If you move, even if it is only across the street, you will need to change your address with Social Security.
Because Original Medicare is a federal program, benefits are the same nationwide. So, your benefits will not change.
However, if you enroll in a Medicare Supplement or Medicare Advantage plan, you may be required to choose a new plan or pay a higher (or lower) monthly premium.