In the book "Algebraic Geometry and Arithmetic Curves" Liu wrote in errata that there is a mistake in this problem:
Let $A$ be a commutative ring with unit. (a) Let $\mathfrak p$ be a minimal prime ideal of $A$. Show that $\mathfrak pA_{\mathfrak p}$ is nilpotent.
What would be a counterexample of this exercise stated as above as Liu wrote in http://www.math.u-bordeaux1.fr/~qliu/Book/errata-third-b1.pdf that one should consider every element of $\mathfrak pA_\mathfrak p$ rather that $\mathfrak pA_\mathfrak p$.
Let $B$ be the localisation of a polynomial algebra $k[x_1,x_2,\ldots]$ in infinitely many variables over a field $k$ at the ideal $(x_1,x_2,\ldots)$. This is a local, non-Noetherian ring. Now let $A = B / (x_1, x_2^2, x_3^3, x_4^4, \ldots)$. This ring is still local with maximal ideal $\mathfrak{m}$ say, and every element of $\mathfrak{m}$ is nilpotent. Now, if $\mathfrak{p}$ is a prime ideal of $A$ and $x \in \mathfrak{m}$ then $x^n = 0\in\mathfrak{p}$ for some $n$ which forces $x \in \mathfrak{p}$. Thus $\mathfrak{m}$ is contained in every prime ideal of $A$. So $\mathfrak{m}$ is a minimal prime ideal in $A$, and $\mathfrak{m} A_{\mathfrak{m}} = \mathfrak{m}$ since $A$ is already local. But $\mathfrak{m}$ is not nilpotent by construction.