In practice it's a recipe for spending large amounts of money on GPU cloud compute to achieve things that could have been done just fine with more traditional methods.
> And what exactly did you mean by:
> "Computer Science still puts the same restrictions on what we can compute."
Computer Science is the science of studying what can be computed, what is the complexity of those algorithms, what are the limits of our logic and mathematical models.
We know there are some true statements that cannot be proved to be true. We know there are algorithms that we cannot prove whether they terminate. We know the complexity bounds in solving a number of problems or getting suitably precise approximations.
Our computers are bound by the same constraints than a Turing machine is, and those constraints are well-studied. LLMs haven't changed the capabilities of our computing systems.