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In this article, we give necessary and sufficient conditions under which the Leavitt path algebra of an ultragraph over a field is purely infinite simple and that it is von Neumann regular. Consequently, we obtain that every graded simple ultragraph Leavitt path algebra is either a locally matricial algebra, or a full matrix ring over $K[x, x^{-1}]$, or a purely infinite simple algebra.

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