Followup from this question,
It seems like the total temperature of the composite system $T=T_A+T_B$ can be found using this relation:
$$\frac{1}{T}=\frac{\partial S}{\partial U}$$
where $S=S_A+S_B$ is total entropy and $U=U_A+U_B$ is total energy. In particular, I want to show that
$$\frac{1}{T}=\frac{1}{T_A+T_B}$$
I started out by applying chain rule to $\frac{\partial S}{\partial U}$:
$$\frac{1}{T}=\frac{\partial S}{\partial U_A}\frac{\partial U_A}{\partial U} + \frac{\partial S}{\partial U_B} \frac{\partial U_B}{\partial U}$$
Then I expand $S$ and $U$:
$$\frac{1}{T}=\frac{\partial}{\partial U_A}(S_A+S_B)\frac{\partial}{\partial U} (U-U_B) + \frac{\partial}{\partial U_B} (S_A+S_B) \frac{\partial U_B}{\partial U}$$
$$\frac{1}{T}=\frac{\partial}{\partial U_A}(S_A+S_B)\frac{\partial}{\partial U} (U-U_B) + \frac{\partial}{\partial U_B} (S_A+S_B) \frac{\partial U_B}{\partial U}$$
Since $\frac{1}{T_A}=\frac{\partial S_A}{\partial U_A}$ and $\frac{1}{T_B}=\frac{\partial S_B}{\partial U_B}$,
$$\frac{1}{T}=(\frac{1}{T_A}+\frac{\partial S_B}{\partial U_A}) (1-\frac{\partial U_B}{\partial U}) + (\frac{\partial S_A}{\partial U_B}+\frac{1}{T_B}) \frac{\partial U_B}{\partial U}$$
I am not sure what to do next.