Defiance question

I usually watch this show while I’m doing other things, and I already deleted the older episodes from my DVR. But, if anyone would be nice enough to explain for me…

How did Dolan know there was an AI underneath Defiance controlling everything? I feel like I missed something, because it seemed like it went from this big mystery to suddenly everyone knowing all about it.