E.g. a computer may or may not be programmable for processes that live inside the computer.
This said, the compute abstraction is a logical gadget. Logical in the sense that it aims for consistency at a mininmum.
A logical gadget is a computer, by Curry-Howard correspondence.
This is a broad enough framework to explain why what you're debating against is the case: given that philosophy bridges language to logic and provies the framework for all sciences, seeing nature as compute is like saying there's a logic to nature.
So yes, everything is compute. Everything more detailed that that, turing machines, digits, whether it's it from bit or not is a separate matter of debate that may or may not be required.