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who would want to go to war with nato ?

> china ? why ? they just want taiwan

> russia ? lol, they can't even manage Ukraine ( with our aid )

> iran ? why ? they just want to kill you know who

This is just a fearmongering article.


> russia ? lol, they can't even manage Ukraine ( with our aid )

And that's why they want to attack Europe. They hope that it will either cause eu to stop supporting Ukraine or at least that it will give them good negotiation position (e.g. we'll stop attacking baltic countries but Ukraine has to let go of their territory).


if they end up attacking Nato, I think we would just go until boots are in Moscow. our tech is better and we have more men ( we dont need North Koreans to fight)

If our boots get anywhere near Moscow we get nuked.

That's the issue, a belligerent neighbor that permanently sabotages you but which you can't ever get too close to losing.


More like America going to war with NATO at this point

The US lacks the political will for a war with NATO, I'm speaking of the soldiers and citizens. The worst case for NATO is US withdrawal and explicit or tacit support of NATO enemies. Some soldiers would blindly follow orders to march on Europe, but we can't even win a war against Iran right now so I'm not sure how much Europe has to worry about a US invasion. Canada, maybe, but that's probably even more unpopular in the US than invading Europe.

And it'd also be the end, economically, for the US. We'd be hosed, that isn't to say current leadership wouldn't try and end up fucking us all over, but the effect would be another loss for the US.


I'm happy you have that confidence, I think it would only take 1 generation of conditioning to get us to centralized autocratic rule. It won't be trump in power, it'll be Vance or someone else less popular but smarter.

Russia has been probing NATO for several years now. NATO is a paper tiger that seems to be content to do nothing. As long as the probing is in the lesser members: the Baltics, Romania.

When (likely not if) Russia decides to attack the Baltics, NATO will just shrug and send a strongly worded memo.


Probes are not worth going to war for. Russian boots on Baltic grounds would be.

Some years back when a Russian jet breached Turkish airspace just for a few seconds, it was shot down.

Now it's nothing but strongly worded thoughts and prayers


Were any of these 'probes' actual territorial threats? Cause if not what you're calling a paper tiger is just a cool head.

An actual confrontation would probably go like the battle of Khasham.


At the time when the jet violated Turkish airspace it wasn't a territorial threat either. Strangely enough no jet has violated Turkish airspace since (but a few drones have landed in Turkey during the war in Ukraine).

Meanwhile Russian drones, cruise missiles (!) and planes violate NATO airspace almost daily it seems. And are being launched from within NATO arispace quite frequently (see Germany).

And no, the drones are not the "Amazon delivery drones".

E.g on September 8 Geran-4 flew 120 km unopposed through Romanian airspace, took a leisurly turn above a small town with population of ~20k people, and then flew back, eventually crashing in Moldova.

No big deal.


So not a territorial threat. You just wish NATO were big and powerful like... Turkey.

Turkey is in NATO. And had no issues downing a military Russian jet that entered its airspace for a few seconds.

Meanwhile Russian military jets violate NATO airspace in the Baltics. Russian Geran drones leisurely cruise in NATO airspace.

And nothing happens. Not even when a drone strikes a residential building.

Oh, I guess "it's just Romania who cares". It's also in NATO.


The US is in NATO. Iran isn't being bombed by NATO.

> 7 day battery life Been using the fitbit air since day 1 and it never died on me. Charge it when I shower. The only issue is the fabric strap is getting dirty, and the sensor gets a bit dirty (dead skin, etc.) compared to an Apple Watch.

Other than that, it's spectacular, and now with Apple Health, it's on par if not better than the Apple Watch. apple health only synced to the 4-5 of July, though. :/



Half OT:

Why do the cache hit rates seem to vary so much between harnesses?

I use pi, which is very minimalist, and I get a hit rate of ~99%. Paying like $1 a day for Flash. Yet, the hit rate mentioned on OpenRouter is only ~79%.


Yes hit rate does vary by harness and by how you use the harness. If you use subagents, for instance, they will start with a whole new context created by the main agent, and this will not be cached. If you mostly use the main agent with Pi, you’ll have high hit rates and low costs. Sometimes agents do “cache busting” things where they’ll move around some of the text in the context to try to keep old instructions from being forgotten, thus keeping the agent on task, and this will bust the cache. I’ve heard, but not validated myself, that Open Code has some issues with this.

BTW, this is one of the things that I really like about Pi. It’s very simple and thus very predictable.


Some harness (cc) injects system messages in the middle, this kills the cache as the model provider moves the system to the top and concatenate them together. Use homemade proxy, you will get same 99% hot rate with even cc.


Am I parsing the providers correctly that if I want a US-based zdr provider that offers the best price and performance that is currently Cloudflare and no longer Fireworks (which is that it was with the previous version)?

What am I missing?


I don't like this, but I understand it. I've contributed to the LB project several times, and I have made friends IRL with people who have also contributed to the project. ( we are now friends at uni ) It feels like a stepback because instead of 30-45 contributors every month, you have 15...

i feel like there should be a way to trust a PR ID verification or in-person verification at FOSDEM/DEFCON/Chaos Communication Congress,UNI's, for example.


> i feel like there should be a way to trust a PR ID verification or in-person verification at FOSDEM/DEFCON/Chaos Communication Congress,UNI's, for example.

They probably could do that as part of the hiring process.


The HAI is also funded with money from OpenAI, Antropic, and other big tech corporations. I don't know what you are trying to prove.


I’m quite certain that a few months ago, some problems were claimed to be solved by AI. However, those claims were actually false and were exactly that, solved erdos problems that were not marked as solved and the solution was "found" by AI.

edit: >> https://techcrunch.com/2025/10/19/openais-embarrassing-math/


The corollary is that this is a very valuable capability of AI!

The ability to find incredibly obscure facts and recall them to solve "officially unsolved" problems in minutes is like Google Search on steroids. In some sense, it is one core component of "deep expertise", and humans rely on the same methodology regularly to solve "hard" problems. Many mathematicians have said that they all just use a "bag of tricks" they've picked up and apply them to problems to see if they work. The LLMs have a huge bag of very obscure tricks, and are starting to reach the point that they can effectively apply them also.

I suspect the threshold of AGI will be crossed when the AIs can invent novel "tricks" on their own, and memorise their own new approach for future use without explicitly having to have their weights updated with "offline" training runs.


> The corollary is that this is a very valuable capability of AI

I agree.

Although I don't think the current AI training method will be able to do AGI etc. (I agree with Yann LeCun's POV)

Being young, I don't know how I feel about the philosophical idea of AGI.


Only bought monero for mullvad, it's the only crypto i would ever use.


In the same vein, https://512kb.club/ is a user-submitted website that features content under 512 KB in size! (blogs, news, etc.)


Because for these investors the opportunity cost of this is higher than other startups.

I agree with you; there should be more diversity in investments in EU startups, but ¯\_(ツ)_/¯ not my money.


all talks are recorded. so you can watch it live or on replay. Talks are free to attend; they are @ ULB campus in Brussels. 31st of jan - 1 of feb.


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