This paper introduces the ongoing MyFinder project, which was launched in October 2010. The goals of this project are: (1) to propose an intimate personal genome information environment, MyFinder, which supports the search for our inborn talents and maximizes our potential for a meaningful life; and (2) to contribute to scientific discoveries in the biomedical or psychological research domains through intelligent community computing, or in other words, citizen science. This paper describes our research framework and the ongoing challenges to achieving these two goals. We also discuss the technical and social issues related to possible personal genome applications in non-medical domains.