at painful alternatives: spinning up an on-premise server, installing printer gateway software with browser extensions, or paying per print job through a third-party service. It's a surprisingly hard problem to solve.
I built Proxy Box to solve this. Your vibe-coded app can print to any local printer with a few lines of code.
Learn more at pbxz.ioCase Study
Don't Take My Word For It
A real production app, 100% vibe coded
taister.ai
taister.ai →200+ hours of guided Claude Code development. Full SaaS platform with authentication, payments, and database design—integrating three different AI APIs under the hood. AI tools built with AI tools.
100% vibe coded. Not a single line written by hand. But here's the key: I fed Claude Code multiple repositories of my hand-coded projects from over the years—patterns I've refined across decades of shipping software.
The result? Claude followed those patterns. Clean architecture. Consistent code style. Production-ready from the start. This is what guided vibe coding looks like.
By the Numbers
- Development time200+ hrs
- Hand-written code0 lines
- Preferred AI toolClaude Code
- TypeScript exp10 yrs
- Production exp30 yrs
How I Work With AI Tools
My approach is different from the "let it run" crowd
Supervised Sessions
I don't use complex orchestrators with autonomous agents. I run two sessions max: one building or fixing, one planning the next task. I supervise everything.
I Read All The Code
LLMs love to copy-paste the same code everywhere instead of writing reusable functions. The only way to catch that is reading everything. I push back constantly.
I Watch The Thinking
I pay attention to what Claude is thinking as it works. When it starts going off the rails, I stop it and redirect: "You're off track—the problem is over here."
Voice-First
I use speech-to-text tools to talk to Claude Code instead of typing. I talk faster than I type. This workflow has cut my typing by 90%.
About Chris Edgington
30+
Years Shipping
1000+
Hours in Claude
10+
Years Cloud Dev
I've been writing code since before the web existed. Assembly to AI. Embedded systems to enterprise platforms. Startups to Fortune 500.
Today I combine that expertise with AI tools—Claude Code, Cursor, Copilot—because it's the most effective way to deliver quality software quickly.
"Chris is the guy you want on your team to make sure your product ships."
Frequently Asked Questions
What is vibe coding?
Using AI tools like Claude Code or Cursor to write software by describing what you want. The AI generates the code, you guide the direction. It's fast, but often gets stuck at 80-90% complete.
Can you help finish my AI-coded project?
Yes. I join your team and we work together to ship it. You'll learn how I approach the problems AI can't solve, so you level up along the way.
What if my vibe coded project is a mess?
That's common and fixable. We'll refactor together while I show you what to look for. You get clean code and the knowledge to keep it that way.
Why hire a developer instead of prompting more?
AI tools hit walls—and you'll keep hitting them until someone shows you how to navigate. I bring 30 years of patterns and teach you to recognize them.
Ready to Ship Your Vibe Code?
Tell me about your project. Where are you stuck? Let's get it across the finish line.
Technologies I Work With
Languages
TypeScript, JavaScript, Python, C#, C, and yes—I started with Assembly
Frontend
React, Vue, Vanilla JS, Tailwind, responsive design, accessibility
Backend
Node.js, Express, MongoDB, PostgreSQL, REST APIs, Convex, Windmill
Cloud & DevOps
AWS, GCP, Cloudflare, Docker, CI/CD, deployment automation
AI Tools
Claude Code, Cursor, GitHub Copilot, Windsurf, Aider, OpenAI API
Integrations
Payment APIs, logistics APIs, AI APIs, image processing, OAuth, IFS