We discuss applications of bit-vector reasoning outside of the HW/SW verification world. As an example, we consider a challenge problem in systems biology: A Glass model is a restricted system of ODEs, and is frequently used to model biological systems. We consider the problem of identifying stable periodic orbits with pre-defined properties. We show that combinatorial properties of bit-vectors are at the heart of this problem, and discuss various ways of encoding the problem into CNF.