Described is an apparatus which comprises: a magnetic tunneling junction (MTJ) device with out-of-plane magnetizations for its free and fixed magnetic layers, and configured to have a magnetization offset away from a center and closer to a switching threshold of the MTJ device; and logic for generating random numbers according to a resistive state of the MTJ device.