A thermodynamic system being in thermodynamic equilibrium is characterized by the property that for every thermodynamic potential $F$ which describes the system, its differential $dF$ is zero. Let consider for example the internal energy $U(S, V, N_i)$ for now. If the system is in thermodynamic equilibrium then
$$dU= \frac{\partial U}{\partial S}dS + \frac{\partial U}{\partial V}dV + \sum_i^n \frac{\partial U}{\partial N_i}dN_i = TdS + pdV + \sum_i^n \mu_i dN_i = 0 $$
Note that $\frac{\partial U}{\partial S} =T, \frac{\partial U}{\partial V} =p, \frac{\partial U}{\partial N_i} =\mu_i$.
Question: How this condition $dU$ helps "in practice" when one works with concrete systems and want to find out in which $(S_0, V_0, (N_i)_0)$ the system has its "equilibrium"?
When I try to apply it I obtain something nonsensical and I want to understand which mistake I make here. Back to our condition $dU=0$ implies that $\frac{\partial U}{\partial S} =T, \frac{\partial U}{\partial V} =p, \frac{\partial U}{\partial N_i} =\mu_i$ should be all zero, because $S, V $ and $N_i$ are independent variables, therefore the differentials $dS, dV$ and $dN_i$ as well. So I obtain $n+2$ conditions $\frac{\partial U}{\partial S} =0, \frac{\partial U}{\partial V} =0, \frac{\partial U}{\partial N_i} =0$
But this not make any sense to me simply because this would imply that if the state is equilibrium state, then always its $T, p $ and $\mu$ are all zeroes. But certainly there are thermodynamical systems which are in equilibrium but their $T, p, \mu_i$ are not zero.
I'm confused now, what I'm doing wrong? could anybody explain to me how to "read" and "work" with the condition $dU=0$ correctly? sorry, if my question is too easy for people with elementary knowledge on this topic but also after long search I nowhere found an answer.