SA weren't geniuses, they weren't sophisticated. They just did the same thing everyone else did, all in on semi-conductor, AI and memory positions. They got great returns because 1) everyone got great returns and 2) they were leveraged through their ears. In fact, not only they weren't geniuses, they were pretty bad at risk management, so bad that the first mild drawdown triggered margin calls on their over-leveraged bets and they couldn't cover them.
TLDR: SA didn't have alpha, they just looked good through over-leveraged beta and got caught