> There's some magical "right context" that will fix all the problems.

All I can tell you is that in my own lived experience, I've had some fantastic results from AI, and it comes from telling it "look at this thing here, ok, i want you to chain it to that, please consider this factor, don't forget that... blah blah blah" like how I would have spelled things out to a junior developer, and then it really does stand a really solid chance of turning out what I've asked for. It helps a lot that I know what to ask for; there's no replacing that with AI yet.

So, your own situation must fall into one of these coarse buckets:

- You're doing something way too hard for AI to have a chance at yet, like real science / engineering at the frontier, not just boring software or infra development

- Your prompts aren't specific enough, you're not feeding it context, and you're expecting it to one-shot things perfectly instead of having to spend an afternoon prompting and correcting stuff

- You're not actually using and getting better at the tools, so you're just shouting criticisms from the sidelines, perhaps as sour grape because you're not allowed by policy / company can't afford to have you get into it.

IDK. I hope it's the first one and you're just doing Really Hard Things, but if you're doing normal software developer stuff and not seeing a productivity advantage, it's a fucking skill issue.