This paper describes the design of a tool (called Evofuzz) that implements the technique of evolutionary (or coverage-guided) fuzzing in a scalable, distributed manner. The architecture, design-choices and implementation specifics of this tool are examined, explained and criticized. After outlining possible improvements ...