D-Shah and Cryptocurrency Research

I think when I worked in high-frequency trading that's where I got the real sort of idea. Like we should be thinking about these cryptocurrency systems the way high frequency traders think about risk it's like much closer to that than D-shah. In HFT is is extremely adversarial and everyone is fighting to kind of like be the one providing liquidity around it right? So you're sort of like attacking the system in some way that looks more like what cryptocurrency attacks it like so I would say I learned more about thinking of this type of stuff from from HFT then from sort of like D-Shah.