It sometimes feels to me that cloud AI providers have convinced people that cloud AI is worth it because of all the ways people have been able to use cloud AI to write blog posts about using cloud AI to make cloud AI more efficient for something that they haven't shipped yet and aren't really ready to talk about.
Part of the issue with "shipping" AI-generated code is, what's the value of shipping something that your prospective customers could just make for themselves? Shipping a product used to be the gold standard of value, but I'm not sure it is anymore, the zeitgeist just yet has to catch up.
I think it does have pretty good value when you are your own customer, because you can make exactly what you need. For instance, I'm using it to make a web playground in which I can test the board game I'm designing, instead of asking people to pay for, and install Tabletop Simulator. I'm satisfied. I can tell the code sucks without even looking at it. But I wouldn't have had the time to do this myself, the token cost isn't prohibitive, and it works fine.
The reality however is that unless you're spending tens of thousands on hardware or setting up cloud instances you can't run anything near close to state of the art.
In almost all cases right now, a subscription with a cloud AI wins.
My companie spends a few million per month in token.
For me personally, the only reason why i don't use it 24/7 is cost.
Token costs, energy cost, usage limit due to token/subscription cost.
People busy building shippable things are generally too busy to blog about it. It is selection bias in its most classical meaning.
I agree there... I hate the posts that rattle on about non-real-world work. Real world now (for me anyway) is maintaining legacy code, fixing issues, and new development. Now, some of the problems others have with AI are super crappy prompts with no real info other than "do this". I look at myself now more as a software designer and an architect, and the AI as a paid consultant. I give detailed specs and designs. The models are getting better at real deep code and legacy, but there are still holes. BUT give the AI a fighting chance with real detail in the prompts.
Cloud AI is 100% worth it. We've been able to do so much more with so much less.
Trust me there are plenty of us using cloud AI to actually ship stuff. We just aren't writing blog posts about it.