Paul's Online Math Notes Lagrange Multipliers ((link)) Jun 2026
They are parallel vectors.
The "real-world" example involving minimizing the cost of a cardboard box with a specific volume is particularly effective. It connects the abstract $\lambda$ to economic concepts (marginal cost), though Paul doesn't overemphasize that tangent—he sticks to the math. paul's online math notes lagrange multipliers