I'm pretty sure that the Cauchy likelihood, like the other members of the t family, is a weighted mixture of normal distributions. (Gamma distribution over the inverse of the variance)

EDIT: There's a paper on this, "Scale mixtures of normal distributions" by Andrews and Mallows, if you want the details

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