Is there a prose explanation or justification for Algorithm Information Theory. I think I first heard of it when I saw your IOCCC entry, but I was never able to get my mind wrapped around what the goal of the whole field was.
See this paper on how to cluster using compression: https://arxiv.org/pdf/cs/0312044.pdf