I'm not much of an expert at all, but I like reading papers on databases. It seems to me that if you really did discover a breakthrough like this, you should be able to distill it to some basic algorithms and math. And a breakthrough of this scale would be quite notable.
If I'm reading correctly, there's no replica code even involved ATM. So 500Ktx/s really boils down to ~83Ktx/sec per node, on an in-memory database. Is it possible on modern hardware that this is just what to expect?
I am curious, and I'm not trying to be dismissive, but the copy sounds overly promising, without explaining how, even in theory, this will actually work. I'd suggest to explain that part first, then let the engineering come second.