Not talking about VRAM or unified memory. Regular DRAM.

There's been a lot of advancement recently on how to best manage MoE expert swapping (FreeToken is just one example).

IMO buying and selling are a matter of gambling on which way you think other people gamble.

Need? There are lots of things you don't "need". But this seems like something that could legitimately improve my oral hygiene because -- like most people, I suspect -- I don't floss nearly as often as I should. Having it integrated into the brushing process would mean I do it 2-3 times per day, rather than once every few days. Is that worth $500? I guess it depends on how important $500 is to you. I'm not very price-sensitive and I am very lazy.

I'll wait until these have been available for a while and see what the reviews look like... but if the reviews are positive I'd say there's about a 95% chance I'll buy one.

I have one, and I don't use it enough. It takes time and effort to fill, use and clean up. Did I mention I'm lazy?

The notion that democracy and capitalism are innately incompatible is rather interesting, given that every long-running democracy has a predominantly capitalist economy. There has never been a durable multiparty democracy with a state-owned or centrally-planned economy. Not one! There are several examples of non-democratic nations with capitalist economies, but the complete lack of any successful non-capitalist democracy argues pretty strongly that capitalism is a necessary (though not sufficient) prerequisite for a healthy democracy, which is the opposite of incompatibility.

I did note that you attached the qualifier "unfettered", but has there ever been an example of unfettered capitalism? I'm not aware of one, and it seems fundamentally impossible. Capitalism requires a state to enforce property rights and contract law, and it's hard to think how any state could exist that does those things but doesn't also impose some regulation. If by "unfettered" you mean "lightly regulated" rather than the literal meaning of the word, then it becomes a question of degree but democracies have gone through many cycles of liberalizing and regulating without ceasing to be democracies.

No, in fact most attempts at democratic socialism have been entered peacefully. They tend to begin by election of a socialist leader with enough support to begin nationalizing all or most industry. Examples include the Allende regime in Chile, India's government for much of the latter half of the 20th century, Sweden's Meidner Plan, Venezuela (Chavez' second attempt; his first try was a coup but then he was elected), etc.

Socialist revolutions almost always install non-democratic regimes, though many claimed to be democratic (e.g. the USSR had decades of elections in which every race had only a single candidate, chosen by the nomenklatura).

They did make as good an attempt as anyone... but still had to restrict emigration to prevent their population fleeing the workers' paradise.

Fair, many people do use the term imprecisely.

I doubt it. Which is why the cheaper devices being discussed won't provide backup power during an outage.

The discussion is about equipment that is designed to plug into the house wiring via an outlet, not a standalone battery that provides its own outlets. If you want to discuss an entirely different sort of equipment, then obviously the conclusions change.

How are you connecting to Slashdot from the year 2024?

If you have ~128 GB of RAM, consider Qwen 3.8 Flash + Freetoken. You'll only get half the tok/s as 27B but the quality is significantly higher than 27B - it beats it solidly in all compared benchmarks (for example, DeepSWE 1.1: 42,2% vs 58.7%).

Grok is a "discount model". It's cheaper than Claude Sonnet yet better than it. Doesn't compare to Fable or Opus, but then again, they're way more expensive models.

Note: I avoid using Grok - not just for the Musk factor, but because there are better options, e.g. GLM-5.3 and Qwen-3.8. Also, if you really want to save money, GLM-5.3 Flash and Qwen-3.8 Flash are amazingly good for their price range.

I know what .rar and .gz are. If .lz is something similar, maybe dark matter is a compression artifact.

I'm sure that hopping on the AI bandwagon will fix everything.

The fact that it makes a big cloud around a galaxy or cluster rather than collapsing puts a lot of constraints on what it can do.

For more info, you'll have to go to someone who knows more about it than what I've read on science-news websites.

Dark energy is a real puzzle. As I understand it, it's too weak by a factor of 10^30 or 10^60 in comparison from what we should expect the known vacuum energy would cause. You see this mentioned very occasionally, but most treatments of DE that a layman runs across just ignore it in favor of wringing their hands over some issue that is trivial in comparison.

Some boffin cam up with that idea, but they rule it out because DM apparently doesn't interact with itself (very much) other than by gravity, so it can't clump up tight like a star or a planet or a living thing. (Something to do with shedding energy, IIRC.)

But it's a cool idea. If I were a novelist I'd run with it.

They're totally big enough to warrant a battery. Not everyone is running appliances all day and certain heavy duty appliances (AC, washing machine / dryer, cooktops) are not even on the 110v circuit.