If you add water to the potato infinitely (hypothetically speaking), does the water percentage approach 100%?
And also, does the solid percentage approach 0%?
You won't have a potato anymore. But you won't have water anymore either.
You'll have a black hole.
https://en.wikipedia.org/wiki/No-hair_theorem
We don't know if black holes have hair, so the answer to your question is "We don't know".
https://en.wikipedia.org/wiki/Black_hole_information_paradox
Or another way - given you pour water in at any constant rate forever, given any p% you want to dilute to, there will be a point in time where that dilution level is exceeded, and will remain so for every point in time after that.