AI Slop Cleanup · AI Workshops

Built your app with AI? Let an engineer make it real.

Vibe-coded it in Lovable, Bolt.new, v0, Replit, or Cursor? I review, fix, and harden AI-built apps so they're secure and ready for real users. Pricing by email.

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01 · AI Slop Cleanup

From slop to shipped.

Exposed API keys. Open databases. Login that breaks for real users. Builds that fail on deploy. I find what the AI got wrong, fix it, and explain what changed in plain English.

What's included

02 · AI Workshops

Build with AI. Ship like an engineer.

Hands-on workshops for teams and builders: how AI tools work, prompting that gets reliable results, and how to review what AI produces before it reaches your users.

Workshop topics

Tech, simplified.

Every app and team is different, so pricing is by email. Tell me what you built and what you need.

Built it with an AI tool? I clean up apps from all of them.

Services

Two ways I can help.

Fix the app you built with AI, or learn to build with AI the right way. Pricing for both is by email.

01 · Fix

AI Slop Cleanup

Your vibe-coded app, reviewed and fixed 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 · Teach

AI Workshops

Hands-on AI education for teams and builders.

  • How AI tools and coding assistants actually work
  • Prompting that gets reliable results
  • Building with AI coding tools, the right way
  • Reviewing and testing AI-generated work
  • Automating everyday workflows with AI
  • Topics tailored to your team

What I fix

It works in the demo. Then real users arrive.

AI builders are great at getting an app on screen. These are the problems that tend to show up after.

AI Slop Cleanup

Exposed secrets

API keys and service credentials shipped to the browser or committed to the repo.

Open data

Database tables without row-level security, so anyone can read or change other users' data.

Broken auth

Sign-up, login, password reset, or permissions that work in the demo but fail for real users.

Works in preview, fails in production

Builds that break on deploy, missing environment variables, and hosting surprises.

Fix loops

Every new prompt breaks something else, and the AI keeps going in circles.

Tangled code

Duplicated logic, dead files, and inconsistent patterns that make every change risky.

Payments and webhooks

Checkout flows and webhooks that aren't verified or don't handle failures.

Slow and invisible

Heavy pages, poor Core Web Vitals, and client-only rendering that search engines can't read.

How it works

Email. Review. Fixed.

01

Email me

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

02

Review & pricing

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

03

Fix & hand off

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

Caleb King, founder of People In Tech

Who does the work

An engineer, not an agency.

I'm Caleb King: 15 years in tech, including leading engineering teams at Forbes. When you email, you work with me directly.

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.

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

Yes. 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 workshops cover?

How AI tools and coding assistants work, prompting that gets reliable results, building with AI coding tools, reviewing and testing AI-generated work, and automating everyday workflows. Topics are tailored to your team.

How much does a workshop cost?

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

Ready to make it real?

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