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Domain depth

From the inside

A deliberately narrow set of subjects: options pricing, the risk systems underneath them, and the reading that shaped how I think about both. I have built each of these in production — a derivatives pricing engine and SPAN margining for 400k investors, a greenfield risk system at Revolut, execution and hedging at scale. Explanations of this material are not scarce. Knowing which details decide whether it holds up is.

Every page that carries a number runs on the same pricing engine as the calculators, so nothing here can describe a shape the tools do not produce.