Yep, that’s not a bad approach, either. I did that a lot initially, it’s really only with the advent of Claude Code integrated with VS Code that I’m learning more like I would learn from a code review. It also depends on the project. Work code gets a lot more scrutiny than side projects, for example.
Yes, I worry about this quite a bit. Obviously nobody knows yet how it will shake out, but what I've been noticing so far is that brand recognition is becoming more important. This is obviously not a good thing for startup yokels like me, but it does provide an opportunity for quality and brand building. The initial creation and generation is indeed much easier now, but testing, identifying, and fixing bugs is still very much a process that takes some investment and effort, even when AI assisted. There is also considerable room for differentiation among user flows and the way people interact with the app. AI is not good at this yet, so the prompter needs to be able to identify and direct these efforts. I've also noticed in some of my projects, even ones shipped into production in a professional environment, there are lots of hard to fix and mostly annoying bugs that just aren't worth it, or that take so much research and debugging effort that we eventually gave up and accepted the downsides. If you give the AI enough guidance to know what to hunt for, it is getting pretty good at finding these things. Often the suggested fix is a terrible idea, but The AI will usually tell you enough about what is wrong that you can use your existing software engineering skills and experience to figure out a good path forward. At that point you can either fix it yourself, or prompt the AI to do it. My success rate doing this is still only at about 50%, but that's half the bugs that we used to live with that we no longer do, which in my opinion has been a huge positive development.
‘Why were they long term?’ is what you need to ask. Code has become essentially free in relative terms, both in time and money domains. What stands out now is validation - LLMs aren’t oracles for better or worse, complex code still needs to be tested and this takes time and money, too. In projects where validation was a significant percentage of effort (which is every project developed by more than two teams) the speed up from LLM usage will be much less pronounced… until they figure out validation, too; and they just might with formal methods.
As a customer, I don't want to pay for vibe-coded products, because authors also don't have a time (and/or skills) to properly review, debug and fix products.
My problem is that code review has always been the least enjoyable part of the job. It’s pure drudgery, and is mentally taxing. Unless you’re vibe coding, you’re now doing a lot of code review. It’s almost all you’re doing outside of the high-level planning and guidance (which is enjoyable). I’ve settled on reviewing the security boundaries and areas that could affect data leaks / invalid access. And pretty much scanning everything else. From time to time, I find it doing dumb things- n+1 queries, mutation, global mutable variables, etc, but for the most part, it does well enough that I don’t need to be too thorough. However, I wouldn’t want to inherit these codebases without an AI agent to do the work. There are too many broken windows for human maintenance to be considered.
Worse, you’re doing code review of poorly written code with random failure modes no human would create, and an increasingly big ball of mud that is unmaintainable over time. It’s just the worst kind of reviewing imaginable. The AI makes an indecipherable mess, and you have to work out what the hell is going on.
Web development may be fun again but you aren’t developing. You order and became a customer. Maybe you can distinguish good code from bad code but how long will you check it? Auditing wasn’t the fun part ever. And I bet at some point you will recognize a missing feeling of accomplishment because you didn’t figure out the how, you just ordered the what. We wouldn’t call someone a painter who let AI do the painting.