Let $A$ be a positive semi-definite matrix, and let $C$ be a rank 1 matrix. Prove that $A-C$ has at most one negative eigenvalue.
PS: It's easy to show that if $A$ and $C$ commute, then the statement is true, but most of the time they do not commute.