This article reports on biologically inspired self-adaptive multi-path routing in overlay networks. Mechanisms found in biological systems are generally robust and adapt well to environmental changes. Therefore, many techniques designed to imitate certain behaviors found in nature have been applied to computer science. Some of these techniques include artificial neural networks, simulated annealing, and genetic algorithms. Certain techniques perform well as optimization techniques for particular problem types.