The million dollar question is if it's possible to construct a theory of computation where the input language itself is automatically differentiable, and where

The million dollar question is if it's possible to construct a theory of computation where the input language itself is automatically differentiable, and where the execution semantics are also so. Perhaps a continuous spatial automata that has been proven to be Turing complete.