Vibe Code Cleanup · AI Adoption Workshops

Vibe-coded your app? Let's make it official.

Built it with Lovable, Bolt.new, v0, Replit, or Cursor? I'm Caleb King, an engineer with 15 years in tech, including leading engineering teams at Forbes. I'll review your AI-built app, fix what's broken, and get it ready for real users.

Also: AI adoption workshops, in person or remote.

01 The demo works

Then real users arrive.

AI builders are great at getting an app on screen. Underneath, there's often a secret key in the browser, an API anyone can call, errors nobody handles, and a layout that falls apart on a phone.

02 The review

An engineer fixes what the AI missed.

Secrets move server-side. Every route checks who's asking. Errors get handled. The UI gets cleaned up and made responsive. Then I walk you through what changed, in plain English.

Everything Vibe Code Cleanup covers

03 Official

Ready for real users.

Secure, stable, and yours. Every app is different, so pricing is by email: send your app link, the tool you used, and what's broken.

Apps built with

Services

Fix what you built. Teach your team to build.

Pricing for both is by email.

01 · AI slop cleanup

Vibe Code Cleanup

Your vibe-coded app, reviewed, fixed, and made official by an experienced engineer.

  • Code and architecture review of your AI-generated app
  • Security fixes: exposed keys, missing auth, open database rules
  • Bug fixes for the things that break in production
  • Deployment, environment, and build problems
  • Speed, SEO, and reliability improvements
  • A plain-English write-up of what was wrong and what changed

02 · In person or remote

AI Adoption Workshops

Hands-on AI adoption workshops for teams, in person or remote.

  1. 01Where AI fits in your team's day-to-day work
  2. 02How AI tools and coding assistants actually work
  3. 03Prompting that gets reliable results
  4. 04Building with AI coding tools, the right way
  5. 05Reviewing and testing AI-generated work
  6. 06Automating everyday workflows with AI
  7. 07Using AI safely: data, privacy, and review

How it works

Three steps. All by email.

01

Email me

Send your app link or repo, the tool you used, and what's wrong. Use the pre-filled email.

02

Review & price

I look at what you've built and reply by email with what needs fixing and the price.

03

Fix & make it official

I fix it, then walk you through what changed so you can launch and keep building with confidence.

Caleb King, engineer and founder of People In Tech
Caleb King · Founder, People In Tech

Who does the work

You work with me. Not an agency.

I'm Caleb King, an engineer with 15 years in tech, including leading engineering teams at Forbes. Every review, fix, and workshop is mine.

I build with AI every day, too. People In Tech is my company, and I ship my own apps under it: Coachh, SafetyKit, and CreatorBase.

FAQ

Questions, answered.

Something else? hello@peopleintech.io

Can you fix my Lovable, Bolt.new, v0, Replit, or Cursor app?

Yes. Vibe Code Cleanup (also called AI slop cleanup) is for apps built with AI tools, including Lovable, Bolt.new, v0, Replit, Cursor, Windsurf, Claude Code, and Base44. Caleb reviews the code, fixes what's broken or risky, and gets it ready for real users.

How much does it cost?

Every app is different, so pricing is by email. Send your app link or repo, the tool you used, and what's wrong to hello@peopleintech.io, and you'll get a reply with what needs fixing and the price.

Who does the work?

Caleb King, an engineer with 15 years in tech, including leading engineering teams at Forbes. You work with him directly, not with an agency.

Will you rewrite my app from scratch?

Usually not. The first step is a review to see what's worth keeping. If part of the app needs rebuilding, you'll hear why before any work starts.

What do the AI adoption workshops cover?

Where AI fits in your team's work, how AI tools and coding assistants work, prompting that gets reliable results, reviewing AI-generated work, automating everyday workflows, and using AI safely. Topics are tailored to your team.

Are workshops in person or remote?

Either. Caleb hosts workshops in person or remotely; tell him your location and format in the email.

How much does a workshop cost?

Pricing depends on your group, format, and goals, so it's by email. Send your team size, who's attending, in person or remote, and the topics you care about to hello@peopleintech.io.

Ready to make it official?

Pricing is by email. Send your app link or repo, the tool you used, and what's wrong, and I'll reply with what needs fixing and the price.

Or write to hello@peopleintech.io