Cosmic works great for a laptop. But it's a PITA for a desktop. It doesn't deal with multi monitor setups well. There's a recent new bug where the system hardlocks on monitor power state changes, which is unacceptable.
So: great for single screen laptop, not good for desktop or server
Youre aware that the rest of the planet have stricter gun laws and the American problems are fairly unique?
This is even after controlling for things that exacerbate crime like high economic inequality.
For instance, Brazil [1] (a much poorer and more unequal country than the USA) has lower murder rate than a lot of cities now than the USA. The murder rate of Rio seems to be about on the level of Houston (17/100k), or about a third of Detroit (47).
But Rio clearly has __a lot more crime__ than Houston. It's palpable when you're in either city. Even with the Favelas and heavily armed gangs, the murder rate is comparatively low because *normal people dont have guns at nearly the same rate*.
And it shouldn't take a leap of faith to figure out that higher gun ownership leads to more deaths. Guns are the one tool we have intentionally made to cause death.
1. I'm aware that Brazil has a higher murder rate, but comparing cities is a better pick. The northeast of Brazil is in another league than anywhere in the USA in economic conditions; it's not comparable. The only city I can think of with USA levels of economic development would be Florianopolis (murder rate 7/100k) or maybe Balneario Camboriu, or some parts of Sao Paulo like Vila Olimpia.
Murder is a byproduct of crime. Crime is, largely, downstream of economic conditions with some obvious caveats.
New Hampshire has the 2nd lowest crime rate of the USA states. You could make the same argument for, say, Switzerland (high gun ownership but no crime/murder). But no one would be surprised if you had high gun ownership in Monaco.
Similarly for the ethnic argument you're trying to make: Majority black neighbourhoods in the USA tend to be poor. They also tend to be near more affluent places. Unlike poor white neighbourhoods, which are on average more rural in the USA.
Being poor, and being next to rich people, and being excluded from legal increases of becoming rich, will increase crime.
This should be obvious. Brazil has famously Favelas right next to wealthy areas and has a persistent crime problem for example.
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In short, it's really incredible how far some Americans will go to deny the obvious truth: *gun prevalence increases deadly crime*.
Sure, some cultural factors will increase crime/violence on the margin. But the reason y'all have a bunch of shootings is that you have a bunch of guns to do shootings with. That simple.
I don't think it's good to hold a misunderstand of the statistics against someone when (as in this case) they're so easy to read in a certain way.
> the reason y'all have a bunch of shootings is that you have a bunch of guns to do shootings with
Yet by your own admission poverty and inequality appear to account for the bulk of the effect.
Actually I think you'll find that plenty of Americans will acknowledge the link you point out. Just not in a politically charged exchange where the other party appears to have an ideological axe to grind. Where they'll likely disagree is the extent or significance of it. In many cases they will object that rights should never be curtailed for the purpose of lowering petty crime (I tend to agree).
I think it's also worth mentioning the statistic that legal gun owners (which is a wildly low bar in the US) have a lower rate of violent offense than the police.
Sure poverty explains crime, and murder is the ultimate crime.
That said, my point was that a place like Rio, where you feel alertness at a physiological level by the constant lack of security, still has a murder rate around Houston, a vastly richer and safer city.
And Brazil really is a good comparison in my opinion: the economic inequality is actually worse than in the USA, and they both have the slave holding history leading to concentrated poverty areas with high ethnic segregation
I don't personally think that the upsides of the US gun laws are worth anything near the downsides being paid.
Regarding the police, American police is notoriously prone to violence compared to other developed countries.
Ah it seems you finally understand the point. Blaming the skin pigment is as silly as blaming the gun.
Murder rates in US have very little to do with gun law, and they have very little to do with skin color, even though they're heavily correlated to the latter and weakly correlated to the former.
Of course within the USA the state levels laws will do little. There's free movement between states!
Compare the USA to Canada, where you can't bring a gun easily. You'll see Canadian murder rates being very low. Even controlling for similar factors at the city or neighborhood level.
Of course I'm blaming the gun: it's pretty hard to kill someone with other weapons. Stabbings are often survived, even.
If you just want to pick an American neighbor and make a crude comparison based on that, I could just as easily point out Mexico, which has stricter gun laws than the USA and Canada and fewer guns per capita than both USA and Canada. And yet a higher murder rate than both. And I cannot 'easily' (disputable, but lets accept on face these semantics for the purpose of controlled national border) take a gun to or from Mexico.
I assert again it is not the gun laws even if you want to do a national level view. Even a national analysis of gun laws in the three major countries of North America do not yield the conclusion you assert.
You are cherry picking to try and find causality while damning a comment where I merely pointed out a correlation between black people and murder rates. This is hypocrisy.
When you started to look at underlying causes at crime, you were so very close to getting there, but for some reason disengaged from that and went back to our flawed basis that would suggest it's the black pigment or it's the guns causing it.
Which shows how ridiculous it is to assign that as the cause, doesn't it? It's almost as if pointing to a lot of guns or black people in one spot doesn't show that's why murders are happening, only allows you to tie statistical correlation.
Strix Halo uses a 256bit memory interface, the normal desktop processors only have a 128bit interface, that's the biggest difference in bandwidth. For more bandwidth you need to go to a Threadripper.
Strix Halo seems to use LPDDR with 8000 MT/s, which is a bit faster than the usual 5600 MT/s-6400 MT/s "normal" DDR5-DIMMs (Albeit (expensive) faster ones seem to exist), so there's a slight edge towards soldered memory (not sure about LPCAMM2 and similar tech).
GDDR7 is a different league, a 5070 Ti also has a 256bit memory interface, but has 896GB/s bandwidth, compared to strix halo with 256GB/s
It's really hard to push DDR5 past 6000MT/s on 4+ DIMMs it seems.
I had to get everything top spec to fit 4 channels of 6000MT/s on my 9950x (asus proArt motherboard and the top tier trident neo RAM sticks) -- otherwise it's reportedly unstable.
9950X is dual channel, running 4 DIMMs runs them interleaved, with two DIMMs sharing one physical connection, impacting signal integrity severely. AFAIK this has gotten worse with DDR5 to the point that it's generally recommended to avoid 4 DIMMs unless you really can't get enough RAM otherwise. For maximum bandwidth you need to avoid interleaving.
Strix Halo simply has more memory controllers.
Threadrippers are also quad channel, and should be able to run 4 DIMMs at rated speeds, but the cheapest Zen 5 Threadripper seems to be almost double the price of a 9950X3D.
All GDDR memory is intended only for being soldered around a GPU chip, on the same PCB. This is how they achieve a memory throughput that is 4 to 8 times higher than the DDR memories used in DIMMs or SODIMMs.
In general encoder+decoder models are much more efficient at infererence than decoder-only models because they run over the entire input all at once (which leverages parallel compute more effectively).
The issue is that they're generally harder to train (need input/output pairs as a training dataset) and don't naturally generalize as well
≥In general encoder+decoder models are much more efficient at infererence than decoder-only models because they run over the entire input all at once (which leverages parallel compute more effectively).
Decoder-only models also do this, the only difference is that they use a masked attention.
I have actually worked on encoder-decoder models. The issue is, finetuning itself is becoming historic. At least for text processing. If you spend a ton of effort today to finetune on a particular task, chances are you would have reached the same performance using a frontier LLM with the right context in the prompt. And if a big model can do it today, in 12 months there will be a super cheap and efficient model that can do it as well. For vision you can still beat them, but only with huge effort the gap is shortening constantly. And T5 is not even multimodal. I don't think these will change the landscape in any meaningful way.
Also a hint: you can create a finetuning dataset from a frontier LLM pretty easily to finetune those t5 and effectively distill them pretty fast these days
> A store of value is an asset with as close to 0% volatility in price as possible.
You just proved his point. In this example, bitcoin's volatility is closer to zero than gold's. Thus, by the quoted definition of "store of value", then in this particular time frame (it would be very different going back 5, 10, 15 years), bitcoin is the better store of value.
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