The series is $\sum\limits_{k=1}^{\infty}\dfrac{(-1)^{2k-1}}{2k-1}$. It satisfies both conditions of convergence: $\lim\limits_{k\to \infty}|u_k|=0$ and $|u_{k+1}|<|u_k|$, so it should converge right?
According to my textbook this diverges. So where did I go wrong?
The criterion you saw in the textbooks is certainly the alternating series criterion. But the series you have is not such a series.