As an edit, after reading some of the prompts, what is the likelihood that a non-expert could even come up with those prompts?
The really really interesting thing would be if an AI could actually generate the prompts.
I absolutely would not vibe code an OAuth implementation! Or any other production code at Cloudflare. We've been using more AI internally, but made this rule very clear: the human engineer directing the AI must fully understand and take responsibility for any code which the AI has written.
I do think vibe coding can be really useful in low-stakes environments, though. I vibe-coded an Android app to use as a baby monitor (it just streams audio from a Unifi camera in the kid's room). I had no previous Android experience, and it would have taken me weeks to learn without AI, but it only took a few hours with AI.
I think we are in desperate need of safe vibe coding environments where code runs in a sandbox with security policies that make it impossible to screw up. That would enable a whole lot of people to vibe-code personal apps for personal use cases. It happens I have some background building such platforms...
But those guardrails only really make sense at the application level. At the systems level, I don't think this is possible. AI is not smart enough yet to build systems without serious bugs and security issues. So human experts are still going to be necessary for a while there.
I've wanted to do this but am not sure how to get started. For example, should I generate a new app in Android Studio and then point Claude Code at it? Or can I ask Claude Code (or another agent) to start it from scratch? (in the past that did not work, but I'm curious if it's just a PEBKAC error)
Edit: Holy shit, in 30 minutes I used Claude code to make a simple PDF viewer app, and it totally works. I did have to prompt it through the process quite a bit, including correcting some obvious flubs, but I'm super impressed.
I didn't even have to install the android dev tools because I asked it to generate a Dockerfile in which to do the build, and a simple script to copy the apk out when done :-D