Abstract
A key component of Lorenzo Magnani’s approach to the philosophy of geometry is the use of abduction, especially manipulative abduction, which not only involves thinking through doing but also the integration of theoretical practices. In this paper, I compare manipulative abduction with a different way of implementing mathematical heuristics: a deductivist strategy that highlights the significance of concept refinement and structure preservation. The latter approach interestingly complements the former.