There is minimal downside to switching to open models
marble.onl311 points by amarble 18 hours ago
311 points by amarble 18 hours ago
> Open models are served via various means, some by the companies that released them and some by third parties like OpenRouter. Unfortunately, both of these routes are dodgier in terms of privacy and data sharing, and I would not feel the same comfort sending API calls containing client or confidential data to them.
That's why I'm using eurouter.ai with the following routing rule for all my requests:
{
"model": "glm-5.2",
"models": [
"deepseek-v4-pro",
"deepseek-v4-flash"
],
"provider": {
"allow_fallbacks": true,
"data_collection": "deny",
"data_residency": "EU",
"max_retention_days": 0,
"eu_owned": true
}
}
Sure, it's quite expensive, but at least on a legal side data privacy is ensured. I trust them more than e.g. Anthropic, OpenAI or OpenRouter.Personally, I find it morally unacceptable to use U.S. AI tools, because I do not want to support them financially and thus support the crimes they are involved in[1].
The part that gets me about anthropic red lines is "of Americans", okay so the rest of the civilized world is up for grabs then? It's okay to destabalize allies with sabotaged tests (in machine learning) and data exfiltration outside America?
What gets me the most is that they claim that the model should follow the https://www.anthropic.com/constitution and they claim that it's embedded into the model. However, system prompts in claude code and cowork re-iterate all of these points and if they're embedded you shouldn't need to do that. Now, if you ask the API version of claude to be a hitler supporter with enough prompt engineering it will become one which directly contradicts what they claim to do, opus 4.7 specifically will be happy to create anti-(insert minority group) propaganda although I haven't had the same success with 4.8 thus far, but I also haven't been motivated enough to push it in that direction yet since I've been more interested in exploting the cyber capabilities of the model.
My conclusion from the very start is that Anthropic's strategy are pure optics and considering the fact that there was an outpoor of support for the company I think it has been very successful.
Yeah, it was funny seeing a bunch of people going like "Anthropic is fighting for privacy" meanwhile I'm like "Uhh, what about the other 8 billion people?"
On second thought, it's not funny.
As a thought experiment - such shocks (govt pressure to use models for bad purposes and govt excluding access to non-Americans) coming early in the ‘ai revolution’ will wake up the rest of the world sooner that they have to get their act together to stay competitive without relying on USA. Just like with nato.
> The part that gets me about anthropic red lines is "of Americans", okay so the rest of the civilized world is up for grabs then? It's okay to destabalize allies with sabotaged tests (in machine learning) and data exfiltration outside America?
Regardless of Anthropic's "moral" position (inasmuch as a corporation can even have morals) against spying on non-Americans, they would have no way to enforce that limitation against the government because non-citizens outside of the USA have no protections from the intrusions of the US government.
They can include these limitations in a contract which can be enforced like any contract.
FISA Section 702 (50 U.S.C. § 1881a) or CLOUD Act could be used to override any contractual terms that US government agencies may have agreed to. Those clauses would be unenforceable / unexecutable.
More generally it would be overpowered by the Sovereign Acts Doctrine.
The facts aren’t identical to the 2008 Yahoo FISCR case but that case sets the tone for how any clauses like this would just be brushed under the rug.
I don't think they can, at least if they are making an argument for why the Defense Production Act should not apply to them. Their original argument is that they will not help with anything that is unconstitutional, such as the unlawful spying on American citizens, without a warrant.
I don’t think Defense Production Act lets the government takeover what you produce, just that if you sell something you have to prioritize selling to the Feds. There is also precedent that code is speech and the government cannot compel speech (this came up during the debacle where FBI wanted a backdoor to unlock iPhones and Apple said no, we’re not building that)
> anthropic red lines
Alleged red lines. Could be just talking points for garnering sympathy. Big tech aren’t exactly known for being truthful, especially big tech partnering with esteemed Palantir.
These companies are so good at selling their product's likely incompetence as possibly intentional subversion.
I had a look at eurouter.ai and it seems like an extremely bad offer.
- The prices are ridiculous (15 % markup for free account).
- They have a rate limit of 1000 requests per month, unless you pay 40€ per month for ... what exactly is their value proposition?
- They have a single provider (TensorX) for DeepSeek-V4-Pro, with a cache read cost that is over 100 times higher than DeepSeek ($0.44 vs $0.003625). Notably, I had to look at the TensorX website for that information, since I could not find any information about cached token cost on eurorouter.ai.
I guess the prices are for "EU owned" instead of "EU hosted". The data centers in the EU where you can rent GPUs is mostly US companies.
It looks like a business opportunity, then, to provide inference that is EU-local and/or EU-owned.
If there aren't enough businesses who want to do this, the EU should figure out how it can properly incentivise that to change.
Hosting anything in EU must cover redtape and carbon taxes in electricity bill.
The markup is not going to the providers, only the router. It seems more like eurouter found a niche it can milk for a while.
That seems pretty unsubstantiated. Hetzner proves that EU data center != expensive.
Low carbon does not equal expensive, either. Solar is the cheapest power generation method. Solar plus grid scale batteries is in the same cost ballpark as natural gas.
There’s nothing about data centers that is inherently a high carbon business. It’s only a high carbon business in places like the US where political leadership purposefully fights against renewable energy projects that private businesses want to undertake on their own dime.
Actually got curious about other alternatives to OpenRouter and looked into it a bit.
EURouter (Amsterdam): https://www.eurouter.ai/pricing
Eden AI (France): https://www.edenai.co/pricing
nexos.ai (Lithuania): https://nexos.ai/pricing/
Requesty (Germany): https://www.requesty.ai/pricing
Cortecs (Austria): https://cortecs.ai/pricing
Nordference (Estonia): https://nordference.ai/pricing
Guess those are really popping up as mushrooms, eh? Not an endorsement of any of those on my part cause I haven't personally used them, but seems like there are at least options for those who need them.
Crimes does not even starts to describe it:
"AI-assisted targeting in the Gaza Strip" - https://en.wikipedia.org/wiki/AI-assisted_targeting_in_the_G...
"Palantir allegedly enables Israel's AI targeting in Gaza, raising concerns over war crimes" - https://www.business-humanrights.org/de/neuste-meldungen/pal...
"What The Wounds Are Telling Us" - https://www.volkskrant.nl/kijkverder/v/2025/gunshot-palestin...
If data security is an actual concern I don't think there's a solution other than biting the bullet and self-hosting.
You only need to worry about GDPR and the hoster being in the EU if you're giving the model actual access to production data — which you shouldn't anyway. Use the model to write code that processes or analyses the data, so that process can easily be reproduced with deterministic results.
If your only concern is data residency, data privacy and sharing, why not just use bedrock with the processing region locked to eu-west-2? For sure, it's not an European company serving the LLM, but it satisfies your requirements otherwise and is trusted by tons of companies worldwide.
Anthropic already explicitly communicated that they'll store and check all the data from Bedrock or any platform, even if you've selected zero data retention, if using Mythos class models. To use these models on any platform, you'll have to accept these terms regardless of the region.
> Limited data retention and review as part of our safety work. Prompts submitted to, and outputs generated by, Mythos-class models are retained for 30 days for trust and safety purposes, on every platform where these models are offered.
> Change applies to organizations that have set up workspaces with zero data retention (ZDR) in Claude Console, use Claude Code with ZDR in Claude Enterprise, or access Claude through AWS Bedrock, Google Cloud Agent Platform, or Microsoft Foundry with ZDR.
https://support.claude.com/en/articles/15425996-data-retenti...
The original comment is about GLM/deepseek models. As you already pointed out, this applies if you use those specific Claude models on any platform, so I don't know what the point is.
> it's not an European company serving the LLM
That's a pretty big downside if data privacy and sharing is one of the main concerns.
The great part about open models is that you can do this.
Do you have a sound reason to need EU data locality? You can.
Do you want the confidence (and are willing to accept the expense) of only running models on local hardware you control? You can.
Do you want the cheapest possible option - choosing a Chinese, for example, provider, or perhaps a provider offering it for free where you agree they can use your prompts? You can.
Do you need to comply with some kind of regulation like GDPR or rules for contracting with the U.S. federal government? No problem. (Although I'm still waiting for DeepSeek V4 to show up on Amazon BedRock so it can be used from GovCloud...)
Do you have moral objections and want to actually live by them? You can.
Not only it requires a minimum payment of 39 euro, it doesn't accept cryptocurrency althogh that can be worked around by buying a prepaid virtual card for crypto.
You dont care about which exact provider it is using behind the hood ?
No, as long as they follow the requirements, especially the data privacy agreements. What would you? Price?
Output quality immediately comes to mind, of course.
Models are converging, but they converge in bands, and frontier is frontier. I would not like to have any workflows in any area of my business where output is generated by an assortment of models from different providers. For trivial, mundane tasks that might be fine, but it certainly doesn't apply across the board.
How do you know they're following requirements ? At least a quick search about the company providing the service would be useful
Well there is an established legal system that i rely on. I don't have to check every provider, that is the value i get from this router service.
The issue is that the legal system is retroactive, and information that is made public cannot be retracted. If a random company gets your sensitive data and disseminates it to the world, then sure, they will face legal repercussions, but the damage would have already been done to you.
Lol what performative shite. Chinese astroturfing 101. You're either mentally ill or a shill.
GDPR compliant llm was a joke a few months back but here we are
I work in Europe, sometimes with sensitive data, and LLMs weren’t an exception a few months ago.
Maybe it was funny to you, but designing data platforms that respect GDPR and involve LLMs is a thing.
Why use EU specifically? I get not trusting the US, of course, but surely the EU isn't far behind in its desire to spy on its own citizens. Do you not live there?
From all the large governmental institutions, the EU is the one currently holding up traditional western values. That gives it street cred in this subject.
https://www.theguardian.com/us-news/ng-interactive/2026/feb/...
The age old joke;
A Russian and an American are drinking at a bar
The Russian says "I'm impressed by american propaganda. It's so subtle but effective."
The american responds "What are you talking about, we don't do propaganda."
The version in my fortune file is better:
A Russian and an American get on a plane in Moscow and get to talking. The Russian says he works for the Kremlin and he's on his way to go learn American propaganda techniques.
"What American propaganda techniques?" asks the American.
"Exactly," the Russian replies.
I'm of the opinion that there is considerably more wailing about US government propaganda than actual US government propaganda. People who reference supposed US government propaganda rarely provide much in the way of concrete examples. Probably because there are legal restrictions on covert propaganda in the US:
https://www.law.cornell.edu/wex/covert_propaganda
To be clear, I'm happy to grant that:
* The Pentagon won't provide jets for your war movie if your war movie portrays the US military in a bad light
* The US engages in information operations in foreign countries, e.g. discouraging people in the Philippines from getting the Chinese COVID vaccine
* Voice of America and similar US-government sponsored outlets are, in fact, sponsored by the US government
But the notion that covert, English-language US government propaganda is ubiquitous and effective seems like a half-baked, un-falsifiable conspiracy theory with little supporting evidence.
The internet is full of false or misleading claims about the US which go un-refuted. There's just way too much low-hanging fruit going un-picked here to believe that the USG is running massive English-language covert propaganda ops.
A specific example of a false anti-American claim which is extremely widespread: Many Europeans believe that the US promised to protect Ukraine in the 1994 Budapest Memorandum. This is false. We only promised to go to the UN Security Council, which we did. You can verify for yourself with a quick trip to the UN website, the memorandum is not very long: https://treaties.un.org/doc/Publication/UNTS/Volume%203007/P...
If the American government possessed the propaganda wizardry that people ascribe to it, I expect the entire internet would be well-acquainted with the actual contents of this memorandum. Instead, you have randos like me trying to fight a tsunami of misinformation (likely Ukrainian-origin) related to this memorandum, using only a shovel.
> Many Europeans believe that the US promised to protect Ukraine in the 1994 Budapest Memorandum.
European here, following the Ukraine situation closely. I absolutely never heard that one. The main issue in the 1994 Budapest Memorandum that has been mentioned in the media in recent years is that Russia would respect the independence, sovereignty, and existing borders of Ukraine, which is clearly there in article 1. Thanks for the link though, it is quite enlightening.
Have you ever read Manufacturing Consent? A conspiracy is not necessary for wide-spread propaganda campaigns—just a confluence of incentives that act against the common interest (even in the US) but work in the interest of the ruling class.
> Many Europeans believe ...
> ... misinformation (likely Ukrainian-origin) ...
Your post is also "a half-baked, un-falsifiable conspiracy theory with little supporting evidence" ;)
Can you point me to any sort of Ukrainian law which would prohibit this type of info op? See e.g. https://en.wikipedia.org/wiki/Ghost_of_Kyiv
If the US was attacked the way Ukraine was attacked, and foreign intervention was key to our survival as a nation, I expect the Pentagon would deploy foreign info ops in that situation. That doesn't seem like a heavy lift to me.
Occam's Razor: If something is a core/essential national interest, it's reasonable to expect a government to pull out all the stops. But governments are fairly ineffectual for the most part. Everyone saw how the USG mishandled e.g. COVID, mishandled the war with Iran, yet we expect the USG to be wizards at covert propaganda? It doesn't really track. I'm sure we are doing covert propaganda here and there, and we would ramp it up in an emergency.
Anyways, if you want to point to specific content you suspect as USG propaganda, be my guest. My point is, the fact that people rarely do this seems evidence against widespread USG propaganda. "They don't point it out because the propaganda is too good" has a suspicious un-falsifiable quality to it.
"UN Security Council action" is a broad term that can include deployment of international UN-led military forces, as in the Korean War: https://en.wikipedia.org/wiki/United_Nations_Command
A few years prior to the Budapest Memorandum, the UN Security Council had authorized military action to liberate Kuwait. 42 countries participated in the coalition that drove Iraqi forces out of Kuwait: https://en.wikipedia.org/wiki/Coalition_of_the_Gulf_War
The expectation at the time was clearly more than just "we'll bring it up at the UN for dicussion". The current weaseling over the exact wording looks weak and pathetic, and has a certain flavor of propaganda that tries to convince everyone of something that's not quite true. The fact remains that the US strong-armed Ukraine out of nuclear weapons, and when Ukraine was eventually invaded, tried to strong-arm Ukraine into surrender. This reflects very poorly on the US.
The Budapest Memorandum only requires going to the Security Council if nuclear weapons are involved. There's no required action at all for non-nuclear attacks. This isn't "weaseling over the exact wording," it's just the plain language of the memorandum.
It really amazes me how much misinformation is out there about this thing. It only has six points, each one a single paragraph long. It's very quick and easy to read, yet people apparently can't be bothered to look up the actual text of the thing they're discussing.
You can argue all day about the letter versus the spirit of the Budapest memorandum, but good luck getting any other countries to give up their nukes in the future.
That's only one consequence of Trump's de-facto betrayal of Ukraine in support of his daddy figure in the Kremlin.
I have a really hard time accepting the idea that the spirit of the memorandum was that the signatories should actively defend Ukraine against non-nuclear attack, when it would have been so easy to write that explicitly.
I completely agree about no countries giving up their nukes in the future, but that's a consequence of the weak agreement, plus other actions like knocking over Iraq and Libya but not North Korea, tearing up the JCPOA with Iran, and... well, it seems like non-proliferation is mostly lip service in general.
"Russia blocks Security Council action on Ukraine"
...
"A ‘no’ vote from any one of the five permanent members of the Council stops action on any measure put before it. The body’s permanent members are: China, France, Russian Federation, the United Kingdom, and the United States."
https://news.un.org/en/story/2022/02/1112802
(emphasis mine)
This is 101-level UN stuff. If Ukrainian diplomats were unaware that Russia can veto Security Council resolutions, that means they were totally incompetent.
It's also misleading to say the US "strong-armed" Ukraine out of its nukes... it was originally Ukraine's idea to abandon nukes, and they didn't have the control codes for the nukes on their territory anyways. The US attempted influence via carrots (financial assistance), not sticks ("strong-arming").
In any case, we did far more than just bring it up at the UN for discussion. See this map from a year or two ago: https://pbs.twimg.com/media/HKNCFWPbEAA7p5g?format=jpg&name=...
Mostly, in response to US generosity, Europeans just complained that the US should give even more. Your comment illustrates this perfectly--you speak as though the US only responded via UN diplomacy, completely neglecting over one hundred billion dollars the US sent in Ukraine aid, to a country which is not even a treaty ally of ours. When Biden was president, right after he saved Ukraine's butt in the initial invasion, public opinion of the US in Europe was barely even net-positive.
The real question is why Europeans spend so much time harassing the US for Ukraine funds, and so little time harassing tight-fisted countries which are actually in Europe like Ireland, Switzerland, Austria, Spain, etc. The answer: Europe has a transatlantic philosophy that the US brings the guns and the Europeans bring the scolding. As long as Ireland/Switzerland/Austria/Spain nod along with the scolding, they are doing their part, as far as Europe is concerned.
I'm honestly not really sure what "traditional western values" have to do with where to store data. What does that even refer to—individualism? Christianity? Representation in court by lawyers? How does this intersect with the topic at hand?
Edit: c'mon people, if you're going to use such ambiguous phrases at least have the spine to clue the reader in to what you want them to refer to in this context.
Well there have been a lot.. philosopy, polis, democracy, hemlock cup, enlightenment (note the perversion of "the dark enlightenment"), modernity, the resistance (against Nazism), psychoanalysis, postmodernism and critical studies (postmodernism in the genuine sense of the philosophies/theories that you would assign that label to and not in the misguided sense of relativism as arbitrarity; basically continental philosophy, frankfurt school (e.g. adorno horkheimer, habermas) and the french (e.g. foucault, derrida, deleuze (& guattari))
Of course there were also absolutism, colonialism, the jacobines, nazism & facism, to name just a few. Part of western values, from my perspective at least, is an implicit promise, that what happened in the 20th century with facism was the darkest hour, so to speak-> never again
With all the issues in the US and generally wrong direction, I can’t remember them ever arresting people for mean tweets in the way that Germany and the UK have. They all seem to be running full speed towards a surveillance state.
> With all the issues in the US and generally wrong direction, I can’t remember them ever arresting people for mean tweets in the way that Germany and the UK have.
Then you haven't been paying attention. The constitution prevents citizens from being convicted, but that doesn't stop arrests or being turned away at the border (even for permanent residents who've lived in the US for decades), and US citizens don't seem to care, so it's cold comfort for many of us.
>and US citizens don't seem to care
I think maybe you haven't been paying attention.
Most of us do care. Trump's approval rating is pretty low at 36%, and his disapproval rating is high. Just because he's still causing chaos doesn't mean the majority of us don't care about it. There's just no legal way to remove him, and his cronies simply won't do it - there's not enough votes in congress or he would have been gone after his first or second impeachment.
https://www.npr.org/2026/06/20/nx-s1-5861764/trumps-job-appr...
I understand your point, however I don’t buy „there's just no legal way to remove him“. With so low ratings where are the daily protests against such type of government? Surely, nationwide daily protests would make elected officials reconsider their positions, given an upcoming midterm election, while there still is one.
Don’t get me wrong, I know the thousands reasons why you won’t join a protest, I’m „guilty“ myself. I just want to argue against your argument that I quoted because this puts all of us in an unhelpful victim mentality.
> Surely, nationwide daily protests would make elected officials reconsider their positions, given an upcoming midterm election, while there still is one.
Hah. When was the last time a non-violent protest yielded some kind of result by itself? Certainly never in american history.
Anyway, there are daily protests. They just aren't covered by the media. Hell, the protests for palestine never stopped... the media just never wanted to cover them.