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Re:DeepSeek-V4-Flash Update by NitpickLawyer on Friday July 31, 2026 @02:25AM (#49119673)
This is more exciting than k3, IMO. Dsv4 models are extremely cheap to serve. Improving their capabilities has lots of downstream effects, as it becomes "good enough" for more and more tasks.

DS was serving the pro version at extremely low prices for a long time, and they've had integrations with opencode & other providers, so they likely gathered a lot of data from real developers doing real tasks (on openrouter they were labeled as such). Now they can use those live scenarios to further post-train their models and improve them further.

Can't wait to see if distilling k3 into dsv4 brings additional improvements. Anyway, having fast cheap models getting better is great for the community. Especially since these don't "go away" on a provider's whim. Whatever capabilities they get, can be used "forever" going forward. And, at least flash can be ran "at home" with <10k in hardware, which isn't really possible / feasible with glm/k3 larger models.

Re:DeepSeek-V4-Flash Update by dnhkng on Friday July 31, 2026 @02:41AM (#49119770)
Totally! This with DwarfStar delivers usable local AI (I hope!)
Re:DeepSeek-V4-Flash Update by dannyw on Friday July 31, 2026 @05:14AM (#49120791)
Usable local AI has been here for a while, esp on say a 5090.

You can’t treat Qwen3.6 like its fable, but if you prompt precisely and specifically it’s a great executor.

I actually found it refreshing to use more of my brain for once, and actually have to think deeper about what I’m trying to do, and how to build it.

Re:DeepSeek-V4-Flash Update by Tepix on Friday July 31, 2026 @06:53AM (#49121543)
What are your goalposts? Depending on your requirements, there have been many moments of usable local AI. More recent ones were gpt-oss 120b and Qwen 3.6 27b.
Re:DeepSeek-V4-Flash Update by genxy on Friday July 31, 2026 @01:12PM (#49125928)
Parent is referring to https://github.com/antirez/ds4
Re:DeepSeek-V4-Flash Update by dannyw on Friday July 31, 2026 @05:12AM (#49120785)
Deepseek and moonshot are the only two providers I consent to training for.
Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @07:56AM (#49122003)
Xi going to shut down open-weighting of them in a matter of months. No one seriously doubts this. They will be too powerful and they will be gone.
Re:DeepSeek-V4-Flash Update by gravypod on Friday July 31, 2026 @08:15AM (#49122150)
What would the benefit of this be? If China stops open weights, US labs still have the intelligence frontier. Maybe once Chinese models have speed, cost, and intelligence beat but right now they don't.

Undermining out entire economy by subsidizing the release of DIY versions of our main economic drive sounds like a huge win for China.

Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @09:41AM (#49123042)
> Maybe once Chinese models have speed, cost, and intelligence beat but right now they don't.

Yes this is why I referred to 'months' and was downvoted by people who can't distinguish their politics from reality. You are restating exactly the text you are criticizing.

This is the nature of mechanical parrotlike repetition of propaganda:

a) You can have 'frontier' models with closed weights. Your sentence is basically a contraction within itself, again, the weight of ideology.

b) No one actually knows whether or not the closed weights of Bytedance are beyond all existing frontiers. Again the weight of ideology blinds you to the fact that the real 800 lb gorilla of Chinese Ai is more closed than Anthropic.

Re:DeepSeek-V4-Flash Update by ricardobeat on Friday July 31, 2026 @10:39AM (#49123763)
The latest ByteDance Seed model is behind Opus 4.6 in performance. It’s not even in the conversation atm.

The parent made a totally coherent commment that China closing off their open weight models would cede the frontier (and majority of AI users worldwide) to the USA. Nothing you said counters that point.

Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @02:26PM (#49126858)
Bytedance models completely pervade business use across China. It is the OpenAI of China, whether you think its a good model or not.
Re:DeepSeek-V4-Flash Update by gravypod on Friday July 31, 2026 @11:52AM (#49124641)
If they did have a super powerful secret AI why would avoid:

1. Selling access to the US? 2. Ship more and better software? 3. Talk about it publicly?

If you had a secret AI better than anything currently available the mere mention of this would crater the US tech investment sentiment.

They could even host these Chinese models through AWS and sell at-cost inference on Bedrock and obliterate the US model companies.

Re:DeepSeek-V4-Flash Update by darkwater on Friday July 31, 2026 @08:15AM (#49122147)
What makes you state this?
Re:DeepSeek-V4-Flash Update by baublet on Friday July 31, 2026 @08:27AM (#49122239)
China bad
Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @09:37AM (#49123000)
I'm a) quoting Xi's speech and b) projecting rapid China development to Mythos level. Either you think China will never get to 'Mythos level' because you think China bad; or you think they will release the weights, because you think China bad. Its incredible the weight of ideology over facts in this discourse
Re:DeepSeek-V4-Flash Update by satvikpendem on Friday July 31, 2026 @10:43AM (#49123819)
You haven't quoted anything actually. Provide sources to your claims.
Re:DeepSeek-V4-Flash Update by riskd on Friday July 31, 2026 @08:42AM (#49122392)
Decades of xenophobic propaganda
Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @09:37AM (#49122995)
No, reading Xi's speech. They aren't going to give their Mythos - presumably a few months away - to the Sinaloa cartel or Uighur hackers or the US military or etc etc
Re:DeepSeek-V4-Flash Update by h8hawk on Friday July 31, 2026 @10:34AM (#49123680)
They have already released their models (GLM 5.2 and K3). This is why Amodei and the rest of the effective altruist lobbies are trying to pressure the US government to both ban open-source models and pressure China to do the same.

I’m curious to see why you’re so eager to ban open-source LLMs while being okay with Anthropic’s control. Do you think they’ll rebel against you?

Re:DeepSeek-V4-Flash Update by sudosysgen on Friday July 31, 2026 @01:26PM (#49126104)
Mythos is Fable without safeguards. Open weight models are already essentially at the Mythos level, and with extra post training a well resourced actor could deploy would almost certainly be significantly better than Mythos at hacking. Whatever their threshold is, it's much higher than that.
Re:DeepSeek-V4-Flash Update by culi on Friday July 31, 2026 @05:53PM (#49128970)
Kimi K3 outcompetes Fable on some benchmarks and is not only open weight and open source but they even publish their research and methdology on arXiv
Re:DeepSeek-V4-Flash Update by 1234letshaveatw on Friday July 31, 2026 @09:18AM (#49122770)
Wow! Amazing observation! Wait, do you think there could have been any pro Chinese propaganda? Perhaps even some taking place at the present time? I think it could be possible?
Re:DeepSeek-V4-Flash Update by Zetaphor on Friday July 31, 2026 @10:27AM (#49123611)
I'm sure there's plenty, but if you put on your rational hat and think about the motivations of the Chinese government you'll realize this claim makes no sense, and there's plenty of evidence and good reason saying the opposite
Re:DeepSeek-V4-Flash Update by 1234letshaveatw on Friday July 31, 2026 @10:56AM (#49123995)
you are probably right! nobody does more domestic discourse shaping than China, but good reason says none of that would take place externally
Re:DeepSeek-V4-Flash Update by riskd on Sunday August 02, 2026 @05:03PM (#49148285)
You’re clearly too far gone to even fathom the thought; so you grasp at these straws for hope that the China you grew up “learning” about is the same in reality.
Re:DeepSeek-V4-Flash Update by anon373839 on Friday July 31, 2026 @08:37AM (#49122335)
Reuters was reporting that rumor. And then Xi made a public appearance at a conference in Shanghai where he said the opposite of that rumor.
Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @09:34AM (#49122960)
No in that very speech Xi stated explicitly what amounted to: 'of course when we get a Mythos, it will be a state secret'.

In fact the overwhelming weight of AI use in China, the chatgpt so to say, is Bytedance's AI which is absolutely closed and uniquely opaque.

The press treatment of these matters was no good and they are slowly walking it back, e.g. NYT yesterday finally actually read the speech.

Re:DeepSeek-V4-Flash Update by anon373839 on Friday July 31, 2026 @10:08AM (#49123331)
Do you have a source for that? The NYT article does not quote Xi making that statement, and I can't find a source for that. In fact, Xi delivered veiled criticism of the security posturing the US has done:

> We should put in place laws and regulations, technological monitoring, early warning and emergency response systems in order to strengthen the line of security, prevent abuses and malicious use, and ensure that AI is always under human control. In the meantime, we should jointly oppose overstretching the national security concept in the field of AI and placing one country’s security over that of others.

There was a blog post by a state-linked broadcaster cited in the NYT piece:

> “China supports openness, but this does not mean it advocates for the unconditional proliferation of all capabilities,” the blog said.

The article also quoted an American journalist:

> “If these models do reach those dangerous capabilities, they are not going to let it be a free-for-all in terms of releasing them," Mr. Sheehan said.

But a distinction has to be drawn between real dangers (which many people believe LLMs have not actually shown, to date) versus "dangers" hyped up marketing purposes or domestic regulatory-capture motives. Presumably the Chinese government is less interested in the latter.

Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @10:14AM (#49123412)
"Dangers" may indeed be hyped up for marketing purposes or domestic regulatory-capture motives. But as Xi stated, they will become real.

It is just a question of being unaffected by the motives of the speakers, which is what adults learn to do.

Re:DeepSeek-V4-Flash Update by brazukadev on Friday July 31, 2026 @10:37AM (#49123734)
replying the request for sources with "as xi stated" without bringing the sources again is quite misleading. It seems you have nothing to back what you are saying.
Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @02:28PM (#49126882)
"google is your friend"

The person I am replying to actually believes that Xi actually spoke of "open weights", for example. This is the AI information space we live in.

Re:DeepSeek-V4-Flash Update by anon373839 on Friday July 31, 2026 @10:24AM (#49123564)
> But as Xi stated, they will become real.

But the speech doesn't say that? I'm looking at the full text. For example:

> We should take seriously the various types of inherent and secondary risks that AI may trigger.

The risk portion of the speech is focused more on application-level risks than model capabilities. Which is a much more sensible regulatory framing than what Silicon Valley has proposed.

Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @02:35PM (#49126969)
The claim that the speech was somehow supporting open weights was pure Western imposition. China does not support open weights generally, and Xi makes plain that some systems of weights - perhaps still future - would have inherent risks, same as Amodei says of Mythos, whether or not he is bull_ing about it.
Re:DeepSeek-V4-Flash Update by culi on Friday July 31, 2026 @05:52PM (#49128962)
He just straight up did not say that or anything similar to that.
Re:DeepSeek-V4-Flash Update by ReptileMan on Friday July 31, 2026 @08:56AM (#49122530)
It is true. And only Chinese Han people can continue work on what is already released. But they will be forbidden. /s

Sarcasm aside - if the community can't get their shit together to continue improving what is currently public, well - we don't deserve free stuff and open weights.

Re:DeepSeek-V4-Flash Update by 1234letshaveatw on Friday July 31, 2026 @09:23AM (#49122824)
That isn't the Chinese way. They are much more focused on undermine and extinguish. Just look at the European car industry- on its way to being non-existent after the market was flooded, bye bye manufacturing base. Undercut the US AI providers and wait them out, they will go private after they have a stranglehold
Re:DeepSeek-V4-Flash Update by bwfan123 on Friday July 31, 2026 @11:29AM (#49124357)
> Undercut the US AI providers and wait them out

You could have said the same of linux - that it extinguished proprietary OSs at least for server usecases.

Re:DeepSeek-V4-Flash Update by 1234letshaveatw on Friday July 31, 2026 @01:42PM (#49126318)
true, but the motivations of OSS contributors are benign (overall)
Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @09:36AM (#49122984)
Even Xi's speech was as paranoid as Dario Amodei about the possibility of Chinese AI achieving something at the level of say Mythos. If you seriously believe such a thing will be on Hugging Face I really don't know what to say.
Re:DeepSeek-V4-Flash Update by fdsjgfklsfd on Friday July 31, 2026 @11:36AM (#49124447)
DeepSeek-V4-Flash-0731 scores higher than Fable 5 on Terminal-Bench, and Fable 5 is Mythos, correct?
Re:DeepSeek-V4-Flash Update by criley2 on Friday July 31, 2026 @09:44AM (#49123058)
There is already something on HuggingFace at the level of Mythos. It's called Kimi K3 and it's running laps around Opus5, Fable5, and Sol56 at cybersecurity.

It's so good that the US government is rushing to ban all Chinese models as fast as they can.

Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @09:50AM (#49123139)
Fine, you believe Anthropic was lying about Mythos. In fact no view of the matter is needed to formulate the proposition above. It is clear China will soon have a model with the powers imputed to Mythos but which you deny of actual Mythos. It is a trial to deal with this level of ideological blindness; 'ideology has no outside'. If someone says 'when they get Mythos...', declare the possibility of Mythos to be the real lie. But it is quite possible and will be coming in months.
Re:DeepSeek-V4-Flash Update by zozbot234 on Friday July 31, 2026 @10:17AM (#49123461)
Reading between the lines, it's fairly clear that Mythos Preview only got its reported results in offensive cyber thanks to a highly specialized harness and humongous amounts of test-time compute. We also don't know what kind of post-training/fine-tuning it got on cyber, Anthropic only stated that it wasn't specifically trained for cyber-offense but that leaves a lot of scope for training on other related things. Overall, the Mythos story is a lot less interesting than most people might like to claim - but note that this doesn't require any actual lying.

The interest around K3 is a lot more defensible because we actually know what the architecture looks like, how much effort it takes to get it to run, and what kinds of results it gets on cyber evaluations. And no, it's nowhere near "dangerous" enough to where people might honestly want to ban it for real safety reasons. It does a good enough job at fixing cyber issues, but that's hardly a safety concern.

Re:DeepSeek-V4-Flash Update by culi on Friday July 31, 2026 @05:55PM (#49128988)
They're not even really undercutting the US right now. They are releasing their models for free. There's plenty of US businesses who's entire existence is hosting these open source models that they didn't pay any Chinese company a single dime for. If anything they're helping create a less centralized and healthier American market
Re:DeepSeek-V4-Flash Update by GTP on Friday July 31, 2026 @09:34AM (#49122954)
We can only wait to see if this is true. Another possibility could be that it was an answer to USA's government considering a ban on chinese models. In this way, he fueled the discussion around the importance of open weight models.
Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @09:40AM (#49123032)
Xi actually said that models of the strength to pose security issues will be permanent state secrets -- in the same speech that the first western takes translated as actually using the words 'open weights' which of course nowhere appeared. Now: when will "models of the strength to pose security issues" appear? Maybe my inference 'months' is wrong, but they seem to be advancing rapidly.

The administration blather about banning open weights is characteristically confused. Xi has already stated (what is obvious) that he will ban security-endangering weights and keep them a state secret.

Re:DeepSeek-V4-Flash Update by satvikpendem on Friday July 31, 2026 @10:41AM (#49123786)
He explicitly said he wants open weight models at his recent speech at an AI conference in Shanghai: https://news.ycombinator.com/item?id=48970449#48970784
Re:DeepSeek-V4-Flash Update by applicative on Friday July 31, 2026 @02:25PM (#49126842)
The Chinese equivalent of the expression 'open weights' appears nowhere in this talk. You believed the Western press. Chinese AIs are not typically open. The most important by far is Bytedance.
Re:DeepSeek-V4-Flash Update by Petersipoi on Friday July 31, 2026 @04:06PM (#49127973)
The second China shuts down open weights is the second they lose the AI race. Nobody is going to use Chinese models if they're closed, besides hobbyists who don't have anything they care about getting stolen.
Re:DeepSeek-V4-Flash Update by satvikpendem on Saturday August 01, 2026 @12:18AM (#49130985)
Openness not open weight. You keep saying this and that was said while not quoting anything, not sure why anyone should take your comments here seriously.
Re:DeepSeek-V4-Flash Update by codemk8 on Friday July 31, 2026 @01:58PM (#49126514)
Me.
Re:DeepSeek-V4-Flash Update by culi on Friday July 31, 2026 @05:51PM (#49128948)
He literally just announced WAICO to make a framework to allow for open source LLMs for disadvantaged countries for the foreseeable future
Re:DeepSeek-V4-Flash Update by arizen on Friday July 31, 2026 @05:47AM (#49121055)
Why not also Qwen?
Re:DeepSeek-V4-Flash Update by dannyw on Friday July 31, 2026 @06:20AM (#49121304)
Qwen/Alibaba have stopped doing open weights releases for a while. No grudge or anything, I'm certainly not going to look at a gift horse in the mouth, but both DeepSeek and Moonshot have been very consistent with open weights as well as sharing actually detailed research.

In terms of open research, China has absolutely overtaken the US.

Re:DeepSeek-V4-Flash Update by anon373839 on Friday July 31, 2026 @06:32AM (#49121380)
Qwen has a pinned tweet stating that 3.8 will be released as open weights soon. I guess it remains to be seen, though, if they’ll do the smaller model sizes or only the big 2.4T one.
Re:DeepSeek-V4-Flash Update by SXX on Friday July 31, 2026 @06:50AM (#49121514)
Most interesting part IMO is whatever Qwen open weight will include image / video capabilities since its where they are strongest.
Re:DeepSeek-V4-Flash Update by mcbuilder on Friday July 31, 2026 @08:27AM (#49122235)
Also base models versions are very useful for researchers, since they allow for a cold start to post training.
Re:DeepSeek-V4-Flash Update by siva7 on Friday July 31, 2026 @09:57AM (#49123205)
CCP will be happy! Go on and share all your data with them..
Re:DeepSeek-V4-Flash Update by neya on Friday July 31, 2026 @11:59AM (#49124774)
Yeah, because, your data is best collected by the US labs, right?

US or American, don't trust anyone, these are open weight models. Host them yourself if you feel strongly about privacy (as you should). I honestly don't know of any OSS open weight models from the US labs as good as Kimi K3 or Deepseek V4 though.

Re:DeepSeek-V4-Flash Update by fdsjgfklsfd on Friday July 31, 2026 @11:30AM (#49124375)
Yes, they trained on my open source code and Wikipedia edits and Stack Overflow answers that I shared freely, so it's only fair that they release their models as open source and share back to the community that created them. I only allow my training data go to open source models.
Re:DeepSeek-V4-Flash Update by gr_norm on Friday July 31, 2026 @01:48PM (#49126391)
Yeah, at least when I share my training data with labs releasing their models openly (Chinese or American or otherwise) it's nominally so an even better open model will land in my hands in the future.
Re:DeepSeek-V4-Flash Update by chorizo on Friday July 31, 2026 @11:09AM (#49124123)
I’m developing open source tools, so happy to have all my context traces be public if it helps improve future models.
Re:DeepSeek-V4-Flash Update by genxy on Friday July 31, 2026 @01:17PM (#49126007)
At least you get based models back at some point. You supply data, they supply compute and open weights.
Re:DeepSeek-V4-Flash Update by anigbrowl on Friday July 31, 2026 @02:08PM (#49126656)
I will! I pay their sales too and consider it quite reasonable.
Re:DeepSeek-V4-Flash Update by bel8 on Friday July 31, 2026 @02:26PM (#49126860)
Yes I will tyvm.

They release the models back for free.

Re:DeepSeek-V4-Flash Update by ozgrakkurt on Saturday August 01, 2026 @11:10AM (#49135133)
CCP isn’t causing global economic crisis by bombing and invading foreign countries.

There is no telling how much worse US will get as they start to lose more and more internationally and grow the wealth inequality locally.

It is easy to be liberalist and cool when winning but it doesn’t mean there isn’t a racist, uneducated and violent majority

Re:DeepSeek-V4-Flash Update by KaseyKim on Friday July 31, 2026 @05:42AM (#49121007)
hope that deepseek become better
Re:DeepSeek-V4-Flash Update by ilaksh on Friday July 31, 2026 @06:52AM (#49121536)
Have you tried the one that was just released?
Re:DeepSeek-V4-Flash Update by chorizo on Friday July 31, 2026 @11:07AM (#49124096)
Starting to wonder if the free big pickle model on opencode has been DSV4F0731 for the past few months. It’s been incredibly fast and good.
Re:DeepSeek-V4-Flash Update by kevincox on Friday July 31, 2026 @12:39PM (#49125451)
At least in the past it was GLM-4.6. IDK if it is ever changed.

https://github.com/anomalyco/opencode/issues/4276

Re:DeepSeek-V4-Flash Update by chorizo on Friday July 31, 2026 @12:53PM (#49125658)
I’ve heard that too, but since it’s a stealth model, I suspect they change it to whatever preview model provider that offers a free endpoint. In the past few months, I’ve gotten 4xx errors identifying the provider as DeepSeek.
Re:DeepSeek-V4-Flash Update by dotancohen on Friday July 31, 2026 @01:33PM (#49126204)

  > Whatever capabilities they get, can be used "forever" going forward.
"Forever" gets the scare quotes because it is implied only up until the Butlerian Jihad?
Re:DeepSeek-V4-Flash Update by sigzero on Friday July 31, 2026 @02:54PM (#49127215)
I upvoted you just for the Dune reference.
Re:DeepSeek-V4-Flash Update by idiotsecant on Friday July 31, 2026 @03:25PM (#49127515)
I feel like once they make a mega successful movie of a book we can stop doing the secret handshake.
Re:DeepSeek-V4-Flash Update by trvz on Friday July 31, 2026 @04:12PM (#49128033)
Especially when the movie is over forty years old.
Re:DeepSeek-V4-Flash Update by idiotsecant on Friday July 31, 2026 @06:40PM (#49129350)
I don't think 1984 dune was successful culturally or financially. Definitely a different beast from the recent attempt, which has been wildly popular.
Re:DeepSeek-V4-Flash Update by dotancohen on Friday July 31, 2026 @05:09PM (#49128551)
The only movie I've ever enjoyed after reading the book was Jurassic Park. I've never seen the Dune movies or most other book-based movies, but honestly The Martian and Project Hail Mary were tempting. I'll probably surrender to one of those two someday.
Re:DeepSeek-V4-Flash Update by addaon on Friday July 31, 2026 @08:49PM (#49130099)
The most recent Dune movies pull off the incredible feat of being a better telling of the tale than the book, but only if you already know the tale from the books. They’re not beginner-friendly, but they’re extremely respectful to the book reader, while still make conscious (and in my opinion, positive) changes to the story.
Re:DeepSeek-V4-Flash Update by dotancohen on Saturday August 01, 2026 @11:10AM (#49135127)
Thank you. Maybe I'll read Dune again (or listen to an audiobook) then watch.

That sounds exactly like the type of experience I'd enjoy.

Re:DeepSeek-V4-Flash Update by Naracion on Monday August 03, 2026 @06:52AM (#49154013)
I might disagree with this. To me, the joy of the books was developing a deep understanding of the societies and their norms. This felt almost entirely missing from the movies, which focused more on events. This is fine--they're different mediums, after all, but the second movie in particular left me a little disappointed.
Re:DeepSeek-V4-Flash Update by addaon on Monday August 03, 2026 @08:47AM (#49155062)
I think this is kind of my point -- there's no way to develop that level of nuance in a movie. The options are to take way more time (see Silo), to do a crappy job (see... almost every 2 - 3 hour movie), or to instead change the goal: Don't have the viewer "develop… a deep understanding", but down-select to those viewers who already respect the work and have that deep understanding, and instead focus on showing them the society and its norms. Do what movies are great at -- make a story come to life -- and make the viewer/reader do the work of knowing the background, knowing what they're seeing, knowing what's important.
Re:DeepSeek-V4-Flash Update by apitman on Friday July 31, 2026 @11:41PM (#49130815)
I grew up on Dune lore and the first movie is one of my favorites of all time. Highly recommended for any Dune fan. I didn't care for the second one.
Re:DeepSeek-V4-Flash Update by JKCalhoun on Friday July 31, 2026 @06:09PM (#49129104)
OP refers to details from the book that are not in either film.

“Thou shalt not make a machine in the likeness of a human mind”…

Re:DeepSeek-V4-Flash Update by teravor on Friday July 31, 2026 @06:42PM (#49129372)
distilling K3 into DS4 flash will likely only be a good idea for specialists. the difference in model capacity is otherwise too large.

we used to distill GLM 5.2 into Qwen 27B specialists with great success.

developing the workflows is tricky though. we had the advantage of a straightforward mapping function in mind: English -> SQL which was relatively easy to pipeline training for.

Re:DeepSeek-V4-Flash Update by Demiurge on Friday July 31, 2026 @09:32PM (#49130279)
Why would you do this?
Re:DeepSeek-V4-Flash Update by teravor on Friday July 31, 2026 @11:00PM (#49130658)
a specialist model sufficiently post-trained can outperform a frontier model while being dirt cheap.

what we did was distill GLM 5.2 into a 27B model on SQL and then post-train it with RL afterward. the result outperformed even Fable on that one task. the distillation step is just good sense in this workflow, to bootstrap a smaller model to the utmost you can before actually doing RL.

Re:DeepSeek-V4-Flash Update by MrDrMcCoy on Saturday August 01, 2026 @11:31AM (#49135297)
Do you have any reference guides on how to perform this distillation? I have a use case for this and hardware to run it on, but have never seen how it's done.
Re:DeepSeek-V4-Flash Update by teravor on Saturday August 01, 2026 @05:06PM (#49138501)
nothing publicly available that I'm aware of.