Congrats, and good luck!
If anybody has any suggestion in preparing for a PhD in a major university, I'd appreciate it: I expect these four years to be fun but also very challenging.
One piece of advice I can give you is to stay focused, but keep sight of the freedom and flexibility your time as a grad student will offer you.
I was lucky to have an advisor that granted me flexibility to learn topics outside of his expertise through self-study and collaborations. That flexibility ended up shaping my early career.
The last quip I’ll give you is to prioritize your physical and mental health. Go to the gym/run/exercise, meditate, and eat enough. Grad school is difficult, and peripheral health issues make it worse.