Set a thief to catch a thief

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To hire a person with criminal morals in order to catch another of the same

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Pleasant Notes upon Don Quixote, a 1654 commentary by E Gayton on Miguel de Cervantes' early 17th century work. It is also in Thomas Fuller's Church-History of Britain (1655)