I tried to read the 'design doc' - its slop full of vague platitudes and impressive sounding but impossible to pin down management speak - in short, it's slop, and I still don't really get what its supposed to do exactly.

It's some prompt engineered AI harness, that guides the AI to create stats after it researches a subject and ingests the data, but I'm not sure what is it that the tool actually does on top of this.