Quantum aspects of atom-light interaction have been among the central issues in physics since the early days of quantum mechanics.  Recent technological breakthroughs have transformed the light-atom quantum interface to a powerful tool for performing measurements with unprecedented accuracy. In this talk I will outline recent work in my group that aims to study and eventually harness quantum features of the light-atom interaction for precision sensing.