My millionaire, step-father-in-law, gave this advice to my brother when graduated.
I was lucky, my physics department administrator told me the same thing when I was graduating.
The 2ND best piece of advice is to rollover your 401k when you move to a new company -> this cost me at least 500k because they effectively stagnate when your company isn't paying the maintenance cost (AIUI).