this post was submitted on 17 Jan 2026
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I say this as someone who's not particularly a fan of AI and tries to use it very sparingly.
For me AI is not so much about productivity gains. Where I find it useful instead is to push me past the initial block of starting something from scratch. It's that initial dopamine rush that the article mentions, from seeing an idea starting to take shape.
In that sense, if I compare projects by time spent on them with or without AI after they are completed, I too would probably find there were no productivity gains. But some of these things I would never get started at all by myself.
If you are a senior developer in a corporation, you know what you have to do, you are an expert in your domain, you rarely start something really new (and when you do, it is only after endless discussions and studies on tools, language, tech stack, architecture). AI is probably not a great help for you.
But even in corporate life, there are a lot of things that are inportant but that you constantly set aside: from planning your career, to honing your communication skills or whatever it is that you could certainly learn to do (with time and dedication) but for some reason you keep postponing because you are not already an expert at them and it takes motivation to learn. That's where AI found its niche in my life.
I think this is one of the highly understated benefits. I have to work in legacy codebases in programming languages I hate, and it used to be like pulling teeth to get myself motivated. I’d spend half the day procrastinating, and then finally write some code. Then I’d pull my hair out writing tests, only for CI to tell me I don’t have enough test coverage and there are 30 lint issues to fix. At that point, there would be yelling at the screen, followed by more procrastination.
With AI, though, I just write a detailed prompt, go get some coffee, and come back to a pile of drivel that is probably like 70% of the way there. I look it over, suggest some refactoring, additional tests, etc., manually test it and have it fix any bugs. If CI reports any lint issues or test failures, I just copy and paste for AI to fix it.
Yes, in an ideal world if I didn’t have ADHD and could just motivate myself to do whatever my company needs me to do and not procrastinate, I could write better quality code faster than AI. When I’m working on something I’m excited about, AI just gets in the way. The reality being what it is, though, AI is unequivocally a huge productivity boost for anything I’d rather not be working on.