I think something like this actually makes the 'big server' idea feasible - if these are basically plug and play modules for whatever home AI services you use. If the chassis is just handling power distribution and networking for modules, then it really might last a decade or more, and individual modules might also last similarly long times depending on the use case, while having the flexibility to move to something newer and more performant as it comes out.