Nvidia releases some of the most open open weights models, Nemotron 3, which have the full training code open, and most but not all of the training datasets.
Nvidia is a big company. They are good about some things and bad about others.
I think they really do like open weights because they make some of the best hardware for training, and the more open weights models there are, the more people are training and fine-tuning them, mostly on Nvidia hardware.
I feel like Nvidia is one of the better choices for buying Huggingface. Not perfect, but definitely far from the worst.
The worry is not that Nvidia isn’t open about their models.
The worry is that Nvidia is trying to control the way you run those models. Trying to bake CUDA assumptions into model design, and pushing the software ecosystem to be as Nvidia first as they can.
Just to explain because not everyone is necessarily a native English speaker or gets the reference.
This is a reference to a dog whistle. Above 25kHz are sounds that dogs can hear but humans generally can't.
The term dog whistle is used to refer to phrases that racists use to indicate their racism, while sounding plausibly deniable. The idea is that it's a phrase that will make other racists realize that you are one of them, while not sounding openly racist to others.
DHH himself has gone beyond dog whistles. He's directly compared what he considers undesirable ehtnic populations to wolves who need to be shot. He's just openly calling for ethnic cleansing by now.
But support for Omarchy itself can be seen as a dog whistle. It's widely known that DHH is a fascist, but you have some plausible deniability by donating to Omarchy because you're just politically neutral and think it's cool tech, or something like that.
> DHH himself has gone beyond dog whistles. He's directly compared what he considers undesirable ehtnic populations to wolves who need to be shot. He's just openly calling for ethnic cleansing by now.
Let me prefix this with that DHH's opinions suck, not sure what he's going through but clearly something, and that blog post you're referencing is terrible in lots of ways. But he's not openly calling for ethnic cleansing, you're doing speaking against him a disservice by not providing an accurate view of what shit thing he said. It's still terrible, the verbatim quotes (https://news.ycombinator.com/item?id=49448148), but deporting isn't the same as "ethnic cleansing". Even people we disagree with vehemently should be disagreed with honestly.
Then that blog post is just one of many where he've essentially gone of the rails in terms of hardline authoritarianism and fascist ideas, which makes it kind of weird he's getting the financial support he's getting. But then some just don't care about what viewpoints others have, I suppose that's a valid stance too even if I disagree with it.
> but deporting isn't the same as "ethnic cleansing".
I’m sorry, but forcibly deporting people because of their ethnic background is the very definition of ethnic cleansing.
In general, if people use violence on the population as a way to either kill or forcibly expel them, there would be a strong case to call it a genocide.
> forcibly deporting people because of their ethnic background is the very definition of ethnic cleansing
I agree, but I think if this is what you think he's arguing for, you either need to re-read the blog post, or you're not discussing that post honestly, which again does us all a disservice, regardless of how much we disagree with him or not.
He uses a word that is a slur for the Romani, an ethnic minority in many European countries. He never discusses nationality.
He also compares deporting them (to where, you might ask) to shooting wolves.
It's also not his only post on the topic. He has previous ones where he complains of how horrible London is because white British people no longer constitute a majority. He calls for not just ends to immigration and closing borders, but "remigration".
It is very clear from these posts that he strongly believes that non white ethnic groups should be removed from European countries.
If that's not ethnic cleansing, I don't know what is.
I'm not just trying to score points about whether he sucks, but specifically point out the types of policies that he advocates for, and there are a number of people in this thread trying to claim somehow that he doesn't advocate for policies that he clearly has been.
So I'm curious, what makes you think that what he calls for isn't ethnic cleansing?
From Wikipedia (and please, fill me in if you have a better definition):
"Ethnic cleansing is the systematic forced removal of ethnic, racial, or religious groups from a given area, with the intent of making the society ethnically homogeneous."
From DHH:
Calling for the deportation (forced removal) of a specific ethnic group (also note the violent analogy to wolves): "When wolves get out of control, you shoot them. When gypsies take over public spaces, you deport them."
Calling for the forced removal of millions of people of various ethnic groups he considers undesirable from Europe: "Because the sacred cow here is not just that mass migration must stop going forward. It's also that millions who are already in Europe must go. Remigration has gone from a fringe concept to the mainstream discourse in record time on account of that realization. The Overton window is swinging wide open, but the cow is still there."
Talking about how much he wanted to move to London but that he no longer has that desire due to its ethnic diversity: "As soon as I was old enough to travel on my own, London was where I wanted to go.... That was then. Now, I wouldn't dream of it. London is no longer the city I was infatuated with in the late '90s and early 2000s. Chiefly because it's no longer full of native Brits. In 2000, more than sixty percent of the city were native Brits. By 2024, that had dropped to about a third. A statistic as evident as day when you walk the streets of London now.... Recently, a projection that Danes would be a minority in their own country by 2096 caused an enormous stir in Denmark. Politicians across the spectrum decried what a catastrophe that would be for this world's oldest continuous monarchy. But a demographic nightmare worse than that has already enveloped London!"
As you can see, DHH is explicitly calling for the force removal (deportation and "remigration") of ethnic groups, because he is afraid of the results of the population becoming less ethnically homogeneous. I don't know how you could argue that what he's calling for is anything other than ethnic cleansing.
Also, note that none of this is due to any actualy on the ground experience; he lives in LA, he's lived in the US for over 20 years. This is purely an exercise in ideology. In fact, LA has a smaller percentage of the population that is white Anglo-American than London does of white British people.
Anyhow: I have laid out in detail the arugment for calling what he calls for "ethnic cleansing". Do you have any argument that it isn't ethnic cleansing that he's calling for? It seems pretty clear to me, so I'm confused why you have kept on insisting "if this is what you think he's arguing for, you either need to re-read the blog post", because I've read all three of these posts of his and more, and it all points towards him advocating for ethnic cleansing.
Something like "mass expulsion and killing of one ethnic or religious group in an area by another ethnic or religious group in that area" I suppose, but also, I really don't have any energy left to discuss something I don't care about. I don't like that guy, I don't like his views, and I don't want to argue against others who also don't like him.
Hope your text helped someone, enjoy the rest of your day!
“when committed as part of a widespread or systematic attack directed against any civilian population” which I don’t think this really clears, as objectionable as his comments may be
DHH hasn’t committed a crime against humanity. He just said he would not consider one entirely bad if it made him feel safer when walking around his house.
I don’t recall him being specific about which Roma are wolves and which aren’t. Were he talking only about “criminal” migrants, he’d make a point about that distinction.
I don't think he's been literal about ethnic cleansing, even though I strongly disagree with his political views on the matter.
Anyway, he also supports open weights models, which IMO is a good thing.
So maybe separate the artist from the art? He's not running for elections, that's for sure, so as a citizen he can have the political views he likes, doesn't mean the software is bad because of them.
As I've said before, I strongly disagree, but what I read is that he calls for the removal of those behaving in a way that (in his opinion) make the city of Copenhagen less safe, or at least that change the perceived security of the people living there.
Gypsies create issues almost everywhere in Europe, but it's not based on ethnicity, most of the ethnic Roma are fully integrated, some of them are not, in Italy many Sinte families are linked to mob and criminality in general.
Do they deserve special treatment because of their ethnicity?
And what if they are not regular citizens?
It's an open problem, DHH's solutions it's absolutely not my solution, but there's a still a difference between what he said and calling for ethnic cleansing.
No one will reply to you because it requires thinking through this problem with the same nuance they accuse DHH of not appreciating. I'm right there with you.
Remigration is a far-right concept referring to the ethnic cleansing via
mass deportation of non-white minority populations, especially immigrants
and sometimes including native-born citizens, to their place of racial ancestry.
I'm not interested in having "nuanced discussions" about whether the Roma people have some kind of Nuisance Gene that makes discussion of extermination valid
If you'd like to make an argument that isn't just "ethnic cleansing is okay sometimes if the ethnicity is REALLY annoying" go ahead
I specifically use Android because of this, among other requirements, that Apple imposes on software development on their platform.
I do not own general purpose computers that I am not allowed to develop software for without permission. I have always avoided consoles for that reason as well (Steam Machine and other similar platforms would be fine, but I've been avoiding consoles for long enough that it's not something I really look for any more).
I was a major Apple fanboy up until the iPhone. Left the ecosystem after the iPhone and macOS started moving in that direction as well.
I'm going to miss having a smartphone that I can use with my banking and EV apps, but probably for the best to get out of Google's ecosystem. Hoping that GrapheneOS will still allow me to use some of the apps that I like.
I switched to an iPhone last year, mostly because I was getting sick of Samsung’s shit, and google doesn’t sell their pixel phones locally (and I don’t like Oppo).
But the other reason is that most of Android’s openness is quickly disappearing, so my main argument against iPhone is gone. And on the topic of privacy, I actually trust Apple way more than I trust the company that makes most of their revenue via advertising.
Exactly this. Once the writing was on the wall that deGoogled / FOSS Android was on borrowed time (at best), a ton of the argument against iOS dissolved overnight. We can argue that Apple's anti-repair policies and anti-user-customization policies are their own evils, sure, but at least my phone works for its core tasks, and works phenomenally well at that. My deGoogled Android phones were mostly hobbled together piles of "it sometimes works, as long as I don't look at it too funny". This tradeoff was fine for fully owning my data and being able to install absolutely anything I wanted on my phone. With arbitrary APK installation disappearing, and unlocked bootloaders to install a less hostile fork of Android becoming such a rarity these days, I may as well at least not fear looking at my phone the wrong way when the moon is in alignment with the wrong star.
Source: about 12 years of Android usage (11 of those on unlocked bootloaders and custom ROMs, ~6? of those deGoogled) -> iPhone 16e.
For the first half, custom ROMs were a massive boost to the experience, but I never really bothered after 2018; You had to install so much of google's stuff to get anywhere near proper experience that it just wasn't worth it, and even then many apps were starting to throw a fit when they detected a rooted device.
And at the same time, the stock android experience from most vendors was now good enough. I didn't even check custom ROM compatibly for my last Android two purchases (both Samsung). But it was nice to have the option of rooting and maybe finding/making a custom ROM Samsung removed that in their last update to One UI :(
For me it's the data-hoovering. I don't want Samsung (or Google, or Xiaomi, or whoever) background services phoning home my location every few seconds, or being able to uniquely track my device across apps, etc.
Once my ability to run a "background spyware-less" Android device went away, so did my willingness to put up with the negative sides of the usability tradeoff.
Apple probably sends some telemetry home, but at least their business model doesn't depend on knowing the exact Pantone color of the food I ate for dinner to market a matching wall paint to me.
Edit to add: oh, yeah, you mentioning 3P apps complaining if they detected root or MicroG reminds me of many a horrible night of debugging. Ugh. What a mess.
> You had to install so much of google's stuff to get anywhere near proper experience that it just wasn't worth it
What was it? Personally, the only thing I miss from stock Android is the Google Wallet/Pay/Wallet. (I do use microG to get push notifications and embedded maps working.)
Apple already have a huge chunk of the ad pie and are growing all the time. Dont think Apple are keeping you safe from ads and all the profiling of your behaviour that involves.
Apple are still far less reliant on advertising than google; They take far stricter stances against apps tracking users than google; And they actually let me an Adblock extension (or any other extension) in Safari.
Apple is not some magic solution to the question of on-device privacy. But compared to Android, the improvement is night and day.
Android has been a brutal disappointment on this front since the day it launched. Sure, you could hack various devices and spend too much time on xda-developers and get custom ROMs, but if you compare that to the openness of even a stock Windows PC it's an absolute joke. Android was supposed to be the open Linux phone, when I bought my HTC G1 full of hope; turned into an inferior iPhone wannabe with worse performance and a low quality walled garden that keeps most people in without keeping the trash out.
Ironically, LLMs are pretty good at finding stuff like that from vague descriptions. With that, I think the parent commenter meant Art Graesser's AutoTutor work based on the terminology used (hint/pump).
TLDR: Actual human tutoring sessions were recorded and analyzed and Socratic questioning was barely used at all. Instead the following pattern was observed:
Pump — "Uh huh?" "What else?" Costs nothing, so try it first.
Hint — points at the region of the answer. "What about the pumpkin's motion sideways?"
Prompt — fishes for one specific word, with the sentence frame supplied. "The pumpkin keeps moving forward at the same ___?"
Assertion — just says it. "It keeps the runner's horizontal velocity."
Yes, you're on the money. And this is a perfect example of how people should use llms. Use them to deepen your own research and understanding rather than use them to glaze and implement the first naive idea that comes into your head (or the first idea they suggest as a response to a vague prompt, which typically is substantially worse than if you get them into the right vector space using jargon)
They do maintain the Transformers library which is pretty much the core library for how you interact with LLM models in the open source world. So while they weren't using a model they've trained, they were a part of making just about all of the open models (maybe excluding OpenAI and Google's, I wouldn't be surprised if they have their own frameworks that predate the Transformers library).
3.6 Flash scores exactly the same as 3.5 Flash on the Artificial Analysis index. Better on some tasks, worse on others. Mostly within what I'd consider the noise window. Looks pretty much indistinguishable from 3.5 Flash, at least on these benchmarks: https://artificialanalysis.ai/models/gemini-3-6-flash
> I think that in 10-15 years, we are going to have consumer PCs (and phones!) running models doing pretty much anything that frontier models can do right now
10-15 years? The current rate is closer to 10-15 months.
15 months ago, the top model on the Artificial Analysis index was GPT-o3. It scores 30 on the Artificial Analysis index.
Today, you can easily run Qwen 3.6 27B on a variety of consumer hardware. It scores 37 on that index.
I've run all of these models on my laptop (Strix Halo, 128 GiB of unified RAM); the bigger ones, like MiniMax M2.7 and DeepSeek V4 Flash, need to be done at fairly aggressive quants that will certainly lose some performance and not quite hit the performance of the unquantized models. But still, it's definitely the case that you can run models that are competitive with the frontier models of 10-15 months ago on consumer laptops.
Heck, just announced though the weights haven't yet been released for independent confirmation is MiniCPM5-2B, a 2 billion parameter (small enough to run on your phone) model, that according to their benchmarks has performance competitive with GPT-4o, a frontier class model from 2024.
So that's around 1 year for frontier to consumer device class, 2 years from frontier to phone.
Now, this kind of rate won't necessarily keep up; it's possible that local models will hit a performance ceiling before frontier models do. There's only so much information you can cram into a certain number of bytes, and the AI boom is causing hardware prices to skyrocket so keeping consumer hardware from advancing quite as fast as it had been.
No. We need objectively around 192 to 512gb of very fast memory to be able to run really useful models. I don't see local hardware with these specs coming in 1 to 2 years. There are a big number of initiatives currently taking place to increase ram output. But it will take another 3 years minimum to close the current supply issues. China is fast pacing forward to have its own chip baking factories with small enough nano scales to have fast chips. Will also take a few years.
> 15 months ago, the top model on the Artificial Analysis index was GPT-o3. It scores 30 on the Artificial Analysis index.
There must be something really of with those benchmarks. Yes, hallucinations gotten better, but I don't see that the big frontier models got so much better in the last 12-18 Months. They just put out bigger wall of texts and feel smarter. But they still make way too many stupid errors
12 months ago "way too many stupid errors" was constant news. Today, you rarely hear about those anymore.
Sure, the novelty of the errors has worn off a bit and thus the reporting. Nevertheless the quality has improved immensely in this regard.
Also, AI video generation is now so good and accessible that it is very, very regularly used for memes, disinformation and proper (short) movie projects. AI image generation even more so (Mitch McConnell anyone?).
Pretending progress hasn't been mindboggling is insane.
Yes, if they are made with new technology and the quality is good enough they certainly are.
AI generated video memes were NOT a thing a year ago. Yes, the AI video generation in itself was a meme (Will Smith eating spaghetti), but now there are tons of convincingly good AI video memes about things like sports events generated by average Joes. It is proof of the capability and accessibility of the technology even if the use of it is mundane.
Everybody and their dog playing snake on their Nokia 3310 was similarly mundane, but also a sign of the end of the era of Gameboys and the beginning of (normie) mobile gaming.
> 10-15 years? The current rate is closer to 10-15 months.
The leaps between models have gotten smaller and smaller. 2023-2024 models were rocketing up in quality. 2024-2025 I’d say was pretty impressive too. But 2025-2026? Very easy to feel the slowing pace of improvement. I agree 10-15 years is overly conservative but 10-15mo is far too bullish.
The speed of model releases, in my view, is actually getting faster and faster. There were nearly nine months between GPT-3.5 and GPT-4. And now in just over one month, major models already included Claude Fable 5, Claude Sonnet 5, the GPT-5.6 series, Kimi K3, GLM 5.2, Qwen 3.8 Max, Grok 4.5... and the official DeepSeek V4 release is coming soon.
Both Codex and Claude Code have it, but they work slightly differently.
Claude Code uses Haiku to read through the transcript and decide if the goal has been completed. If not, Haiku injects a prompt back to the main model to indicate what still needs to be done.
In Codex, instead it's a tool available to the main model, plus some part of the surrounding harness that will re-prompt it if the tool calls haven't yet indicated that the goal is complete.
The issue that they are trying to solve is that sometimes models will stop before they have actually fully completed whatever task they were given; attention isn't perfect, and someitmes they'll complete part of it but not the whole task. Rather than making the user come back and re-prompt to keep going, they add a way to automatically do a bit more nudging to try to get the model to finish the task.
> Claude Code uses Haiku to read through the transcript and decide if the goal has been completed.
feels kinda odd to use a less capable model to determine if the goal is fully complete. Especially if the user is expecting /goal to thoroughly complete the task. A less capable model would be more likely to misclassify `isComplete?`
Nvidia is a big company. They are good about some things and bad about others.
I think they really do like open weights because they make some of the best hardware for training, and the more open weights models there are, the more people are training and fine-tuning them, mostly on Nvidia hardware.
I feel like Nvidia is one of the better choices for buying Huggingface. Not perfect, but definitely far from the worst.