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Using recently developed techniques from high energy physics, we explore a process to perform polynomial division over finite fields, without the need to reconstruct intermediate Groebner bases. Such an approach can result in several orders of magnitude of speedup compared to traditional analytic approaches. We apply these methods to a broad class of problems, ranging from constraint equation solving to Landau Analysis for Feynman integrals.