I’ll admit it: AI has made me lazier at the exact moments when I need to be most thoughtful.
Here’s what happened. I needed to implement a feature and asked Claude to research approaches. It came back with detailed code examples and explanations. Looked great. I ran with it. Two days later, I discovered the libraries it referenced were 2+ major versions behind, half the methods were deprecated, and the architectural approach didn’t fit my actual use case. I threw it all out and started over.
I didn’t hand off the manual labor. I handed off the thinking.
The thing is, I knew better. I’ve been building software long enough to know that the research phase is where the real work happens. The hard part of coding was never the typing, at least that’s how I view it. It’s developing the plan, the patterns, and the architecture. The actual writing of lines is closer to manual labor. That’s the part AI is genuinely good at accelerating. But I didn’t hand off the manual labor. I handed off the thinking. “Figure this out for me” feels exactly like delegating to a competent colleague. Your brain lets go of the problem. You move on to something else. And by the time you come back to it, you’ve already accepted the answer without doing any of the thinking that would have told you it was wrong.
The trap is that offloading a thought to something else is genuinely addictive. There’s a relief that comes with handing over a problem and getting back something that looks complete. Your brain wants to be done with it. You’ve got other things to focus on. So you accept what came back, maybe skim it, and move on. And you don’t realize you skipped the part that mattered until something breaks.
It’s a pattern, not a slip
I’ve caught myself doing this more than once now. Not with trivial tasks, where AI is genuinely great and saves real time. With the hard stuff. The decisions that actually require me to understand the problem space before I can evaluate a solution. Those are the exact moments where I need to be doing more thinking, not less. And those are the exact moments where the temptation to offload is strongest, because the hard stuff is the stuff you most want off your plate.
The uncomfortable part is that it doesn’t feel like laziness when it’s happening. It feels like efficiency. You’re moving faster, covering more ground, getting things done. It’s only in retrospect, after you’ve burned two days on a bad approach or shipped something that doesn’t hold up, that you realize you weren’t being efficient. You were just avoiding the hard part.
I don’t think this is something you solve once and move past. It’s more like a gravity you have to keep resisting. The pull to let the tool do the thinking is always there, and it gets stronger the more comfortable you get with the tool. The better AI gets, the more convincing the output, the easier it is to trust it on things you shouldn’t be trusting anyone on but yourself.