One of the things that has been nagging at me is the way Beatrice is described in the epitaph. Something to be 'awakened' and then 'put back to sleep.'
It seems likely to me that the witch in the poem is not a witch in the traditional sense, but a place/process/thing/contact that enables the the finding/making of gold/money.
The following is my own speculation, strongly influenced by why someone in fiction usually hides such things in a poem/riddle in books/movies.
Spoiler for My dumb theory:
Now if Kinzo has access to this whatever it is, why does he hide it? Why would you have to put 'her' back to sleep?
Given that Kinzo made his fortune after the war, and in the wake of an earthquake, the easiest explanation would be a mine, or hidden treasure trove of gold, perhaps being spirited out of Japan once the people in charge realized they were going to lose. Or maybe it was sent by the Germans to the Japanese to help fund the war against the Americans. After all, the eagle was a sign of the Nazi party. Maybe that's where the family got its crest from? Do we know if that predates Kinzo or not? This kind of thing is fairly common in fiction, you see stuff like it in manga/movies all the time (the Nazi arc in Black Lagoon, or the Indiana Jones movies spring to mind).
Now, Kinzo would probably not want it widely known that he was financing his own little empire with ill-gotten gains from a previous war. The 'self-made man' is actually feasting like a vulture on money that probably belongs to the Japanese, German, or American government. And we also know that he is not super impressed with his current heir. What better way to find an heir/ensure the safety of the secret of his fortune, than to make sure that it could only be accessed by someone clever enough to figure out his little riddle.
I think this also reconciles with, and I'm trying to avoid spoilers here, some of the things we learn in Episode 3.