This is actually so good.

There are a bunch of customer questions that can be answered precisely with Claude pointed at our codebase that would otherwise have required an engineer to figure out. Or even small features that can be “vibe-coded” to 90% and handed to our engineering team to finish up.

I think it’s really cool that AI is making it possible for people outside of normal engineering roles to work on a codebase. That’s going to be a healthy change for a lot of organisations and I’m optimistic for what it’ll do to the industry.