Radioactivity does not last forever. Once an atomic nucleus has decayed, it is not the same.
A radioactive rock will contain many billions and trillions of atoms. So the number of possible decays is vast.
As radioactive samples decay, the number of non-decayed nuclei present is less than before. So the number of decays in a given time (count rate) will fall.