My notes say that if $F$ is conservative (i.e. $F=\nabla f$) then $\text{curl }(F)=0$. But I feel this is not quite right.
There is a theorem that says that if $f(x,y,z)$ has continuous second order partial derivatives then $\text{curl }(\nabla f)=0$. (I'm fine with this theorem, it makes sense.)
Obviously the 'proof' for my question is $$\text{curl }(F)=\text{curl }(\nabla f)=0$$
But I don't see why it is necessarily true that $f$ has continuous second order partial derivatives. Is there something I am missing?
The proof is essentially $\partial_{ij}f = \partial_{ji}f$, and the only hypotheses needed are "whenever this holds". Recall that the curl of $F$ is zero iff $\partial_i F_j = \partial_j F_i$ for all $i,j$. When $F$ is conservative, we have that $\partial_i F_j = \partial_i \partial_j f$ and $\partial_j F_i = \partial_j \partial_i f$.
Thus, if $F$ has first order partial derivatives and $F$ is conservative with potential $f$ which satisfies $\partial_{ij}f = \partial_{ji}f$ for all $i,j$, then $F$ is curl free.
Since the version of Schwartz theorem usually quoted in books requires $f$ to be $C^2$, most authors will subsequently choose to assume $F$ to be $C^1$, which guarantees that $f$ is $C^2$.