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We show that Koszul duality for operads in can be expressed via generalized Thom complexes. As an application, we prove the Koszul self duality of the little disk modules . We discuss implications for factorization homology, embedding calculus, and confirm an old conjecture of Ching on the relation of Goodwillie calculus to manifold calculus.

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