Consider the function $2x + y + z$ subject to the constraints $x^2 + y + z = 4$ and $x + 2y - z = 6$.
I run the calculations to find the max/min point and I got $P = \left(1, \frac{8}{3}, \frac{1}{3}\right)$.
Now, how can I be sure that this is a max and not a min? The two constraints do not form a compact set. How can I prove there is no global minimum here?
Substitute $z = 6 - x - 2y$: your objective becomes $x-y+6$ and your first constraint $x^2-x-y+2=0$. Now substitute $y = x+6 - v$ and your constraint is $x^2 - 2 x - 4 + v = 0$, i.e. $v = 5 - (x-1)^2$. This makes it clear that the range of values of your objective is $(-\infty, 5]$: there is a maximum but no minimum.