Provide a detailed theoretical interpretation of the complementary slackness condition found within the Karush-Kuhn-Tucker (KKT) conditions. Explain how this condition mathematically describes the relationship between the optimal primal variables and the dual variables (Lagrange multipliers) at the boundary of the feasible set.