What Agentic AI “Vibe Coding” In The Hands Of Actual Programmers / Engineers

I often have people ask how I’m using Claude code so much, given that I have a bot account storming the SciML Open Source Software repositories with tens to hundreds of PRs a day, with many of them successful. Then GSoC students come in with Claude/Codex and spit out things that are clearly just bot spam, and many people ask, what is different? The difference is actually knowing the codebase and…