"As far as I can tell, the commonality among those always-winning firms is high frequency low latency algorithmic trading. These days it takes millions of dollars per month just to pay for the infrastructure you need to be able to be competitive - and then you also have to have some nontrivial edge, without which there isn’t all that much profit in having low latency."

I don't believe Medallion would be classified as a high frequency trading operation.