Somewhat appropriate the site the OP links to is called „goalposts“ because as far as I can see, people keep shifting theirs.
In your case, the comment you link to says „business tasks“ and you expanded it now to „arbitrary new tasks“. Those are not the same. An LLM today sure can do many many many business-speak conversion tasks.
I'm not always precise with my language, but business tasks can be pretty broad, I think "arbitrary new tasks" is not an unreasonable rephrasing on my part?
Consider I was replying to this:
> So are we all going to be out of a job?
While your boss now has the capacity to ask Claude to train a new AI model to auto-balance a tower defence game's mob, cost, and tower parameters (I know because I've done it), this only matters if you and your boss are working in a video games company.
If you and your boss are actually florists, you care if your boss can get Claude to automate a rose pruning, dead-heading, and fertilising robot.
People are trying, but I don't think they'd be happy with 91.5% success rate: https://www.emerald.com/ir/article-abstract/doi/10.1108/IR-0...
You can't ignore the rest of the sentence. "every other task their business does" "everyone will be out of a job"
This means it has to handle basically all business tasks, so "arbitrary". I'm not sure what percent you have in mind by "many many many" but I would say it can't code half the things you need in an efficient and minimally buggy way.
> An LLM today sure can do many many many business-speak conversion tasks
Not reliably, and not without supervision. That's the main point. I'm trying really hard to figure out a workflow that doesn't require me to review the code and I just don't see how it's possible (yet)
You either need a comprehensive test suite (which requires understanding the code in order to create) or you need to review the actual implementation code to make sure it does the right thing