One idea crosses my mind: are there examples where this algorithm can pass by a drastically better solution without finding it? Is there a way to deterministica

One idea crosses my mind: are there examples where this algorithm can pass by a drastically better solution without finding it? Is there a way to deterministically find these families of solutions (even if not directly the optimal among that family?)