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 included02 · 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 topicsTech, simplified.
Every app and team is different, so pricing is by email. Tell me what you built and what you need.
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.
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.

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.
Also from People In Tech
Apps, content, and books.
People In Tech is also home to everything else I build. See the apps.
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




