I believe he talked about starting work on AGI at the time he went part-time at Meta, long before GPT-3.
I encourage anyone to try out some AI related stuff, genius IQ not required. It's still a young field so there aren't yet huge towers of knowledge to climb before you can do anything. The core ideas are actually super simple, requiring nothing more than high school math.