Can somebody TLDR and determine if there's any useful information in this article. I refuse to read quanta magazine. Edit: link to paper: https://eprint.iacr.org/2025/118

same, i however dont subscribe to thier "contact you by recruiters, since you get flooded with indian recruiters of questionable positions, and jobs im not eligible for. unfortunately for the field i was trying to get into, wasnt helping so i found just a regular job in the mean time.

That’s a very emphatic restatement of your initial claim. I can’t help but notice that, for all the fancy formatting, that wall of text doesn’t contain a single line which actually defines the difference between “learning” and “statistical optimization”. It just repeats the claim that they are different without supporting that claim in any way. Nothing in there, precludes the alternative hypothesis; that human learning is entirely (or almost entirely) an emergent property of “statistical optimization”. Without some definition of what the difference would be we can’t even theorize a test

There you go then. It's 80 €.

You want abliterated models, not distilled.

I wouldn't trust windows to follow their don't screenshot API, whether out of ignorance or malice.

The genre itself has become neutered, too. A lot of anime series have the usual "anime elements" and a couple custom ideas. And similar style, too glossy for my taste. OK, what I think is old and boring libertarian stuff, I'll still spell it out. The reason people are having such problems is because groups and businesses are de facto legally enshrined in their fields, it's almost like feudal Europe's system of privileges and treaties. At some point I thought this is good, I hope no evil god decided to fulfill my wish. There's no movement, and a faction (like Disney with Star Wars) that buys a place (a brand) can make any garbage, and people will still try to find the depth in it and justify it (that complaint has been made about Star Wars prequels, but no, they are full of garbage AND have consistent arcs, goals and ideas, which is why they revitalized the Expanded Universe for almost a decade, despite Lucas-<companies> having sort of an internal social collapse in year 2005 right after Revenge of the Sith being premiered ; I love the prequels, despite all the pretense and cringe, but their verbal parts are almost fillers, their cinematographic language and matching music are flawless, the dialogue just disrupts it all while not adding much, - I think Lucas should have been more decisive, a bit like Tartakovsky with the Clone Wars cartoon, just more serious, because non-verbal doesn't equal stupid). OK, my thought wandered away. Why were the legal means they use to keep such positions created? To make the economy nicer to the majority, to writers, to actors, to producers. Do they still fulfill that role? When keeping monopolies, even producing garbage or, lately, AI slop, - no. Do we know a solution? Not yet, because pressing for deregulation means the opponent doing a judo movement and using that energy for deregulating the way everything becomes worse. Is that solution in minimizing and rebuilding the system? I believe still yes, nothing is perfect, so everything should be easy to quickly replace, because errors and mistakes plaguing future generations will inevitably continue to be made. The laws of the 60s were simple enough for that in most countries. The current laws are not. So the general direction to be taken is still libertarian. Is this text useful? Of course not. I just think that in the feudal Europe metaphor I'd want to be a Hussite or a Cossack or at worst a Venetian trader.