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I Built a Full-Stack AI Engineer as a Solo Developer — Here's the Honest Story

How months of frustration, freelance experience, and a lot of late nights turned into Codeyst

Published
6 min read
I Built a Full-Stack AI Engineer as a Solo Developer — Here's the Honest Story
A
Hey there! I'm Aadarsh Guru, on the lookout for exciting growth opportunities. My passion for technology is matched only by my dedication to continuous learning. You'll often find me buried in books, soaking up knowledge to fuel my projects and discussions. I love sharing what I learn, by mentoring others. Beyond coding, I'm also honing my interpersonal skills and delving into psychology and intellectual pursuits. I truly believe in the power of education to drive human advancement and strive to inspire others to embrace learning. Let's connect and create something amazing together! Not just for progress but for purpose.

I want to tell you something that most founders don't say out loud.

Building a product alone is lonely. There's no one to celebrate the small wins with. No one to share the anxiety when something breaks at 2 AM. No one to tell you whether the thing you're building is actually good or just feels good because you made it.

But I did it anyway. And last month, I launched Codeyst publicly.

This is the honest story of how it happened.


It Started With Frustration

I've been a freelance full-stack developer for years. In that time I've built dozens of products for founders — SaaS platforms, mobile apps, MVPs, internal tools. All kinds.

And I kept seeing the same pattern, over and over.

A founder would come to me with an idea. Excited. Energetic. Full of vision. We'd start the project and then spend the first week just setting things up — choosing a framework, configuring auth, standing up a database, writing boilerplate no one ever wants to write.

By the time we got to the actual product — the thing the founder was excited about — some of that energy was already gone.

I watched ideas lose momentum in setup.

And I felt it myself too. I had my own ideas. Side projects I'd start, get bogged down in configuration, and quietly abandon.

That frustration is where Codeyst was born.


The Idea Was Simple. The Execution Was Not.

The idea sounds obvious in hindsight:

What if you could just describe what you want to build — in plain language — and something would build it for you? Not generate a snippet. Not autocomplete a function. Actually build it. End to end. With a real database, real auth, real deployment.

Simple idea. But actually building it taught me how complex "simple" can be.

The first version was terrible. The AI would generate code that looked right but didn't run. Dependencies would clash. The database schema would be wrong. The generated components wouldn't connect to each other.

I scrapped it and started over.

The insight that changed everything was this: the AI shouldn't just generate code. It should work like an actual engineer.

An engineer doesn't just write code. They read the existing codebase first. They understand the context. They plan before they act. They check their work. They iterate.

So I rebuilt Codeyst around that model. Before writing a single line of code, it reads the project structure, understands what's already there, builds a step-by-step plan, and then executes precisely.

That's when it started actually working.


The Part Nobody Talks About

Building the AI was the fun part, honestly.

The hard part was everything else.

Payments. Auth. Credit systems. Deployment pipelines. Supabase integration. GitHub sync. Vercel API. Mobile support via Expo. Pricing pages. Terms and conditions. Privacy policies. Customer support flows. Documentation.

All of it, alone.

There were weeks where I questioned everything. Weeks where I'd see a competitor ship a new feature and feel behind. Weeks where I'd open my laptop and just stare at it.

But I kept coming back to the same thought: I've built too much to stop now.

So I didn't stop.


What Codeyst Actually Does

Let me be clear about what Codeyst is — because there are a lot of "AI app builders" out there and most of them are not what they claim.

Codeyst is not a frontend generator. It's not a code snippet tool. It's not a drag-and-drop builder with AI sprinkled on top.

It's a full-stack AI app builder that works like a real engineer.

You describe your app in plain language. Codeyst reasons about your requirements, plans the architecture, and builds it — complete with:

→ Real PostgreSQL database via Supabase → Authentication (sign up, login, sessions) → File storage → One-click deployment to Vercel → GitHub sync → Cross-platform mobile app development via Expo

Web and mobile. Both. From one conversation.

Every step happens in real time, visible to you. You watch the plan form, the files get created, the preview come alive. You can give feedback at any point and it adjusts.

When it's done, you have a real deployed product. Not a demo. Not a prototype. Something you can share a URL for right now.


Why Mobile Matters

Every other AI builder I know of is web-only.

But more than half the app ideas I heard from founders during my freelance years were mobile ideas. A fitness tracker. A social app. A delivery service. A marketplace. All mobile.

I always thought it was strange that no one in this space was solving for mobile.

So Codeyst does. Using Expo, we generate cross-platform iOS and Android apps from the same conversation you'd use to build a web app.

That's a real differentiator. And it came directly from listening to founders for years.


The Launch

I launched on Product Hunt in April 2026.

I had no marketing budget. No team. No PR firm. Just me, posting on my personal Twitter and LinkedIn, asking people to check out Codeyst.

It was terrifying in the best way.

The feedback was honest. Some people loved it. Some had questions. Some had feature requests I'd never thought of. All of it was valuable.

Building in public — being honest about where you are and where you're going — is something I've come to deeply believe in. Not every founder does it. I think more should.


What's Next

I'm just getting started.

There are features I want to build. Markets I want to reach. A company I want to grow.

I applied to Y Combinator for Summer 2026. Whether that works out or not, I'll keep building every day.

If you're a founder with an idea — try Codeyst free. No credit card required. You might be surprised how fast your idea becomes a real product.

If you're a developer who's felt the same frustration I felt — I built this for you too.

And if you're just someone who followed along this far — thank you. Genuinely.

Let's build something. 🚀

codeyst.app