https://sweis.medium.com/revisiting-radix-economy-8f642d9f3c...
In this case, the context are {-1, 0, 1} weights in a LLM model, which I don't think is being used for any hardware efficiency argument. I think it's just quantizing weights into 3 states.
So we are 1% of the way there!
I'd be interested to read a history of Rambus. They're a strange and somewhat controversial company. I lived through the controversy but I'm not certain I remember it correctly. From what I remember they patented some things related to DDR SDRAM, I'm not sure how much credit they deserve for developing those things or if they were just first to file. For part of the Pentium 4's lifecycle they convinced Intel to use Rambus' proprietary DRAM (RDRAM) which supposedly had some benefits but I just remember being overpriced. They shook down DDR manufacturers for patent licensing fees. Apparently the EU opened an antitrust investigation into them for getting their patents into the standard and then not licensing them freely enough. I'm not sure it's fair to call them a patent troll but I guess they're something similar to Fraunhofer or Synopsis.
Also, we still to this day do not know where the seed for P256 and P384 came from. And we're using that everywhere. There is a non-zero chance that the NSA basically has a backdoor for all NIST ECC curves, and no one actually seems to care.
The NSA is very good at math, so I'm be thoroughly surprised if this analysis was error by mistake rather than error through intent.