The Lagrange Multiplier Theorem (First-Order Necessary Conditions for Equality Constraints)
Students often struggle to interpret the sign of and mistakenly believe that guarantees a global maximum. Remember, this is only a local first-order condition; it does not distinguish between maxima, minima, or saddle points without second-order analysis.
Institutional Reference: Fundamentals of Optimization
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