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I mean it's possible pHBD and bHBD played a huge role.
It depends on who is running the bots and how money is moving around.
If there is a new bot in town that provides a lot of HBD liquidity and arbitrages the derivatives, then yes, the derivatives would then be adding even more liquidity to the internal market.