I am currently an undergraduate taking a course on Newtonian mechanics. The lecturer defines a force to be conservative if there exists a scalar function (we call it potential function), say $V(x,y,z)$, such that the force $$\mathbf{F}=-\Big(\frac{\partial V}{\partial x}\mathbf{\hat i}+\frac{\partial V}{\partial y}\mathbf{\hat j}+\frac{\partial V}{\partial z}\mathbf{\hat k}\Big).$$ Then the lecturer told us that whenever you see an expression of $\mathbf{F}$ which depends on velocity $\mathbf{v}$, then this force must be non-conservative. Then I asked why, because I think in some scenario $\mathbf{v}$ can be expressed solely in terms of an object's position vector $\mathbf{r}$, but the response was not clear. Could anyone comment on the lecturer's statement and explain why?
I know there are similar questions on this community, but I has not found a rigorous proof to, say, how to show that $\mathbf{F}=A\mathbf{v}$, where $A$ is a non-zero constant, is not conservative? Thank you.