What leads you to claim that you can't encode infinite information given an infinite set to work with?
Infinity is an abstraction that simplifies a lot of maths, it isn't real though.
If spacetime is infinite in extent yet discrete at the Plank scale, it would be ℵ₀; the Hilbert space is real-valued and therefore (a vector of) ℵ₁.
The Bekenstein bound, in practice, would do limit how much information can be actually encoded, even if all quantum states have an underlying real value and therefore even just one quantum value of one particle is ℵ₁ all by itself.
But cardinality of real numbers might not be ℵ₁. It's literally unprovable in ZFC.
I don't have a formal education in QP so this comes from my engineering perspective of working on quantum computers.