03 Passive Development

Passive Development

For most of my career, learning felt automatic. You built software. You got better. The two things seemed inseparable. Every project made you a little better than the one before it. Every bug forced you to think more deeply about the system. Every failed design taught you something that would help you make a better decision next time. Even the frustrating days had value, they slowly built your intuition.

At the time, it never felt like learning. It just felt like work.

Looking back, I realize those two things were almost impossible to separate. Building software and becoming a better engineer were part of the same process. Every time you solved a problem, you also changed the way you approached the next one. The code you wrote mattered, but the real value was what happened inside your own head while you were writing it.

Then AI arrived. Today, I can describe a problem in plain English and get a working solution in seconds. I can ask for a refactor, a test suite, a SQL query, an explanation of a framework I have never used before. Most of the time, the answer is surprisingly good. Sometimes it is better than the first solution I would have written myself. I love that. I use AI every day, and I have no interest in going back to a world without it. AI has removed an incredible amount of repetitive work from software development. That is something worth celebrating.

But after working this way for months, I noticed something I could not ignore. My projects were moving faster than ever before. I was not sure I was.

At first, I dismissed the feeling. I was shipping more features, solving more tickets, finishing work in less time. By every metric companies usually care about, I was becoming more productive. It seemed strange to question a tool that was clearly making me more efficient.

Then I started asking myself a different question. Was I becoming a better engineer because I was shipping more software? Or was I simply shipping more software because AI had gotten better at solving the parts that used to make me think? That question changed everything.

Passive Development is what happens when the work continues, but the growth slows down. It is shipping without stretching.

Think about the last time you asked AI for help. Maybe it generated a database query you did not want to write by hand. Maybe it explained an error message that had been blocking you for an hour. Maybe it suggested a cleaner architecture, fixed a failing test, or found the bug you had overlooked. You read the answer. You understood enough to trust it. You moved on.

There is nothing wrong with that. Sometimes it is exactly the right decision. Not every problem deserves an hour of your attention. Not every line of code is worth writing yourself. AI should remove repetitive work. It should automate boilerplate. It should save us from spending time on things that add very little value.

The problem is not that AI gives us answers. The problem is that answers are not the same thing as understanding.

Years ago, if you wanted to solve a difficult problem, you had to stay with it. You made mistakes along the way. Eventually, something clicked. But the click was only half of it. What survived was never just the answer. It was intuition, the kind that lets you recognize a similar problem almost the instant you see it, before you can explain why.

That is how intuition is built. It is easy to believe intuition comes from experience. That is only partly true. Intuition comes from working through problems until your brain begins to recognize patterns on its own. It comes from making mistakes, asking questions, connecting ideas that once seemed unrelated.

AI can give you the answer. It cannot give you the experience of discovering it. Those are not the same thing.

Imagine learning chess with someone whispering the best move before every turn. You would win more games. You might even look like a better player. But you would not be learning the game. You would be borrowing the moves.

Winning and learning are connected. They are not identical.

I think the same thing is happening in software development. For decades, building software and becoming a better engineer were almost the same activity. Every project naturally strengthened your judgment because solving problems required you to think through them yourself. AI separated those two things. For the first time, it is possible to ship significantly more software without growing at the same rate as a developer. The work continues. The learning no longer happens automatically.

That is Passive Development.

The dangerous part is that Passive Development feels like success. Your velocity improves. Your pull requests get bigger. Your team is happy. Your manager is happy. Nothing tells you that anything is wrong. Until one day you realize that AI has been solving problems faster than you have been learning from them.

This is not an argument against AI. It is an argument for awareness. Every day, AI offers us a choice. We can use it to replace parts of our thinking. Or we can use it to strengthen our thinking. The tool is exactly the same. The difference is how we choose to work with it.

That is why the biggest risk of AI is not that it writes our code. It is that it quietly replaces the experiences that used to shape our judgment.

Software developers have always built two things at once. The first was software. The second was themselves. AI did not change the first. It changed the second.

Growth is no longer automatic. It is a choice.