Yes, I tried to address this previously, but seem to have failed, so I’ll post here my second attempt at it made on internals:
Academic-proof security is not high or even Extremely high-security level it is Absolute security level. Medium level can be practically implemented without that much effort, as explained on the internals thread.
Well, look, I can walk you through a couple of quantum cryptography Absolute-level proofs that I learnt from a Caltech professor. But I can tell you, it’s painful (for me at least). And then, halfway through the course we threw away the Absolute-level proofs and went to something like Extreme-Level proofs (not completely unbeakable, but likely to take 100 years of work to break if at all). Fortunately Medium level is an entirely different ball game
Now remember that my target here is to do some kind of security (as in better than nothing).
More specifically:
Medium level security can be reached by only fixing 20% of the security problems, I can almost guarantee you that. (The reasons are given on the internals thread)
btw, Heuristics don’t work anymore (as in they’re terrible). AI with deep neural nets work quite well when done correctly.
The work was purely an implementation of existing ideas. We (I) scraped all the literature that I could find (and I had access to Stanford’s academic library at the time), then we rated the implementations based on execution time impact, time to implement, and accuracy, and ended up using something like 10% of the published work on this.
We brainstormed new ideas to try, but poked holes in them so fast that we just gave up and specifically chose to not add anything that has not been peer-reviewed and poked at, because doing non-peer-reviewed security is one common way to mess up security badly. Bitdefender has a similar implementation now, they also claim 99% accuracy, so I think they followed much the same procedure, but I have not looked at their stuff because they came out with it 2 years after our project started.