When viewed from an engineer’s perspective, biology is often messy and imperfect. For example, redundancy is a common feature of biological systems, with the job of one biological component overlapping with that of another. This work investigates whether some types of biological redundancy can – despite the apparent inefficiency – actually be beneficial.