Symbolic execution for software testing has witnessed renewed interest in the recent years due to its ability to generate high-coverage test suites and find deep errors in software systems. In this talk, I will give an overview of a modern symbolic execution technique, called concolic testing, discuss its key challenges in terms of path exploration, and introduce MultiSE, a new technique for tackling the path exploration challenge.