I'm not sure I can agree that the judge was being entirely reasonable or fair. On the one hand, the defense wasn't allowed to use people like Andreas Antonopoulos as an expert because he lacks bona-fides and has no published academic papers on Bitcoin; and on the other hand the defense wasn't allowed to question the FBI's very own bona-fide computer scientist to establish simple factual details about computer operating systems. Of course everything is all by the rules, but it's a bit rich to expect there to be a large body of work in academia about a recently invented technology (Bitcoin). It could be true that the defense could have executed their case differently/better, but it may also be that their hands were tied and all they had to work with was Chewbacca. In which case, appeal incoming.