After a couple years working in various tech-related industries Eric found himself in the Social Networking world for seven years. About 2/3rds of the way into this position he split out a side project. This unique perspective gave him new insights into how to take some administrative duties and wrap them up into what became a semi-autonomous learning abuse mitigation system The project was designed to do what admins regularly do (manual mitigation of bad actors/persona non-grata). But with enough accuracy and performance the goals were loftier. Finding and acting on these elements before an admin even has to deal with them -- faster detection, and prevention, and mitigationtimes. Much introspection ensued. The mind re-thought and further re-though what sensory input it was able to use to know which users look bad but are not. Likewise, how to reproduce an electronic 'gut instinct' on the bad users. Attempts at solving this problem did not immediately proove easily. Furthermore, as the system adapted, so did the attackers.