> Compute functions != Intelligence though.

If that is true, you have a proof that the Church-Turing thesis is false.

> LLMs can tell you about the taste of a beer, but we know that they have never tasted a beer. Flight simulators can't take you to Australia, no matter how well they simulate the experience.

For this to be relevant, you'd need to show that there are possible sensory inputs that can't be simulated to a point where the "brain" in question - be it natural or artificial - can't tell the difference.

Which again, would boil down to proving the Church-Turing thesis wrong.

I think that may depend on how someone defines intelligence. For example, if intelligence includes the ability to feel emotion or appreciate art, then I think it becomes much more plausible that intelligence is not the same as computation.

Of course, simply stating that isn't in of itself a philisophically rigorous argument. However, given that not everyone has training in philosophy and it may not even be possible to prove whether "feeling emotion" can be achieved via computation, I think it's a reasonable argument.

I think if they define intelligence that way, it isn't a very interesting discussion, because we're back to Church-Turing: Either they can show that this actually has an effect on the ability to reason and the possible outputs of the system that somehow exceeds the Turing computable, or those aspects are irrelevant to an outside observer of said entity because the entity would still be able to act in exactly the same way.

I can't prove that you have a subjective experience of feeling emotion, and you can't prove that I do - we can only determine that either one of us acts as if we do.

And so this is all rather orthogonal to how we define intelligence, as whether or not a simulation can simulate such aspects as "actual" feeling is only relevant if the Church-Turing thesis is proven wrong.