There was a season where I was burning hours I did not have, manually digging through businesses one by one, hoping I would stumble onto the right ones. It was exhausting. And somewhere in the middle of that grind, I realized I was doing work that a machine could do better.
That shift in thinking changed everything for me.
AI is mainstream now, but mainstream does not mean most developers are using it right. If you have only tried ChatGPT, you are not even scratching the surface. There is a whole ecosystem built for developers specifically, and it is worth diving into. I recently came across how Claude approaches agent building (https://claude.com/solutions/agents), and it genuinely opened my eyes to how much further this can go.
We already know about API plugins and coding tools that help you ship faster. But what about the hours you lose every single week to repetitive tasks? The busywork that never makes it into your portfolio but eats your time alive?
That is where I decided to act.
I built an AI model that became my Business Development Representative. It evaluates businesses with outdated websites or security vulnerabilities and tells me who is worth reaching out to. Paired with a Python script that processes batches of URLs, I went from hours of manual research to a clean list of qualified leads waiting in a newly generated report where I can filter out the Good Canadiates.
That is not a flex. That is just what becomes possible when you stop using AI as a search engine and start using it as a system you designed.
And I feel the weight of this moment in our industry. I see the debates every day on Reddit and Quora. The senior engineers who are frustrated, even angry. I understand it. Questions about creative ownership, about what gets lost when machines generate what humans used to make, those are real, and they deserve serious conversation.
But I also know this: the developers who thrive in the next five years will not be the ones who ignored the shift. They will be the ones who brought their architectural thinking into it. The ones who built the systems instead of just running them.
You are not replaceable if you evolve. You become dangerous.
If you want to hear more about navigating this transition and what it feels like from the inside, I talked through a lot of it in my latest video:
https://youtu.be/7iNo6nUuJWI
Keep exploring. Keep building. The skills you stack right now, backed by real projects, will speak for themselves.
Let’s Build It Beautifully,
Fab