I’m sorry but in this day and age, why would you not use AI with safeguards? With giving it the proper context and best practices you’re looking for. These are all very solved in Claude and any agentic system. Are you saying that you don’t? This just feels insulting to those of us who do care about code but do love Claude
Setting up a clean room is one of the only ways to do Evals on agentic harnesses. Especially prevalent with Windsurf which doesn’t have an easy CLI start.
So how? The easiest answer when allowed is docker. Literally new image per prompt. There’s also flags with Claude to not use memory and from there you can use -p to have it just be like a normal cli tool. Windsurf requires manual effort of starting it up in a new dir.
The biggest clue I’ve seen is someone using it to do cold calls on websites. Claw searches for shoddy-looking construction sites, makes a better version on Vercel, and sends out a pitch.
I saw an interesting comment somewhere that this will ultimately be Anthropic’s goal: creating the next generation of of App Store. The idea that Anthropic could just be building the mini vibe code to whatever the user wants. This post clearly exemplifies that me-apps can and should be a thing. That anyone can put forth reasonable effort and make an app without having to cross hard learning barriers of effort.
People do build in public from vibe-coding, absolutely. This tells me that you have not done your research and just gone off of general guesses or pessimism/frustration from not knowing how to use the tool. The easiest way to be able to find this on Github is to look for where Claude is a contributor. Claude will tag itself in the PR or pushes. Another easy way to that I've seen come up for this is there is a whole "BuildInPublic" tag in the Threads app which has been inundated with Vibe coding. While these might not be in your algorithm, they do exist. You'll be able to see that while there is a lot of crud that there are also products being made are actually versatile, complex, and completely vibe-coded. Most people are not making up these stories. It's very real.
Context engineering is a critical part of being able to use the tool. And it's ok to not understand how to use a new tool. The different models combined with different stacks require different ways of grappling with the technology. And it all changes! It sucks that you've tried it for your stack (Elixir, whatever that is) in your way and it was disappointing.
To me, the tool inherently makes sense and vibes with my own personality. It allows me to write code that I would otherwise procrastinate on. It allows me to turn ideas into reality, so much faster.
Maybe you're just hyper focused on metrics? Productivity, especially when dealing with code, is hard to quanitfy. This is a new paradigm and so it's also hard to compare apples to oranges. Does this help?