9,431 karma · joined May 16, 2010
My understanding of the development is that persistent layer-wise pretraining with RBM or autoencoder created an initiation state where the optimization could cope even for more layers, and then when it was proven that it could work, analysis of why led to some changes such as new initiation heuristics, rectified linear activation, eventually normalizations ... so that the pretraining was usually not needed any more.
One finding was that the supervised training with the old arrangement often does work on its own, if you let it run much longer than people reasonably could afford to wait around for just on speculation contrary to observations in CPU computations in the 80s--00s. It has to work its way to a reasonably optimizable state using a chain of poorly scaled gradients first though.
Sure, some samples will be off to antigen presentation, but does that inform more than this is an encountered foreign substance and this is how to bind to it for neutralization ? Seems like in principle you could take the overview picture and have something like olfaction, but for things that hadn't been sufficiently cracked open when they passed the olfactory epithelium. Maybe it's starting to be sorted out, but I'm not up to date on what the neural feedback from the immune system carries.
How does that work out in cost per kWh? Profitable operation anywhere close?
Crisis relief (as suggested by jmward01 here) may be another matter, but setting up the ability to do this on scale, and maintaining it, can't be anything like easy economically.
Since the purposes of the program are pretty heavy on private communication, I'm inclined to think that takes precedence here, especially considering the consequences for dropping default message previews versus adding default reveal of supposedly private information.
I'd heed the call for donation simply for returning to pre-2023 design with up-to-date security patches. As it is, maybe it's merciful if development just comes to a standstill. Almost every visible step lately seems to move in the wrong direction.
I wouldn't remotely trust a software assistant to deal with all that misdirection autonomously, but I guess I'd be prepared to give it a chance collating options with tolerable time and cost, attempting to make the price include the stuff that has to be added to preserve health, sanity and a modicum of human dignity.
If one is to use these on hardware that can't keep everything loaded I guess someone should examine how it works out in practice. Interpretability may be be a too much to ask, but I can't spontaneously see any reason why the experts can't at least be pushed to incorporate what's needed to remain the good choice for a longer segment.
How sure are you about that? I've never looked closer at how a large LLM with mixture of experts architecture switches between expert modules, but staying on roughly the same topic for the use (as it often would when editing the same codebase), I wouldn't be surprised to see the switches of composition are fairly rare, fairly small, and to the extent it happens it's repeated reads from the flash disk rather than writes it tends to cause.
I just also want to toss in that (at least for Element in particular) the continuing lack of long-form composition or history navigation appears to be a liability with some contacts.
At this point it's probably fine for chat format one-liners in the moment, but for the communications that have historically been going over e-mail as opposed to IRC it's something of a pain to use.
Edited to add: I'd like to rephrase that a bit actually. It doesn't even have to help bring about the particular outcome being bet on. It's enough that it can be used to shift public opinion in some way that's worth the cost to the manipulator.
Plenty of dysfunctional bureaucratic organizations have high rates of occupational burnout and high employee churn due to the stress of repeatedly enforcing policies the employee knows full well are morally reprehensible.
So in real psychology, I claim there's plenty of incentive, even for the majority of people in the organizations.
Admittedly the method in the present article is probably better than the idiocy of extracting antibacterial peptides from context for use as drug products, since at least this will always be used in the context of a full immune system and they trigger a number of genes which probably regulate a whole subcomponent of measures rather than just one or two mechanisms.
Even so, it lifts up a particular part from the diffuse field of defenses as salient and particularly worthwhile to defeat.
Also, keep in mind that many species of virus have so small genomes they have to overload the readings of parts of the nucleic acid sequences to get a full set of proteins.
Evolve to evade the immune system, certainly. But if you're implying that it will happen in the same ways, at anything like the same rate and to the same extent regardless of what we do, no that's not right.
And the really, really bad part about abusing natural parts if the immune system to provoke pathogen resistance against them is that the resistance will target part of natural immunity.
While I was looking for the reference above this also came up:
https://www.sciencedaily.com/releases/2020/02/200210144854.h...
when bat cells quickly release interferon upon infection, other cells quickly wall themselves off. This drives viruses to faster reproduction
Quite a way from whole-animal physiology in the referenced research, by all means, but it's a fair point, right.
https://www.frontiersin.org/journals/immunology/articles/10....
Fortunately there's a really simple solution to offer it, in just wiring measurement to "prediction" directly (perfect correspondence, and much lower effort than annihilating Life and removing the atmosphere). And I don't particularly believe a system like that can be a general problem solver, much less one that climbs to World-jeopardizing influence on its own.
It's a foundational part of the sickness in people like Trump that anything bad is by definition somebody else's fault, and clearly his cultists just keep lapping up his lies no matter how insane and transparent.