CAUCHYE is named after the Cauchy distribution. Named in turn for the 19th-century mathematician Augustin-Louis Cauchy, it has no expected value: however many samples you draw, the sample mean never converges, and the law of large numbers does not hold. It describes a world where the average is simply not a usable instrument.
That is our starting point. Anything an average can settle has been settled already. What we take on sits outside it — AI implementations with little precedent, platforms that do not yet exist, and cross-border assets that no domestic benchmark describes. Results there cannot be predicted from the mean, which is precisely why they can exceed it.