Thousands of tiny beetles around my moms pool in Phoenix, AZ

Apologies for the poor quality. Mom won’t get close to take a photo.

Hard to tell, but I am pretty sure its a bunch of recently hatched cockroach nymphs

It's hard to tell because of the quality, but those look a lot more like cockroaches than beetles.