Depends on the organization. The organizations I've worked in and funded would recognize it's a prototype and then staff accordingly unless it a vibecoded port

Depends on the organization. The organizations I've worked in and funded would recognize it's a prototype and then staff accordingly unless it a vibecoded portion of a cost center part of the product - those are fine to be one-and-done.