The SimianQuant library provides a Fluent API on top of its symbolic engine to model and solve Initial Value Problems. This article demonstrates how it can be used to solve a reference problem in systems biology, the repressilator, and how the SimianQuant approach compares with alternatives like NumPy, SymPy and Octave.