If you are trying to build something well represented in the training data, you could get a usable prototype.

If you are unfamiliar with the various ways that naive code would fail in production, you could be fooled into thinking generated code is all you need.

If you try to hold the hand of the coding agents to bring code to a point where it is production ready, be prepared for a frustrating cycle of models responding with ‘Fixed it!’ while only having introduced further issues.