Tuna-Fish
Presumably they will publish it with sufficient fanfare once patches are applied widely enough.
It is not in the national interest to make sure that the Intel common stock remains valued above 0. Plenty of companies that are of national interest were saved directly from bankruptcy, by nationalizing them in a way that wipes out the common stock.
If you are actually good at linear algebra, it's doable in an afternoon.
They are fantastically simple in structure, all the intelligence is in the massive piles of data in them, not their structure. Then there is of course a lot of room in optimization once the basics are done.
If interested, maybe start here: https://www.deeplearning.ai/courses/how-transformer-llms-wor...
The only ways to fight this is trying to either: 1. Block it by cutting off access, which is pretty tough because it basically means you cannot offer unmonitored access which is a no-no to a lot of customers, and even then the workload looks very similar to actual real workloads and if the company doing the distilling is a bit sneaky and using intermediaries etc it's almost impossible to stop, or:
2. Try to use IP law to block the practice, which is pretty gross given how they got the data in the first place, and so far no court has supported them on this. And even if they can make it illegal, it won't actually help because there are countries that see having top-tier AI as a national priority and will actually support their companies breaking laws to get there.
People misunderstand why Anthropic is being so stingy about granting access to their top models. It's not some kind of marketing ploy, they know that if they release them fully openly then there will be a Chinese open-weights model in 3 months that is just as good. Also the reason why they try to hide chain-of-thought and the probability distributions.
IMO the next big shift in AI hardware is when some of the upcoming logic-compatible memory types mature. Inference inherently likes many small local pools of memory, with their own interface each. This is impractical with currently available memory other than sram.
They care not one bit about virtualization security when the threat model is themselves attacking one of their tenants.
Do you think that the Japanese system where permitting is centralized away from local government antidemocratic?
It's not actually in their interest to look too closely. They know they are selling snake oil, and they do not care if it works. The only function of the technology, as far as they are concerned, is to be something they can market to customers who are scared at running on public cloud, and either they never intend to exploit it, in which case it doesn't matter if it doesn't work, or they do, in which case they don't want the vulnerabilities to be found and fixed. Either way, there is no upside to them for going spelunking.
The homeowners are making rational choices. That's the problem. As the most expensive asset a typical homeowner will ever own is their home, it makes rational sense for them to support any policy that supports it's value and oppose any policy that undermines it's value. Building more housing undermines it's value.
And this is why the local community absolutely should not have any more say about a new development than a hypothetical someone who would like to live there, but can't, because there is no available housing.
It is probably an useful layer because some of the attacks are not feasible for a remote attacker who has compromised the host but require actual physical access. But the marketing spiel of protecting your data from Amazon itself is just lies, physical access is more powerful than root access, no exceptions.
Companies that design CPUs today commonly simulate the designs on massive server farms to find bugs before they commit to building masks. Running purely on CPU, such simulations of leading edge chips struggle to reach 1kHz, which is a problem given how long it takes to just boot an operating system these days. (And this is at full scale-out -- dedicating sufficient compute to the problem that it no longer gets faster if you use more, due to communication latencies.)
Because of this, it is now common to use FPGAs to emulate better understood parts of the circuits, to get better speeds and do more validation work in software before committing to the masks. This can get them up to a MHz.
The actually sane default is to treat it like a junior trainee you would never trust with rights to anything critical. Use existing operating system facilities, namely user accounts and file permissions, to make everything it doesn't need protected from writes, and everything it shouldn't blithely broadcast to the world like private data and keys, also protected against reads.
Significant investment is being spent on producing hardware that is more suitable for running mid-sized (100B-ish) models. Starting with flash chips with wide enough interfaces to provide the weights (NAND flash can be ~5x more energy-efficient for reads than DRAM), and going into more exotic solutions like compute-in-memory.
That's not actually a problem, because dangerous GRBs are simply not that common. Earth gets hit by one every day, but, that includes GRBs from very distant galaxies that are so weak when they hit us that they would not be any danger even to a completely unshielded person in orbit. GRBs of sufficient power to be an actual threat to people in a tin can is one/millions of years, at which point it's a propulsion problem again.
Yes, there are lots of things that could kill the ship on route. No, none of those are actually a significant problem compared to the basic "how to get there before everything breaks down from internal issues".
The history of fusion research for the past 70 years is trying to figure out a cost-effective way to trigger enough fusion to make net energy without a nuke. So far, we've got bupkis. (The magnetic containment approaches using high-temperature superconductors seem promising, but we won't know they actually work until we've built them.)
When you sell shovels, even slight downturns are massively exaggerated because the shovels can be resold, and if some of their customers go under, it's not just that demand that goes away, it's all the demand that can be satisfied by their customers purchasing second hand servers from the bankruptcies instead.
No-one can really say how long this bubble will last. Might pop tomorrow, might be a decade. But if Oxide funds inventory on debt, and the bubble pops, they go with it. Whereas if they fund on equity, and it pops, they will come out the other side just fine. The cost of this is that the old stockholders have a slightly lower upside.
I would not resell a LG tv that has been used for anything but content consumption.
Papyrus was amazing material for the time, but it was also a curse on future archeologists. The Achaemenid Persians went from being illiterate, to writing on clay, to capturing Egypt and writing on Papyrus, in one human lifetime. We have more surviving Persian writing from the short time they wrote on clay than we have of the two hundred years of their history after that.
It's a bit magical when you figure out how to do it, it doesn't seem to make any sense yet it works.