Farkas' Lemma is a fundamental result in linear algebra and optimization that provides necessary and sufficient conditions for the solvability of a system of linear inequalities. It plays a critical role in duality theory by establishing a connection between primal and dual linear programming problems, essentially stating that if a certain set of inequalities does not have a solution, then there exists a specific linear combination of the inequalities that can be used to prove this impossibility.
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