How Can We Justify the Genocide of Old Testament Wars?

Is it true that God actually commanded the ancient Israelites to commit genocide against other nations?

Bob Siegel is convinced that this idea is based upon an erroneous reading of Scripture. At the very least, we know that such genocide was never conducted regardless of any confusion about what God might have commanded. Most of the show is dedicated to this topic.