I'm studying the method of Lagrange multipliers, and the Wikipedia page says
The solution corresponding to the original constrained optimization is always a saddle point of the Lagrangian function.
Why intuitively is this the case? I have been looking at these notes which also state this result and give an example, but don't explain why this is the case in general.
Thanks for the help!