Vibe Coding is only the first visible edge of a larger change.

Vibe Working extends the idea beyond code. AI enters user research, product design, UX, testing, operations, and distribution—not just implementation.

The real question is not which role should use AI. It is whether the entire product pipeline can accelerate together. Any stage left unchanged becomes the next bottleneck.