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This has already been done via brute force for melodies: https://www.vice.com/en/article/musicians-algorithmically-ge...

Did they listen to their own creation?

If not, maybe it should not constitute a valid case in court.

Also, I'm wondering if they are not themselves liable considering they have every copyrighted work in there too.


Protestant work ethic? I know it's a terrible reason. Seems to be the reason, though.

DST and time zones have been invented much later than Protestantism, so I wouldn’t worry about the ethical part specifically

csgrs author here. Congratulations on this release! Please swing by the csgrs discord or let me know where to join you for future discussions related to SynapsCAD. I'd love to chat about future developments. Amazing work!

Well if they had nothing to hide... /s

> “We were very disappointed,” Franklin said. “That means perpetrators of crime, people who are maybe engaged in domestic abuse or stalkers, they can request footage and that could cause a lot of harm.”

No concern over the dozens (or hundreds?) of cases of police or government employees themselves doing exactly what they’re afraid of here. Strange.


> No concern over [...] government employees themselves

Three paragraphs later someone else is paraphrased as including immigration enforcement agents among the problematic users, and in the current political environment, federal law enforcement being made more effective might be the real problem for state and local government.


State and Local LE are also worrying. It’s common enough that they use these systems to stalk exes and such.

While I agree with the risks of DA/stalkers getting that data, this data is not known for being well protected against LoveInt. Quite the opposite it is usually sold on grey markets.

They know, but if they acknowledge it it would make some people mad. Anyone who works with or it’s associated with ALPR knows why you have to have audit logging and access controls if you give law enforcement access to it.

Or for what can already be purchased from a data broker on the open market.

Jia Tan says hi.

I'm able to run the Unsloth quants on an ancient dual socket Xeon 1U server I keep around for homelab stuff. It has 8 DDR3 channels, which gives me about as much memory bandwidth as two channels of DDR5 :-/ But 16 sockets and cheaper prices. So it has 256gb in it right now. I have to run the minimum size Unsloth quant for the largest open weight models. They definitely feel a bit dazed. This machine can support up to 1.5TB of DDR3, which would allow me to run many of the largest models unquantized, but at 1/4 of the already abysmal speeds I see of ~ 1 Token / s which is only really usable with multiple agents running a kanban style async development process. Nothing interactive. That said, I picked up the hardware at the local surplus for $25 and it's vintage ~2010. Pretty impressive what this enterprise gear can do.

Power consumption? Don't ask. A subscription is cheaper.


> Power consumption

That’a the thing, at the end of it all power consumption will matter more for the end-user who doesn’t have money to burn away, because I suspect that power-consumption will, in the majority of cases, exceed the price of the HW itself in a matter of just a few months of intense use, let’s say a year.


Assuming models of a fixed size continue to improve in capability, continued advancement in semiconductors and optimization will reduce power consumption and/or improve performance over time. And used equipment will always approach the scrap price eventually. For me today, on scrap equipment, I get about 4 tokens / watt-hour, which is nominally ~$0.17 US but could run $0.40 after all the taxes and fees and surcharges. $0.10 / token. Ouch.

If I were to try to purpose build a rig for it, I would get an engineering sample Epyc/motherboard/ram combo from Aliexpress with 12 channels of DDR5 and as few cores as allowed me to still use all the memory bandwidth, and I'd run it at the lowest possible power and voltage settings with aggressive ram timings. A system like that can draw 1/3 of what my scrap rig draws, at full load. And has similar memory bandwidth to a high end Mac or GPU allowing it to crank out 5 - 10 Tokens / s on the largest models, which works out to 1/3 of a penny to 2/3 of a penny per token. But either way, Epyc or Mac is going to set you back $10k or more. Hopefully in a few years when they are scrap though...


Different types of DRAM can literally be made from the same already-etched wafer. The DRAM bits themselves don't change at all. What's different between DDR4, DDR5, and HBM is the IO interface to the chip. Changing this does not require significant retooling or relearning.

> The DRAM bits themselves don't change at all. What's different between DDR4, DDR5, and HBM is the IO interface

That's not completely accurate - since the bw between these are different, the routing and therefore propagation delays for DDR4 won't allow it to magically be used as DDR5 or HBM.

If you design for the most strict timings, then sure.


> Different types of DRAM can literally be made from the same already-etched wafer.

The assumption here is that you would stop making DDR5 but continue to make DDR4 so that you could start making DDR5 again without too much trouble. But the older chips have even lower margins than the newer ones. Most of the fabs and equipment for making DDR4 were created when it was current and then they stay in operation as long as there is still enough demand for it.

If you don't make DDR5 and DDR6, what happens to your DDR4 fabs when DDR4 is where DDR2 is now? They close because nobody wants it anymore. And then you're not trying to get to DDR6 from DDR4, you're trying to get to DDR6 from an empty desert.


Does that mean CXMT is one inch away from also eating into the DDR5 market?

They're still at somewhat of a process disadvantage, but they have demonstrated an ability to produce DDR4 on older processes than it's typically been produced on. So it stands to reason that their process disadvantage will not stop them from producing DDR5 at scale. Their DDR5 will just use a little more silicon, and squeeze the jigglyness from a few more electrons, but in this market, who cares if RAM cost 15% more to make and was 15% less efficient to run, if it's available to purchase at all.

They will eventually eat everything while they laugh at us. Why would you build a rail network if it isn't profitable? Why build anything if it isn't profitable? Why would you even house people if the profit isn't guaranteed to be as big as other sectors?

Everyone wanted denarius then escudos then guilders then pounds then dollars and soon yuan. They make stuff over there, you can buy it with yuan.

I think India might come after that but Africa is sure to follow. Give it a few hundred years.


> it’s not like companies are making a bunch of product just to throw them in the trash

Sure they do. You even mention one in the venerable plastic bag. Is it the best bag? No, of course not. Is it a good bag? Absolutely not. Is it the cheapest bag to produce? You betcha.

Consumers are often presented the least expensive option with the worst outcomes. See: https://en.wikipedia.org/wiki/Boots_theory


> Is it the best bag? No, of course not. Is it a good bag? Absolutely not

Plastic is absolutely the best packaging material ever created, it's so good, it feels like magic. It's light, it's cheap, it's waterproof, it's durable and doesn't just decompose, it comes in a miriad shapes and forms and so on. There is a reason it's everywhere


> it's cheap, it's waterproof, it's durable

One of those adjectives describes the plastic bag I'm familiar with. Sometimes it lasts long enough to get the food in the house without spilling through a hole which spontaneously appeared in the bag.


I remember when that switch at grocers from paper to plastic was taking hold, and you could choose. "Paper or plastic?" was the question asked. Some comedian (probably) had a good one liner: "That'll be 42.39. Kill a tree or choke a fish?"


It's mostly a good example of why comedians aren't a source of information.

Plantation lumber is a very sustainable industry, and plastic's environmental impact is highly context dependent.


The plastic bag is sold to businesses! If every supermarket in the world decided to never buy another plastic bag then they would no longer be produced!

There can be a futility to it all in that the “ideal option” simply isn’t produced of course.

I find boots theory is often a bit too convenient in this topic though. There is unlikely to be magic structural solutions that allow every part of your life to remain as convenient. At one point our lives will have to change in structure.

EDIT: to be extra clear, I think systemic coordinated changes is needed. I just think the “it’s the corporations doing this!” narrative to obscure the needs for reorganization of daily life on top of systemic change


Why don't you pay for a more expensive bag and bring it to the store?


Many cities have banned plastic bags, and the results have been miraculous for waterways and wetlands. It turns out that shore animals don't benefit as much from "hope a few customers choose the better thing, but otherwise let them take home single-use crap that immediately blows off into natural settings."

https://www.nytimes.com/2025/06/19/climate/plastic-bag-bans-...


Why do you assume I don't? Opinionated defaults matter, as that's what most users will end up using.


Would you be ok if stores offered the option between a cheap plastic bag and a more expensive non-plastic one? (All the stores here already do it, btw).


I think the externalities of plastic recycling must be internalized economically by requiring all manufacturers of items to pre-pay for the recycling of said items up front, as part of the manufacturing cost. Similar to how bottle returns are managed, which has been very successful. Items which are provably biodegradable or designed to facilitate repair may be exempt.


Plastic bags are already taxed where I live. Consumers pay that tax, obviously. Other costs imposed on producers of plastic items will just be passed down to consumers.


That's lovely, but it's not what I described. Bottles aren't just taxed. They have a refundable deposit. This ensures they don't end up in a landfill.


Exactly. The point of this sort of tax should not be to collect revenue, it should be to ensure that non-biodegradable bags are being disposed of correctly. To the extent that this is not happening, any bag tax is malfunctioning. Such a tax is either insufficient or poorly-designed. (Our city just banned chain stores from giving out plastic bags under 4 mils thick, and stores now give out paper and sell re-usable bags.)


Hard disagree on this.

Even if that state is just straight up burning all the tax income from single-use plastic bags, by taxing them you incentivize consumers and distributors towards untaxed, ideally more sustainable alternatives, like single use paper bags or robust multi-use bags.

> Our city just banned chain stores from giving out plastic bags under 4 mils thick, and stores now give out paper and sell re-usable bags

I don't see how this is not a massive win? Paper bags are significantly more sustainable, and multi-use bags are more durable and thrown aways less simply from being more expensive alone.

People are much more wasteful with things they didn't pay for, regardless of "inherent" value.


We’re not disagreeing. I’m saying that the tax should be set high enough that it creates the desired behavior, which is to disincentivize the widespread use of polluting plastic bags AND/OR ensure that they’re recycled and don’t wind up in the environment. If you’re charging $.05 per bag and people are just eating the tax and the bags are winding up in wetlands in similar amounts, that means your tax regime isn’t effective. You should either increase the tax or improve the system. My city’s absolute ban is equivalent to setting the tax to infinity, which is one solution that seems to work well.


That ain't working. A plastic bag discarded in a ditch by the side of the road, or blown by the wind from the landfill, is still going to end up into the ocean. No amount of prepay recycling is going to take back that plastic from the ocean.



Term limits incentivize a deep state exactly one layer removed from those to which the limits apply, as a repository of institutional knowledge about how things actually get done.


This seems rational. We on't have term limits int he US Congress and it doesn't seem any the better for it.

Japan, a heavily bureaucratized country, systematically moves junior and mid-tier staff around in some departments to minimize the possibility of nest-feathering and empire-building, although I would not say it's perfect by a long way.


We do have term limits for positions like the presidency, and what we see is a perpetual power structure one layer removed, in the party system, which effectively chooses who we're permitted to vote for.

Introducing term limits only forces the wealth and power to change it's face periodically. It is addressing a symptom, not the cause.

At least one constitutional scholar has argued that campaign finance reform strikes closer to the root of the problem ( https://en.wikipedia.org/wiki/Rootstrikers ) by enabling interested regular folk to afford to run for office. I would add some form of ranked choice voting to that, which permits folks to vote for a third party candidate without "wasting" their vote or throwing the race to an opponent. As well as the https://en.wikipedia.org/wiki/Equal-time_rule and https://en.wikipedia.org/wiki/Fairness_doctrine


That's why I'm arguing for sortition, of which term limits are only one facet.


> Yes, and the made up words of kilo and kibi were given specific definitions by the people who made them up

Good for them. People make up their own definitions for words all the time. Some of those people even try to get others to adopt their definition. Very few are ever successful. Because language is about communicating shared meaning. And there is a great deal of cultural inertia behind the kilo = 2^10 definition in computer science and adjacent fields.


That also makes your comment unreadable, no idea what the definition of any word in your comment means anymore.

Can’t use a dictionary, those bastards try to get us to adopt their definitions.


This is https://en.wikipedia.org/wiki/Reductio_ad_absurdum

Inability to communicate isn't what we observe because as I already stated, meaning is shared. Dictionaries are one way shared meaning can be developed, as are textbooks, software source codes, circuits, documentation, and any other artifact which links the observable with language. All of that being collectively labeled culture. The mass of which I analogized with inertia so as to avoid oversimplifications like yours.

My point is that one person's definition does not a culture, make. And that adoption of new word definitions is inherently a group cultural activity which requires time, effort, and the willingness of the group to participate. People must be convinced the change is an improvement on some axis. Dictation of a definition from on high is as likely to result in the word meaning the exact opposite in popular usage as not. Your comment seems to miss any understanding or acknowledgement that a language is a living thing, owned by the people who speak it, and useful for speaking about the things which matter most to them. That credible dictionaries generally don't accept words or definitions until widespread use can be demonstrated.

It seems like some of us really want human language to work like rule-based computer languages. Or think they already do. But all human languages come free with a human in the loop, not a rules engine.


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