[pu_pe]

> The bottleneck in the AI era is not production. It is discernment.

> The right question to ask after a vibe-coded prototype fails is not what did the AI do wrong. It is what did our process miss.

> That is a governance story, not a software story.

> The Question Is Not Adoption. It Is Readiness.

> The right question is diagnostic, not strategic.

I don't know if AI will fully replace programmers, but it has already replaced writers of this type of bullshit puff piece.