In this paper, the authors describe the use of evolutionary and artificial life techniques in sound design and the development of performance mapping to facilitate the real-time manipulation of such sounds through an input device controlled by the performer. They discuss a system that allows musicians without detailed knowledge and experience of sound synthesis techniques to interactively develop new sounds and performance manipulation mappings according to their own aesthetic judgements.