Nobody Learns to Ride With the Wheels Bolted Down

Last summer I built an AI chatbot almost entirely in Claude Code. It worked. I never pushed it to GitHub. I felt that putting my name on a public repo felt like making a claim I couldn't back up. There is a particular kind of quiet that follows building something you don't feel entitled to. No matter how rewarding the project feels, somewhere behind your ribs a voice says: you didn't actually do that. If you've felt it, you already know the argument I'm about to make against. The stigma, stated fairly The criticism deserves better than a strawman, so here it is at full strength. Skill comes from struggle. When you sit with a bug for three hours, you're not just fixing the bug - you're building a mental index of how this kind of thing breaks. The frustration is the encoding mechanism. Hand the struggle to a model and you get the fix without the index. Do that a thousand times and you've shipped a thousand features while learning almost nothing, and you won't find out until the day the model is wrong and you have no idea it's wrong. There's a second, harsher version: that AI-dependent developers are pricing themselves as engineers while functioning as typists, and the industry hasn't caught up yet. I think both of these are pointing at something real. I just think they've misidentified the cause. The real failure mode Here's the honest part, and I want to say it before the defense, because a defense that skips it isn't worth much. AI absolutely can make you worse. I've watched it happen, and I've done it. The mechanism is specific: you accept output you haven't read. That's it. That's the whole failure. Not "using AI" - accepting without reading. It's seductive because it works. The code runs. Nothing punishes you. You get a small hit of progress and you move on, and the debt is invisible because the thing you failed to learn doesn't announce itself. You only meet it later, usually at 11pm, when something breaks in a layer you never looked at. A developer in that loop