Personal Notes

How I Build Things with AI
(Even When I Don't Know Everything)

A simple, honest look into how I use tools like Claude and Cursor to turn ideas into reality without being a traditional coding expert.

The "Expert" Illusion

If you look at my portfolio, you might think I'm a hardcore software engineer who dreams in Python and writes React components from scratch before breakfast. The truth? I don't.

For a long time, I felt like an imposter. I had so many ideas for apps, automations, and SaaS products, but I'd always get stuck on the syntax. I'd spend hours figuring out how to center a div, or trying to debug a cryptic error message on Stack Overflow. It was frustrating, and it killed the joy of building.

The Shift: Becoming a "Builder"

Everything changed when I stopped trying to be a human compiler and started leaning into AI. Tools like Cursor, Claude, and ChatGPT shifted my workflow entirely. Suddenly, my job wasn't about memorizing syntax anymore—it was about problem-solving and system design.

I didn't need to know the exact exact way to configure a Webpack file. I just needed to know what I wanted to achieve, and how to explain it clearly to an AI. I moved from being a coder to being an orchestrator.

My Simple Process

  • 1. Define the Goal: I write out exactly what I want in plain English. No jargon, just clear business logic.
  • 2. Let AI Draft the Foundation: I use Claude or Cursor to generate the boilerplate and core logic. I treat the AI like a highly capable junior developer.
  • 3. Test, Fail, and Iterate: Things break. That's fine. Instead of pulling my hair out, I feed the error logs right back into the AI. We figure it out together.
  • 4. Refine the UX: Once it works, I focus on the human side—making the interface look good and feel intuitive.

The Takeaway

You don't need to be a 10x developer to build cool things anymore. You just need curiosity, persistence, and the ability to ask good questions. If you've been holding back on an idea because you "don't know how to code," let this be your sign to start. Open an AI tool and just ask: "How do I build this?" You'll be amazed at how far you can go.