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We present an alternative approach to the theory of free Gibbs states with convex potentials. Instead of solving SDE’s, we combine PDE techniques with a notion of asymptotic approximability by trace polynomials for a sequence of functions on to prove the following. Suppose is a probability measure on on given by uniformly convex and semi-concave potentials , and suppose that the sequence is asymptotically approximable by trace polynomials. Then the moments of converge to a non-commutative law . Moreover, the free entropies , , and agree and equal the limit of the normalized classical entropies of .

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