Marcin Kliks (@vi4m) header
Marcin Kliks (@vi4m) profile picture

AI Coding Principal Engineer at @allegrotech. I'm testing local AI and coding agents, Spec Driven Development daily (Qwen, DeepSeek, OpenCode, sovereign AI)

Poznan, Greater Poland
Joined July 2009
Photo by Marcin Kliks (@vi4m)Photo by Marcin Kliks (@vi4m)Photo by Marcin Kliks (@vi4m)Photo by Marcin Kliks (@vi4m)Photo by Marcin Kliks (@vi4m)Photo by Marcin Kliks (@vi4m)Photo by Marcin Kliks (@vi4m)Photo by Marcin Kliks (@vi4m)Photo by Marcin Kliks (@vi4m)
Bambu Lab H3C. Tool Changer. Game Changer ⚡️ Yes, I’m a software engineer. I build software tools. But I also run a small craft business—3D printing, laser engraving, and making “no AI slop” T-shirts 😂💪built on Bambulab printers. My H2C already impressed all my friends and family but here it is - even faster tool changer H3C with the same precision I love Bambulab about Still not having 3d printer? 🤔You deserve the H3C teraphy for Christmas 👍 Also. It’s the best gift you can give to the developer - ability to move atoms not just electrons 🛜 - a game changer
Bambu Lab H3C launches today. Nine independent PrintTools™ that allow multiple nozzle sizes in a single print. Powered by SwapTek™, Print-to-print tool switch only takes 6 seconds. Multiple toolheads with multiple possibilities. Print, cut, draw and deboss. All on the same machine. We built this machine. Now we want to see what you make with it. -------------------------- To celebrate the launch, we're sending one H3C Combo to a maker ready for it. How to enter: • Follow @BambulabGlobal • Like + Repost with: "Bambu Lab H3C. Tool Changer. Game Changer!" • Comment: Which H3C feature impressed you the most? Winner revealed: Nov 6, 4AM EST Explore the H3C: share.bambulab.com/4yoyNdz
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Marcin Kliks retweeted
We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math. It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training. We call this Weight-Space Programming: frontier LLMs can now natively read/write neural network weights! 🧵 Blog: rikiyat.github.io/blog/weigh…
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Nic dziwnego że nas hymn zaczyna się od niezbyt optymistycznego „Jeszcze Polska nie zginęła” - skoro co 10 lat ciągle i wciąż musimy zrobic zrzutkę i ratować Polskę przed - ACTA, „troskliwymi sąsiadami” i przebranymi dziadkami-komunistami
🇵🇱 Qué grande ese pueblo polaco que, unido y entonando su himno, logró frenar un GOLPE DE ESTADO Sin disturbios, sin saqueos, y sin quemar ni una papelera. Esto debería ser un ejemplo para Occidente.
Readers added context they thought people might want to know
Misleading. The video has nothing to do with current events surrounding the Polish Constitutional Court. The footage was actually posted on YouTube on September 2026. youtube.com/shorts/77hUXl1…
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The photo published by the Polish FM is AI-generated. Many others already deleted it. What a shame, @sikorskiradek. You are a disgrace. What actually happened there? Look at the second picture.
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Dożywotni zakaz pełnienia funkcji publicznych i surowa odpowiedzialność karna. Jeśli nikt nie poniesie konsekwencji za celowe sianie dezinformacji i rozpowszechnianie zdjęć wygenerowanych przez AI bez oznaczenia to wszystkie instytucje, które mają się zajmować dezinformacją są kompletnie bezużyteczne.
To nie jest mem. To zdjęcie człowieka, który pełni funkcję Prezydenta RP jak szarpie i brutalnie odpycha sędzię Trybunału Konstytucyjnego. I po co? Aby posiedzieć godzinę w saloniku i wyjść. #DamskiBokser
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Very sad day. We were supposed to be fighting Russian disinformation, and meanwhile Poland's foreign minister @sikorskiradek is spreading fake AI-generated images. Where is @EU_Commission ? Very very dangerous for our democracy. nitter.cf/DemagogPL/status/21164…
❗️To obraz wygenerowany przez AI. ❗️ Nie jest to bezpośredni kadr z filmów przedstawiających wydarzenia z ostatniej nocy pod TK, choć jest bardzo podobny do tego, co można zobaczyć na nagraniach. 📣 Takie obrazujące wydarzenia twory AI powinny być wyraźnie oznaczone. Obraz publikował już wczoraj m.in. @BartStaszewski.
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Marcin Kliks retweeted
🚨 BREAKING: Poland’s President has made his first public appearance amid the growing political chaos engulfing the Polish citizens . “What is happening right now at Poland’s Constitutional Tribunal is nothing less than a COUP D’ÉTAT! We will never allow a tyrant to take control of our motherland. For a long time, the government has been pushing Poland towards a dangerous confrontation with Russia, and I strongly reject that direction. After failing to convince the Polish people with its agenda, it is now resorting to desperate measures, attempting to seize control of yet another public institution through illegal means. This is an outright assault on Poland’s constitutional order, sovereignty and democratic institutions. The ultimate objective is to impose EU law over Polish law, force through the EU Migration Pact and open Poland’s borders to tens of thousands, potentially hundreds of thousands, of illegal migrants. They want to destroy Poland’s position as one of Europe’s safest, most stable and prosperous nations, exposing our people to the economic hardship, social instability and chaos already experienced elsewhere in Europe. Poland must never become a country governed by foreign interests. Our sovereignty is not negotiable. We will defend our independence, our security and our future. Poland belongs to the Polish people, and we will never surrender our motherland! 🇵🇱 Tusk want to dribble Mr President like STEPH CURRY DROPS LUKA DONCIC😱☠️
😱JUST IN: Polish President Karol Nawrocki has entered the country’s Constitutional Tribunal and openly challenged the judges appointed by Donald Tusk’s camp, declaring: “You are not judges of the Constitutional Tribunal!” In a dramatic confrontation, Nawrocki stood his ground, rejecting what he considers an illegitimate attempt to take control of Poland’s highest constitutional court. His opponents have accused him of undermining the court’s independence, while his supporters see his actions as a powerful stand against political interference. 🔥 This is the elected President of Poland refusing to back down in the middle of a major constitutional standoff. Donald Tusk’s government is facing fierce resistance, and Nawrocki is making it clear that he will not quietly accept what he sees as an attempt to seize control of the country’s judiciary. STAND STRONG, MR. PRESIDENT!
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Marcin Kliks retweeted
🚨 HOLY CRAP! Right-wing Polish President Karol Nawrocki just PERSONALLY STORMED IN to the nation's highest constitutional court after Donald Tusk's group of pro-EU flunkies tried a COUP THIS, RIGHT HERE, IS A PATRIOT WHO LOVES POLAND 🇵🇱 Poland is erupting and it's not good for the enemies who refuse to respect their sovereignty. America is with Poland and President Nawrocki all the way!
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Nadchodzi adwent. Jeśli wyścig nie zwolni - zamiast otwierania czekoladek - czeka nas energency patching każdego dnia.
🚨 Fallo crítico en el kernel de Linux: se puede atacar por red, sin login y sin necesidad de ninguna acción por parte del usuario. CVE-2026-98432 
➡️ CVSS 9.8 (crítico) 
➡️ Afecta a la gestión de conexiones TCP/IPv4, el código que atiende cualquier conexión a tu servidor. 
➡️ Ubuntu marca vulnerables desde la 16.04 hasta la 26.10, también los kernels de AWS, Azure, Google Cloud y Oracle. 
➡️ La corrección todavía está «en preparación» en casi todas. Si tienes un servidor o un VPS con Linux, sigue los avisos de tu distribución y actualiza el kernel (y reinicia) en cuanto salga el parche. ubuntu.com/security/CVE-2026…
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🚨 Proszę o podawanie dalej❗ Rządowy projekt ustawy nr 3003 to jeden z największych skandali tej kadencji - minister bez zgody sądu będzie mógł zamrażać majątki osób i firm za tzw. manipulację informacyjną❗ 🤯 Przecież to jest jakaś bolszewia. To uderzenie w wolność słowa i własność prywatną. Czegoś takiego w naszym prawie jeszcze nie było! W skrócie - rząd Tuska wrzucił do Sejmu projekt o "środkach ograniczających" (druk 3003), który daje szefowi MSWiA możliwość nakładania sankcji na osoby i firmy za tzw. obcą ingerencję i manipulację informacyjną. Celem miało być wdrożenie unijnych przepisów, ale rządzący postanowili dołożyć groźne zapisy od siebie. Skutkiem może być NATYCHMIASTOWE zamrożenie środków finansowych bez uprzedniej decyzji sądu, a wniesienie skargi do sądu administracyjnego nie wstrzyma tego automatycznie! Ilość ogólnych zapisów, które można szeroko interpretować wedle uznania jest zatrważająca. Podstawą do reakcji MSWiA może być zaledwie "prawdopodobieństwo wykorzystania środków finansowych", albo jeśli coś "mogłoby być na korzyść lub w interesie innych państw objętych sankcjami". Kto ma to oceniać, weryfikować, interpretować i na jakiej podstawie? To jest legislacyjne dziadostwo. Rządzący próbują przepchnąć niejasne przepisy, które można w sposób uznaniowy wykorzystać do walki ze zwykłymi obywatelami, czy konkurencją polityczną. To jest nie do zaakceptowania. Aparat władzy nie może mieć wręcz totalitarnej siły nakładanie sankcji np. na przedsiębiorcę bez wyroku sądu, bo zanim ktoś taki przejdzie ścieżkę odwoławczą to może zostać przez kary zrujnowany. Kary jakie przewidziano to nawet 20 milionów złotych czy 12 lat więzienia. Takie możliwości dają nieprecyzyjne przepisy, które władza może wykorzystywać! Jak mentalni komuniści biorą się za ochronę zagranicznej ingerencji w polską przestrzeń, to kończy się takimi niekonstytucyjnymi potworkami legislacyjnymi, na które nie wolno się zgodzić. Zawsze będę piętnować cenzorskie zapędy i niebezpieczne gnioty legislacyjne. Apeluję do wszystkich o nagłaśnianie tej sprawy, bo rządowi Tuska chyba pomyliły się epoki!
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It’s not a video generation. It’s a world simulation
This is Genie 4, our most realistic and interactive world model yet. 🌐 Explore dynamic environments in real time to see how the scene responds, sounds, and how the people in it move, react, and speak.
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We need a different GitHub built for agents. And the GitHub creator is delivering it
Agents reinvented how we produce code. It changed our tools and half of our workflow. It’s time for the other half to catch up. Today, we’re shipping Entire: the Git forge for agent-human collaboration. We’ve built @GoEntire using Entire. Now we want to see what you'll build with it. Here’s why and what’s different. 🧵
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🚨 THE INTERNET BROKE TODAY 🚨 Oct 21, 2026 will go down in history 1. eMudhra : Private key was literally "4". 8 keys forged ANY website for 17 months. 60M+ certs at risk. 2. SBI CONFIRMED. 3,897 customers' mobile, DOB, address + loan data found on dark web. 3. Rajasthan Police 🇮🇳ALLEGED hack. Group claims 70,000 identity records + 59,460 numbers for sale. Unverified. 4. php2shell [9.2] Unauth RCE in PHP. 70% of the web. WordPress, Drupal, Laravel. CISA: Patch or GO OFFLINE. 5. GitLab [10.0/10] PERFECT SCORE. Unauth RCE, no login needed. 6. Node.js [CVE-2026-111497] Brotli decoder RCE + TLS bypass. 10 CVEs patched today. Also blocked eMudhra. 7. Railway BREACHED TODAY. Env variables decrypted. Your API keys & DB passwords exposed. Rotate all. 8. OpenCode BREACHED. OpenAI, Anthropic, Google API keys exposed for Console users. Distillation attack. Bills run up in $$$$. 9. LiteLLM PyPI v1.107.0 was MALWARE today morning. Steals credentials + backdoor. 10. Plex2Shell ACTIVELY EXPLOITED. Hackers installing cryptominers LIVE. CISA KEV, deadline Oct 23. AI found the bugs. AI is exploiting them. Humans can't patch fast enough. Patch. Rotate. Revoke. Update. RT to save someone's server ♻️ #CyberSecurity #DataBreach #India #php2shell
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Marcin Kliks retweeted
So basically, today PHP got two critical bugs that let anyone run code on your server without even logging in, which is bad, and then the details leaked before the patch was even out, which is worse, and it works on WordPress and MediaWiki and Magento and Joomla and Laravel, and Censys says like 1.5 million servers are running a version with no fix, so the NSA was like "take your system offline," and the FBI was like "take your system offline," and CISA and the UK and CERT-EU were all like "take your system offline," and then the Prime Minister of Japan, the actual Prime Minister, posted at 5:55 in the morning telling 48.8 million people to take their system offline, so everyone took their system offline, like the Dutch cybersecurity agency took its own website offline, and the Dutch parliament went offline, and the Port of Rotterdam went offline, and Finland and France and Denmark started pulling government sites, and Wikipedia went down, and Archive.org went down, and Asana and GOG and Something Awful went down, and the University of Vienna's webmail went down for some reason, and that's just PHP. Because GitLab also dropped a CVSS 10.0, which is the highest score they give out, for a bug that's been there since 2014, so that's every self-hosted GitLab for twelve years, and then LiteLLM 1.107.0 got hijacked and shipped a credential stealer and a remote access trojan in every single wheel and the Docker images, including latest, and you didn't even have to import it, just installing it was enough, and it's the second time this year, and then Railway paused every deployment on the entire platform because someone got into the environment variables, so now everyone has to rotate every secret they've ever stored there, and TiDB Cloud said someone was walking around inside with stolen credentials for basically a month and an extortion group says they took 10.6 terabytes, and Zeabur got breached for the second time in two months and is just shutting down, like the whole company, and Node.js patched remote code execution and a TLS bypass, and CISA says Plex is being actively exploited, and someone took over 300 Tor exit relays to steal SSH passwords, and SafePay ransomware has hit over 600 critical infrastructure orgs, and India's biggest bank filed a data loss incident, and Japan has been in an official state of emergency in cyberspace since October 9, which honestly explains the 5:55 AM post. Oh, and eMudhra, a certificate authority that's issued over 60 million certificates, whose entire job is proving websites are who they say they are, was supposed to be using private keys that are random numbers over a hundred digits long, and one of them was 4. Just 4. And the others were like 66 and 237. Anyway, it's Wednesday.
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Super proud of my country - a country with values 💪
🇵🇱 Okay my final Poland video because we're leaving soon! It was really fun and we had a great time I liked Warsaw most to be honest, a very modern city, a bit like East Asia in terms of modernity, with rapid delivery services and apps, everything just works great and fast I'm not saying it's perfect btw, there's moments where you still realize it's Eastern Europe (or as they'd like to call it Central Europe) but then the difference is they generally solve problems fast and pragmatically Many shops you go will actually have a long line at the checkout, annoying, but usually there's a second checkout but it's closed That's because Poland too has a big labor shortage, one of the lowest fertility rates in Europe, so they too kinda have to import people, but they choose to import them from Ukraine and Belarus (and some South Asians actually too) But wait, so that checkout line is closed yes? I'm so used to Portugal where there is zero incentive to then open another checkout counter but in Poland usually within a few minutes they notice it's busy and open another counter. I know, basic stuff but hard to come by these days. They're fast and pragmatic Ordering flowers for my gf was easy, the flower shop has an IG (but I don't) so I msg them over Whatsapp, they immediately respond, give me some options, I say what I want, address, payment link with Stripe (!) and done delivered at my hotel by a nice guy. All soooo smooth. Fast response, friendly people. Things just work here! Poland has done a great job keeping bad immigrants out while bring good immigrants in. The Ukrainians and Belarussians are neighbors and their cultures overlap strongly with Poland. So they fit in easily. Same cultures, same religions, same routines etc. for the most part A young Polish Uber driver I talked to said to him Krakow (his city) looks just like Lviv in Ukraine, so it's easy for Ukranians in Poland to integrate There's a lot of police presence in places, and military vehicles also (probably cause of the Ukraine war), the security at the Warsaw Airport is not done by some 5 layer outsourced company with staff that hates you, but by friendly people from the Polish Border Guard (Straż Graniczna) wearing military uniforms Warsaw has lots of skyscrapers now, and actually the tallest in Europe now at 310 meters is the Varso Tower, crazy! Poland is a booming economy and growing fast. When you're growing of course it's easy to make things go well. I'd say it's important for Poland to look ahead carefully and don't make the same mistakes that Western Europe did when everything was going well and we were very rich We became complacent, stagnant, added regulatory burdens, became overly obsessed with climate change and the environment, and imported the lowest quality tier of people from cultures that hate our guys and are diametrically opposed to Western culture That last part is especially interesting considering Poland's history, where 6 million (!) or 20% of the country was ruthlessly murdered in World War II I think that gives them the power to not have to be politically correct about immigration like Germany, because Poland after all was the victim, while Germany then was the purpetreyor. Which is why Germany does have to be so politically correct about it, due to extreme historical guilt You walk on the streets of Poland in the day and at night and you see the difference what sane policy does to daily life We're all dealing with the echoes of history So my message to my Polish friends: don't make the same mistakes Western Europe did and you will soon be the richest, safest, most modern country in Europe and hopefully then have the power to be the new leader of Europe And maybe you can then save Europe as a whole!! Niech żyje Polska! 🇵🇱
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Last night, a swarm of Opus 5.5 agents working for 9 hours and burning 254.2 million output tokens were able to fully reverse engineer and decompile the Linux source code Full source archive available here kernel.org Grab it before they take it down
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The worst part is that the sources are not take down by GitHub yet
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Marcin Kliks retweeted
Un investigador de Anthropic acaba de decirle a una sala llena de doctorandos que su plan de carrera ya no existe. La charla se titula "El fin del Antropoceno" y los datos son brutales: → El cómputo para entrenar modelos se multiplicó por 10 millones en la última década → La duración de las tareas que una IA completa sola se duplica cada pocos meses → Desde hace 7 meses los modelos resuelven problemas abiertos de Erdős que los matemáticos no habían logrado cerrar → En San Francisco, tener "timelines largos" significa pensar que la AGI llega en 10 años Su proyección: el cómputo de 2030 será 10.000 veces mayor que el de 2025. Todavía estamos al principio de la exponencial. Sus 3 consejos para los estudiantes: 1. Usa la IA cada día. Si estás sobre la exponencial, nunca te quedas atrás de ella. 2. Elige proyectos que mejoren cuando el cómputo escala. El resto quedará resuelto antes de que los termines. 3. Deja de planificar tu carrera como si fuera estable. La opción segura ya no compra seguridad, ya no existe. Y una frase que resume todo: "Escribir es pensar. Si externalizas tu escritura, externalizas tu pensamiento." La charla completa aquí ⬇️
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Marcin Kliks retweeted
basal-omni 🇵🇱 - TOP1 🤩🤩🤩 🌍 na świecie w modelach otwartych oraz TOP2 wśród zamkniętych i otwartych Wg niezależnego benchmarku modeli system-one gdzie testowane są wszystkjie modele na świecie - JevBench (link do bencha w pierwszym wpisie). Czyli można? Można! Polskie AI 🇵🇱 basal wyprzedził model OpenAI, Microsoft oraz pierwowzór z TypeSafe (jev). Thank you, @airesearch12 , for the independent evaluation on JevBench.
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🚨BREAKING: The European Union has held an emergency meeting this morning to brainstorm ideas on how to implement an air tax and regulate flying cars
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