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How I Automated Cross-Platform Development with Claude Code: A $500 Investment That Paid Off

I Let AI Build My Entire Cross-Platform App in 30 Days - Here's What Happened

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The Crazy Experiment

Hi, I'm @ekusiadadus. I let AI build my entire product suite in 30 days: iOS app, Android app, Web app, and Chrome extension. Not just the code - AI designed the characters, wrote the copy, and even helped with the architecture.

In this article, I'll share:

  • Why I did this insane experiment
  • What I actually built
  • How YOU can build apps with generative AI

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LLMonster Chrome Extension - Bookmark URLs easily, access from any device ⭐️

Why: The Day PCs Become Obsolete

It's been 18 years since the iPhone launched in 2007. Since then, mobile apps like Facebook, Twitter (X), YouTube, Instagram, and TikTok have taken over the world. Step outside and everyone's glued to their phones.

The Numbers Don't Lie

Device Shipment Comparison

Smartphones ship 3x more units than PCs. Yet we still need computers for "real work":

  • Excel - Ever tried editing a complex spreadsheet on mobile? Nightmare.
  • Programming - Good luck coding 1000+ lines on a 6-inch screen
  • Video editing - Horizontal videos still need that desktop real estate

Most people believe: "You NEED a PC for serious work."

But generative AI is destroying this belief system.

Everything we struggled to build on PCs can now be done entirely on mobile.

The AI Agent Revolution

AI agents can now handle programming, video editing, and complex workflows. This evolution is exponential.

Example 1: Cursor Goes Mobile

Cursor, the AI-powered code editor, launched mobile on July 1, 2025. You can now build entire products from your phone.

Cursor
"It works on mobile too! Start an agent while on the go and pick it up later."

Example 2: AI Video Creation

AI-generated videos of "cutting Devil Fruits with a knife" are going viral. High-quality video production, entirely from mobile.

Devil Fruits Onepiece

What I Built: LLMonster - Mobile AI Agent Platform

LLMonster is a collect-first mobile AI agent app that completes all tasks on mobile.

llmonster.breakai.ai - Mobile-first AI automation. No PC required.

Use Cases

  • Stock URL → AI summarizes → AI creates key points
  • Upload resume → AI optimizes for job postings
  • Save video → AI creates shorts → Post to social
  • App idea → AI programs it → Deploy to store

All from your phone. No desktop required.

Live Demos

iOS Demo:
Watch on YouTube

Web Demo:
Watch on YouTube

Behind the Scenes: App Architecture

iOS (Swift + SwiftUI)

The iOS app is actually 3 apps in 1:

  • Main app
  • Share Extension
  • App Clip

All built natively for maximum performance.

iOS Home Screen

For the home screen, I instructed Claude Code to focus on:

  • User authentication flow
  • Elegant statistics components
  • Recent activity feed

The stats needed to be simple and instantly recognizable by category.

iOS Monster Screen

The monster screen was designed to create emotional connection. Users navigate to individual monster details where the AI agent magic happens.

iOS Monster Detail

The Interface Philosophy

Here's what I'm still figuring out: Humans need a trigger action to interact with AI agents.

In LLMonster, this trigger is "stocking" (collecting). When you stock something interesting, the agent analyzes your preferences and executes optimal workflows.

Got better interface ideas? Let's talk!

The $500 Reality Check

Claude Code Invoice

Yes, it cost about $500 in Claude Code usage. But the ROI is insane! Check out my cost analysis on Zenn:

Claude Code: How I Automated Cross-Platform Development - The $500 Story

Summer 2025: How Far Can AI Take App Development?

Software Is Being Eaten by AI

Marc Andreessen famously said:

"Software is eating the world."

In the 2000s, software ate the world.
In the 2020s, AI is eating software.

Just as Claude Code breathed life into LLMonster, countless applications will soon be born from AI, not humans.

Right now, Summer 2025, almost any software application can be built with generative AI.

The Hard Truth

Can Complete Beginners Build Apps?

After saying "AI can build anything!" I need to be honest: You still need human intervention. Complete beginners will struggle.

You need:

  • Basic understanding of software architecture
  • Ability to debug AI-generated code
  • Knowledge of deployment processes
  • Security awareness

AI is your superpowered assistant, not a magic wand.

Your Next Steps

1. Start Small

Pick ONE platform. Master the AI workflow before going cross-platform.

2. Be Specific

Generic prompts = generic results. Detail exactly what you want.

3. Budget Wisely

Set monthly limits. Claude Code charges add up fast.

4. Ship Fast

Don't perfect—iterate. Get user feedback early.

Let's Build Together!

Need Help with AI App Development?

BreakAI Inc. offers:

  • AI app development consultation
  • Claude Code & AI tool comparison
  • Latest AI trends briefing
  • Mobile/Web/Extension development advice

Contact us for enterprise solutions!

Join the Revolution

The future isn't about knowing every programming language. It's about knowing how to direct AI to build what users need.

Stop letting technical barriers kill your dreams. Start building with AI today.


Posted with ❤️ and a lot of AI assistance. Even this article was partially written by Claude!

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