Super, thanks again for taking the time to do so.

I can't remember if I shared this earlier but I'm jolting down notes on the topic in https://fabien.benetou.fr/Content/SelfHostingArtificialIntelligence so I do also invest time on the topic. Yet my results have also been... subpar so I'm asking as precisely as I can how others actually benefit from it. I'm tired of seeing posts with grand claims that, unlike you, only talk about the happy path in usage. Still, I'm digging not due to skepticism as much as trying to see what can actually be leveraged, not to say salvaged. So yes, genuine feedback like yours is quite precious.,

I do seem to hear from you and others that to kickstart what would be a blank project and get going it can help. Also that for whatever is very recurrent AND popular, like common structures, it can help.

My situation though is in prototyping where documentation is sparse, if even existent, and working examples are very rare. So far it's been a bust quite often.

Out of curiosity, which AI tools specifically do you use and do you pay for them?

PS: you mention documentation is both cases, so I imagine it's useful when it's very structured and when the user can intuit most of how something works, closer to a clearly named API with arguments than explaining the architecture of the project.