Abstract: Researchers explore the problem of how to distribute knowledge within a multi-agent system and discuss how question and answering, knowledge sharing and evolution of knowledge are key parts to the solution of this problem. Researchers also review genetic programming search algorithms and re-consider them from a knowledge sharing and knowledge evolution perspective. The hope is that this will highlight situations where there might exist possible ways for improving the search algorithms.