I tried "vibe coding" something today. I took an already existing project and asked a model running exclusively on my GPU to take an existing codebase and squeeze performance out of it. After it flailed about a couple times, I told it to do something specific and it actually did what it was supposed to do. The last time I tried running something locally it failed miserably at anything beyond autocomplete, so the progress is cool.