Others have experimented with a modified rubber duck that, when the user presses a button, nods or offers brief, neutral ...

AI handles the heavy lifting for the repetitive or time-consuming tasks. Humans provide context, direction and quality control. This division of roles is what makes vibe coding practical at scale. It ...