Why do philosophy of physics when you can do physics itself?

When I’m making small talk at parties and suchlike, revealing to others that I’m a philosopher of physics is a little bit like rolling the dice. What reaction am I going to get? The range is pretty broad, from ‘What does philosophy have to…