Gains from efficiency are experienced by labor in chunks, mostly due to great strife or revolutions (40 hour work week, child labor laws, etc.). Gains in efficiency experienced by capital are immediate and continuously accruing.
That you can't transfer large sum of money because money laundering rule.
and you can't break it into smaller pieces either because that is called "structuring" and is a crime?
He is meaning “money” = cash, and in practice he is correct. The mere possession of large amount of cash is a crime - a crime charged against the money itself in a bizarre twist of the law to end run constitutional concerns - and one which year by year it is getting harder to fight.
In the pre-banking era you could get robbed, killed, taxed to death, made to fight in a war, etc. That's all still true, but now most of your resources (savings) will be stuck in a place where there is no need for violence to cause you to lose all of it.
The way we normally deal with all these problems as a society is to apply force (via police, courts) to ensure that everyone has certain 'rights'.
The problem today is that while you have certain rights, like fairly strong rights to private property interests in real estate and such, we generally have very weak private property rights in financial properties. This is a problem world-wide. We need to fix this in our countries.
Let politicians fight and die in their own wars. If russia "visited" my country, I'd follow it with a drink in my hand from the bahamas. No piece of dirt or earth is worth dying for, ever.
> No piece of dirt or earth is worth dying for, ever.
If no one ever defends the dirt, the pieces of earth where you can enjoy a drink in peace and freedom will shrink over time as the aggressors will continue to gobble up land because of the lack of defending.
They keep moving forward, you keep moving back, until you have no where to retreat to.
Come back to this comment in a few years and think about whether something significant has changed for those people who did not sacrifice their lives for a meaningless battle.
People are more important than the state. If they are not ready to defend him, why should they be forced? You can offer money or other valuables in return, such as fame, a pension, or a position, but if a person doesn't want to, why should they do it?
> Come back to this comment in a few years and think about whether something significant has changed for those people who did not sacrifice their lives for a meaningless battle.
My family is from Eastern Europe: if people had not fought "meaningless" battles then the land would have been ruled by genocidal maniacs. As it stand my grandmother almost ended up in an oven.
My very existence is the result of the battles having meaning, that people fighting matters.
At that time, the Genplan OST implied the almost complete extermination and the enslavement of a small number of the remaining people.
And also going back to the second part of the top commentary. At that time, people had a great motivation to defend their homeland and their loved ones. The survival of the country and the survival of the people in it were inextricably linked.
The current conflict has no such connection. The existence or cessation of the existence of the state is not related to the existence of people in it. Many of whom found life in a completely different country.
There were already volunteers, mercenaries, those who fell for a good salary. Why force those who actively avoid it?
Russia doesn't just "visit" your country. Lookup what Ruskiy Mir (Russian world) really means, basically your country gets subjugated by the Russians and I'm not talking about civilized or professional Russian forces - I'm talking about drunk and poor 20yo boys from a remote Russian villages that are now seeing the spoils of western civilization for the first time (do lookup what happened in Bucha, Kyiv suburbs in 2022 at the onset of invasion). Then of course the refusal of the Russians to recognize any other culture or language...the list goes on and on. So - yes, you could escape with a drink but then "If Not Me, Then Who"?
This is a lie, please stop spreading those. There are no "all barbed wire" borders, no anti-personnel mines, "guards with automatic weapons" sounds like some meme from 80s video games (which border guards anywhere in the world don't have some rifle with automatic fire mode?). Young people from Ukraine can currently travel free as far as I know.
You were thinking about russia, weren't you. Its not true even for that shithole, but much closer.
Very unlikely. Men of ages 18-60 are forbidden to leave Ukraine since February 27 or 28 of 2022. Women cannot cross the border since 2023.
Of course, there should be some exceptions. For example, some people need to go abroad to bring Western supplied munitions, officials can leave to visit other countries, etc.
But almost 100% of the population cannot leave Ukraine under any circumstances.
I have spoken with several Ukrainian women who have crossed the border several times since 2023. They live and work in Poland or Czechia, but go visit Ukraine once or twice a year. Note they're Ukrainian citizens, and do not have Czech nor Polish citizenship.
I don't follow Ukrainian laws closely. I remember they allowed young men of ages 18-22 to cross the border in August 2025 (!). That caused enormous lines on the borders as the first day after this law 11,000 young men fled the country.
But that only about men of age 18-22. Men of age 22-60 still cannot leave the country. And 18-22 couldn't leave the country for three years.
Honest question: why do you comment when you clearly have no idea what you are talking about? You make all kinds of false claims, and then people who actually know have to correct you.
You skipped the part where I said I work with Ukrainians? I work with them on a weekly basis for 13 years.
> Can you show an Ukrainian law that allows men to freely cross the border?
Did I say he crossed it legally? He crossed it illegally of course, which according to you was impossible due to guards with automatic rifles, drones and anti-personnel mines.
> half of my family lives in Ukraine.
My bet: You haven't spoken with them in years, because they cut connections due to your political views. Just as I will now.
Eventually you can show Claude how you solve problems, and explain the thought process behind it. It can apply these learnings but it will encounter new challenges in doing so. It would be nice if Claude could instigate a conversation to go over the issues in depth. Now it wants quick confirmation to plough ahead.
Well I feel like this is because a better system would distill such learning into tokens not associated with a human language and that that could represent logic better than using English etc for it.
I don't have the GPUs or time to experiment though :(
Most of the people I know doing local AI prefer SDXL to Flux. Lots of people are still using SDXL, even today.
Flux has largely been met with a collective yawn.
The only thing Flux had going for it was photorealism and prompt adherence. But the skin and jaws of the humans it generated looked weird, it was difficult to fine tune, and the licensing was weird. Furthermore, Flux never had good aesthetics. It always felt plain.
Nobody doing anime or cartoons used Flux. SDXL continues to shine here. People doing photoreal kept using Midjourney.
Yep. It's pretty difficult to fine tune, mostly because it's a distilled model. You can fine tune it a little bit, but it will quickly collapse and start producing garbage, even though fundamentally it should have been an easier architecture to fine-tune compared to SDXL (since it uses the much more modern flow matching paradigm).
I think that's probably the reason why we never really got any good anime Flux models (at least not as good as they were for SDXL). You just don't have enough leeway to be able to train the model for long enough to make the model great for a domain it's currently suboptimal for without completely collapsing it.
So what this does - you trigger the model once with a negative prompt (which can be empty) to get the "starting point" for the prediction, and then you run the model again with a positive prompt to get the direction in which you want to go, and then you combine them.
So, for example, let's assume your positive prompt is "dog", and your negative prompt is empty. So triggering the model with your empty prompt with generate a "neutral" latent, and then you nudge it into the direction of your positive prompt, in the direction of a "dog". And you do this for 20 steps, and you get an image of a dog.
The guidance here was distilled into the model. It's cheaper to do inference with, but now we can't really train the model too much without destroying this embedded guidance (the model will just forget it and collapse).
There's also an issue of training dynamics. We don't know exactly how they trained their models, so it's impossible for us to jerry rig our training runs in a similar way. And if you don't match the original training dynamics when finetuning it also negatively affects the model.
So you might ask here - what if we just train the model for a really long time - will it be able to recover? And the answer is - yes, but at this point the most of the original model will essentially be overwritten. People actually did this for Flux Schnell, but you need way more resources to pull it off and the results can be disappointing: https://huggingface.co/lodestones/Chroma
Thanks for the extended reply, very illuminating. So the core issue is how they distilled it, ie that they "baked in the offset" so to speak.
I did try Chroma and I was quite disappointed, what I got out looked nowhere near as good as what was advertised. Now I have a better understanding why.
> How much would it cost the community to pretrain something with a more modern architecture?
Quite a lot. Search for "Chroma" (which was a partial-ish retraining of Flux Schnell) or Pony (which was a partial-ish retraining of SDXL). You're probably looking at a cost of at least tens of thousands or even hundred of thousands of dollars. Even bigger SDXL community finetunes like bigASP cost thousands.
And it's not only the compute that's the issue. You also need a ton of data. You need a big dataset, with millions of images, and you need it cleaned, filtered, and labeled.
And of course you need someone who knows what they're doing. Training these state-of-art models takes quite a bit of skill, especially since a lot of it is pretty much a black art.
> Search for "Chroma" (which was a partial-ish retraining of Flux Schnell)
Chroma is not simply a "partial-ish" retraining of Schnell, its a retraining of Schnell after rearchitecting part of the model (replacing a 3.3B parameter portion of the model with a 250M parameter replacement with different architecture.)
> You're probably looking at a cost of at least tens of thousands or even hundred of thousands of dollars.
For reference here, Chroma involved 105,000 hours of H100 GPU time [0]. Doing a quick search, $2/hr seems to be about the low end of pricing for H100 time per hour, so hundreds of thousands seems right for that model, and still probably lower for a base model from scratch.
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