Dawid Rutkowski

This is unfortunately a highly skewed interpretation... Reducing the current Polish-Ukrainian crisis to MAGA, Trumpism, the far right or electoral politics misses the central issue. The real turning point was President Zelensky’s decision to name a Ukrainian military unit after the “Heroes of the UPA”. That single decision inflicted more political damage on support for Ukraine in Poland than anything Vladimir Putin had managed to achieve in four years of war. Nor is this only a Polish sensitivity. The European Parliament reached the same conclusion as early as 2010, when it deeply deplored President Viktor Yushchenko’s decision to award Stepan Bandera the title of “Hero of Ukraine”, explicitly recalling the OUN’s collaboration with Nazi Germany and expressing the hope that Ukraine would remain committed to European values. For Poles, the issue goes even further. The same political tradition is associated not only with collaboration with the Third Reich but also with the mass murder of tens of thousands of Polish civilians by the OUN-UPA. It is hardly surprising that many Poles saw Zelensky’s decision as incompatible with the spirit of the extraordinary solidarity Poland has shown Ukraine since 2022. What makes this particularly striking is that it was an entirely unforced error. For nearly three weeks, the Polish side sought a quiet solution. Multiple channels were used, including former President Aleksander Kwaśniewski - arguably the person who did more than anyone else to build modern Polish-Ukrainian reconciliation. Imagine Donald Trump asking Barack Obama to help defuse a diplomatic crisis. That is how unusual this effort was. Yet Kyiv chose confrontation over correction. Instead of quietly reversing an unforced error, it allowed it to escalate into the deepest political crisis in Polish-Ukrainian relations since Russia’s full-scale invasion. That is the story worth analysing - not MAGA.

Alors deux minutes d’explications : 1. Les modèles à poids ouverts sont protégés par la norme safetensors : par définition ils n’embarquent pas de code. Jamais vu un cas de backdoor. 2. L’alignement est reprogrammable avec un peu de RL/SFT. Mais bon ça fait des années que j’encourage la fonction publique à développer leur capacités d’entraînement de modèle, sans résultat.

So true..

@zanoga Genius!

Finally finished building my AI datacenter! 🚀 32x3090s across 4 servers (8 GPUs each), all connected over InfiniBand. The whole setup is solar-powered with a massive battery bank and generator backup. More technical details and benchmarks coming soon.

@TheAhmadOsman What’s your experience combining GPUs of the same architecture but different VRAM sizes?

Why do I focus on Inference Engines/Software Stacks for your hardware? - 2x RTX 3090s: ~14.5 tok/s → ~64 tok/s moving to vLLM w/ TP=2 - RTX PRO 6000: ~32 tok/s → ~110 tok/s moving to Sglang So: - CUDA/2+ GPUs: ExLlamaV3/vLLM/Sglang > llama.cpp - Edge: llama.cpp > Ollama

@Linahuaa Great display of tenacity. Nothing short of inspiring tbh.

How my parents went from dishwashers to millionaires in Germany >Came to Berlin in early 2000s >Did part-time jobs in Viet restaurants while studying >Learned how to cook all the Viet/Thai stuff, but even better (high IQ/mom has hustle mindset) >Became valued assets in the community because their cooking could carry random unnamed Viet-owned restaurants >Decided that grinding 80h in Viet restaurants as star players is better than German job or returning to China >Saved ultra aggressively. >Parked me in China with the grandparents for first 4 years >Told me to go out playing to save electricity >Wearing thick clothes indoors to save heating >Told me to come to their workplaces to eat (two different restaurants so decent variety) and do homework >Basically we were just at home to sleep and shower >Invested savings in real estate in China and Germany very aggressively (3-5x multiplicator on their savings) >Mom got obsessed with evaluating real estate and flipping >Pivoted into premium/luxury real estate agents selling houses to rich Viet restaurant owners >Makes $100K++ per sale >Started living more flashy lives to not lose face to rich Viets >Now spend about $200K per year just on groceries, golf, business class travel, clothes. >But they still make less money than me, thus consider me the head of the family.

HR forced me to hire a junior systems administrator last week. He's 23 years old and showed up on day 1 carrying a physical notebook. He spent his first morning looking at our backend and realized my automation scripts were written in 2008. He asked me why we're running deprecated code that relies on an unpatched version of Windows 7. I told him we employ a strategy of chronological obfuscation. I explained that modern malware is designed to attack modern architecture. By keeping our infrastructure trapped in the Bush administration, we're immune to zero-day exploits. You can't hack what you can't interface with. He looked at me like I was insane and asked about data compliance. I leaned back in my chair and whispered the phrase "asynchronous legacy tunneling". He immediately closed his notebook and apologized for questioning my vision. I spent the rest of the afternoon watching a 4-hour documentary about the Roman Empire at my desk. Next week I'm going to make him untangle category 5 cables for character development.

If you are asking “Why push back against anti-datacenter efforts?” I consider it a tragedy that anti-nuclear efforts largely strangled nuclear power in the US based on vibes, and I don’t want to see that happen to AI. Public opinion matters, and it shouldn’t be ceded unchallenged. If you are asking “Why should I support AI efforts at all?” I believe we are in the midst of a transition more vibrant than the industrial revolution. Opinions formed a couple of years ago about the uselessness of AI are no longer valid. Millions of people and organizations are getting great returns from using it, and the demand for data centers is the market responding to the value signal. That is how progress is made!

This is what happens when you plug LLMs into voice assistants, instead of a decade of handwritten rules. This video dissects Voxtral (a family of OSS speech models) and the foundational work behind it (audio tokenization, semantic/acoustic disaggregation, etc). Thank you @MistralAI for your collaboration and for your detailed technical reports in an increasingly opaque industry! 00:00 Intro 01:03 Modular vs end-to-end speech models 03:30 Speech-to-Text 06:07 Delayed Streams Modeling (DSM) 09:41 Whisper Streaming 10:33 Voxtral Realtime 13:07 Voxtral Text-to-Speech 14:28 Throwback: WaveNet 15:24 Audio tokenization 20:39 The Voxtral Codec 21:49 Back to Voxtral TTS 25:30 Outro

a lot of you would benefit from doing less and thinking more

@Kristinawong @Zer0Dark7777 @Newsweek Indeed!

@Zer0Dark7777 @Newsweek Thank you. Definitely necessary context!

Poland has stripped Zelensky of their country's highest honor after he named a military unit after the Ukrainian Insurgent Army. #Echobox=1781965253" target="_blank" rel="nofollow noopener">newsweek.com/zelensky-polan…

Niech świat dowie się o Wołyniu.

prediction: US frontier models costs become too expensive for businesses in the US. Chinese models are great for the job and can be served for fraction of the price. Companies discover they can rent compute and get 10x saving over open weight chinese model serving on US based inference providers. Every companies has an 8xB200 or 8xMI300x. They discover costs are correlated with how good the inference engine they are using is and end up converging on paying inference/kernel engineers a ton to optimize model shapes and configs for their specific needs, alongside spec decoding (dflash/mtp) model training for specific engineer token traces. How I might try to profit off of this seemingly wild prediction: Build a crap ton of RL envs and inference optimization / kernel engineering RL infra to hyperspecialize small models at these type of technical tasks and use those small models to help me take up a order of magnitude or two more clients than I would be able to right now from this moat. Ofc hire someone to take care of sales/biz side of things since I don't like. please criticize this ruthlessly

Decyzja Prezydenta @NawrockiKn o odebraniu @ZelenskyyUa Orderu Orła Białego oraz fala zwracania polskich odznaczeń przez ukraińską wierchuszkę uwypukliła kilka gorzkich prawd, które coraz szerzej dostrzega nie tylko polskie społeczeństwo, ale także opinia międzynarodowa: 1. Ukraińcy i Rosjanie to dwie strony tego samego medalu. Oba narody należą do tego samego, wschodniosłowiańskiego kręgu kulturowego. Tam, gdzie my widzimy gest dobrej woli i pomocy, oni dostrzegają jedynie słabość, którą można wykorzystać. Traktowanie Polski po latach ogromnego wsparcia jest tego najlepszym dowodem. 2. Zasada „wróg mojego wroga jest moim przyjacielem” to niebezpieczna iluzja. Fakt, że Ukraina walczy z Rosją – jednym z największych historycznych wrogów Polski – nie czyni jej automatycznie naszym sojusznikiem ani przyjacielem. Przypomnijmy: Związek Radziecki też był wrogiem III Rzeszy. Czy ktokolwiek uważa dziś, że Stalin był przez to naszym przyjacielem? (pytanie retoryczne) 3. Ukraińska polityka wobec sojuszników jest skrajnie transakcyjna i pozbawiona wdzięczności. W relacjach z Polską ma ona charakter wręcz pasożytniczy. Kijów ma nieskończone oczekiwania i żądania, ale nie oferuje prawie nic w zamian. Mimo miliardów złotych polskiego wsparcia, władze ukraińskie prócz kilku wyjątków, nadal utrudniają ekshumacje i godne pochówki dziesiątek tysięcy polskich ofiar OUN-UPA. 4. Ukraina coraz głębiej pogrąża się w kulturowej i ideologicznej nazyfikacji. Zbrodniarze i ideolodzy ukraińskiego integralnego nacjonalizmu są wynoszeni na ołtarze – stawia się im pomniki, nadaje imiona jednostkom wojskowym i gloryfikuje ich w oficjalnym przekazie. W ukraińskiej armii powszechnie pojawiają się symbole III Rzeszy: swastyki, Totenkopf, hitlerowskie orły czy runy SS. Oczywiście Ukraińcy jako suwerenny naród mają pełne prawo do własnych wyborów historycznych i politycznych. Muszą jednak liczyć się z konsekwencjami tych decyzji. Polska z kolei ma moralny i państwowy obowiązek reagować na nie adekwatnie i symetrycznie. Jeżeli Ukraina nie zrewiduje swojego stosunku do zbrodniczej spuścizny OUN-UPA oraz gloryfikacji integralnego nacjonalizmu, będzie się coraz bardziej oddalać od standardów cywilizacji europejskiej. W konsekwencji musi zacząć poważnie liczyć się z międzynarodową izolacją. Wyobraźmy sobie hipotetycznie, co by się stało, gdyby Niemcy nazwali jeden z centralnych placów Berlina imieniem Adolfa Hitlera lub wystawili mu pomnik. Światowa reakcja byłaby natychmiastowa i miażdżąca. Dlaczego wobec Ukrainy miałyby obowiązywać inne standardy?

@Newsweek (Tens of thousands of Poles)

@Newsweek *Army that massacred thousands of Poles

@TheAhmadOsman It’d truly exciting but I’m worrying about the growing need for compute. GPU’s are becoming more scarce by the day!

Imagine what we’ll have by October now that we’ve had Kimi K2.7 and GLM 5.2 in the first half of 2026

DROP EVERYTHING The bible for running LLMs locally is now available online to read for free Covers what to use on - Laptop / edge / odd hardware - Mac-first workflows - Single RTX GPUs - 2-4+ NVIDIA / CUDA GPUs - General production serving - Long-context / MoE / routing - NVIDIA max performance - Cluster orchestration Software - llama.cpp - MLX / MLX-LM - ExLlamaV2 - ExLlamaV3 - vLLM - SGLang - TensorRT-LLM - NVIDIA Dynamo You should read this, and if you cannot now then you most definitely wanna bookmark it for later Local AI FTW

@rshereme Hańbiące to jest honorowanie "bohaterów" nabijających dzieci na płoty i piłujących piłami kobiety w ciąży