Mm-hmm.

So when we think about manual documentation, I think it needs to be more framed as manual context building.

So how do we build the correct knowledge sources and the correct, like, context for agents to generate content correctly? So, and humans always need to be in the loop anyway.

I'm a big fan of that.

Um, I think it's an absolute necessity that you should always have, even if you've wired up all your agents to code bases and style guides.

Often enough, unless you strictly enforce rules with, like, CICD pipelines, which isn't even AI, um, you still need to check it.

You need a subject matter expert, an SME, to jump in and review something, and you need a technical writer to sign off on it.

Yeah.