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The problem also comes to LLMs being confidently wrong when it’s wrong.

“Already 5xs”

Even AI marketing doesn’t claim this. Totally baseless claim given how many people report negative experiences trying to use AI.

Some people report some negative experiences for any tool ever brought into existence.

This test isn't stupid. If it can't count the number of letters in a text, can you rely on it with more important calculations?

You can rely on it for anything that you can validate quickly. And it turns out, there are a lot of problems which are trivial to validate the solution to, but difficult to build the solution.

Coding is not one of those cases or edge cases wouldn't exists

Not on calculations that involve counting at a sub-token level. Otherwise, it depends.