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Blokees Transformers Defender Version 06 – Brutal Fang is here. Every character packs legendary presence and undeniable impact. Brutal Fang brings its own unique aura, leveling up any collection instantly! #Blokees #Transformers #BlokeesTransformers #BlokeesModelkits

14,479 görüntüleme • 7 ay önce •via X (Twitter)

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This is probably the most entertaining way to understand one of AI’s hardest AI debates. Transformer vs Post-Transformer, argued by leading researchers, inside a real physical boxing ring. Both technically deep and genuinely entertaining. I was glued for the entire 1 hour 20 minutes. So many super cool points to learn. 🥊 Transformers - Transformers still own the present because they work at scale. They are simple, trainable, hardware-friendly, and already power the strongest AI systems we use today. - The Transformer is basically a memory machine. It stores information as keys and values, then uses attention to pull back the most useful parts when answering. - The real Transformer advantage is not just “attention.” The bigger advantage is that it fits modern hardware extremely well, so it can process huge batches of tokens fast. - Scaling is still the brutal rule. If you give Transformers more compute, more data, and more parameters, they usually keep getting better. Any Post-Transformer architecture has to scale just as well, or better. - It is not enough to look clever on small tests, because the real question is whether it improves faster than Transformers when scaled up. - A replacement cannot be slightly better. Because the whole AI stack is already built around Transformers, the next architecture may need to be around 10x better to force everyone to switch. - Transformers are powerful, but they may be brute force. A human does not need to read the entire internet many times to become smart, but current LLMs need enormous data and compute. 🥊 Post-Transformer - Post-Transformer people are not saying Transformers are bad. They are saying Transformers may be the best current tool, not the final form of machine intelligence. - The biggest Post-Transformer target is native reasoning and continual learning. Today’s LLM reasoning often feels like text-based step-by-step work added on top, instead of thinking happening naturally inside the model. - Latent reasoning is one possible next step. That means the model reasons inside its own hidden internal space, instead of writing every thought out as words. - Continual learning is still a major weakness. Humans keep learning from experience, but most Transformer-based models are trained, frozen, and then only adapt inside the prompt. - Long context is not the same as real memory. A model can read a huge prompt, but that is different from building a life history, learning from mistakes, and updating beliefs over time. - The future may be hybrid, not a clean replacement. Transformers may stay as 1 building block while newer systems add better memory, better reasoning, and better learning loops. - The most interesting possibility is that Transformers may help discover their own successor. AI agents are already getting better at research and coding, so the next architecture may come from AI-assisted architecture search. ------- - Benchmarks are a problem. Many public benchmarks are easy to game, so they may show leaderboard strength without proving deeper intelligence. - Perplexity is still probably a great metric to evaluate frontier models,, because it tests prediction quality. --- Overall, Transformers continue to dominate, but the frontier is clearly widening. Pathway’s BDH (Dragon Hatchling — brain-inspired reasoning architecture), Sakana AI’s CTMs (Continuous Thought Machines — models that think over time), and Liquid AI’s LFMs (Liquid Foundation Models — efficient multimodal foundation models) - all of these show how the frontier is expanding. --- From “Pathway (pathway[.]com)” Youtube channel (link in comment) Zuzanna Stamirowska

Rohan Paul

89,110 görüntüleme • 2 ay önce

Nigeria has been taking action South Africa! Chad's deportation of Nigerians was a wake-up call. In April 2026, Chadian authorities rounded up hundreds of Nigerians, many of whom had sought refuge from Boko Haram, and deported them . They were told, "All Nigerian refugees are Boko Haram and should leave your country" . This is the brutal reality of regional migration when your own government cannot protect you from insurgency, your neighbours will treat you as the enemy. But Nigeria is also acting on its own borders. In April 2026, the Nigeria Immigration Service arrested 107 foreign nationals in Adamawa State including 77 Cameroonians, 21 Nigeriens, 6 Burkinabe, and 3 Chadians for illegal residence and suspected involvement in job scams . Ogun State also arrested 70 foreigners from Niger, Chad, and Sudan, who could not explain their presence or even speak English . The government has made it clear: they will be deported through proper immigration channels . In 2024 alone, Nigeria deported 828 illegal immigrants, primarily from Chad, Niger, Benin, and Cameroon . The NIS estimates that 300,000 illegal immigrants are currently in the country . Nigeria is finally treating this as a security crisis because porous borders have allowed smuggling, human trafficking, and even insurgency movements to flourish . Academic research has linked the spread of Boko Haram directly to the influx of migrants from Niger and Chad . Nigeria is doing exactly what South Africa is being condemned for. They are deporting illegal immigrants. They are securing their borders. And they are calling it a security threat because it is. But in South Africa it’s called xenophobia. Every sovereign nation has the right to protect its people. Nigeria is exercising that right. South Africa must do the same. We are not xenophobic. We are simply doing what Nigeria and every other nation does. Our leaders house don’t have the balls to acknowledge it 🇿🇦✊🏾

Musa Ronalds

10,384 görüntüleme • 26 gün önce

[Seoul Economy] 'His face tells a story and is a public welfare benefit'… BTS V enchants Paris with his unmatched presence. V captivated Paris, France, once again showcasing why he is regarded as a fashion icon. On June 28, V made a surprise appearance at the world-renowned brand Celine's Spring/Summer 2027 Men's Collection show held in Paris, France. This collection marked the first men's collection presented by Celine's new creative director, Michael Rider, making it an event that had already attracted tremendous attention from the global fashion industry even before its unveiling. The event was attended by numerous world-famous celebrities, including music producer Mark Ronson and legendary pop star Grace Jones, becoming a major talking point. Among them, V, Celine's global ambassador, radiated an unmatched aura and undoubtedly heated up the atmosphere at the venue. Having consistently embodied Celine's minimalist and understated luxury aesthetic, V once again fully demonstrated his own distinctive sense of style at this show. In particular, he appeared wearing a look from the Spring/Summer 2027 Men's Collection that was being revealed to the public for the very first time, drawing an endless barrage of camera flashes from the press. He completed his signature refined styling by layering a striking red shirt with a muted red jacket, paired with generously cut, relaxed-fit trousers. With his irreplaceable visuals and captivating attitude, he reinterpreted the brand's sophisticated aesthetic in a way that transcends trends, earning generous praise from those at the venue and from the global fashion industry alike. As Celine's global ambassador, V has continued to maintain a strong partnership with the brand by consistently participating in various global projects and official events. Even after completing his military service, he continues to impress with his unchanged visuals and even greater sense of maturity, leading not only popular culture but also global fashion trends in real time. Once again, he has proven his immense influence as a global icon whose impact extends beyond music into fashion and culture as a whole. After setting Paris abuzz and once again redefining legendary visuals, BTS V is expected to continue his diverse global activities on the world stage. That was the latest news on singer V. ( V FOR CELINE FASHION SHOW TAEHYUNG TAEHYUNG #TAEHYUNGxCELINE #CELINESS27 #VxCelineSS27 CELINE

Taehyung Naver

37,057 görüntüleme • 25 gün önce

Ghost of Yotei: Legends releases March 10th on PS5 - first gameplay details. ▫️ Three mission types with up to 4 player co-op - Survival, Story, and Raid (coming in April) ▫️ Four classes including Samurai, Archer, Mercenary, and Shinobi ▫️ Fight to control territory on each map ▫️ Each map will have its own unique Curses and Blessings. Earn Blessings while you control a location, earn Curses when you lose control. ▫️ Story mode allows you to tackle up to 12 missions in 2 player co-op ▫️ Every three missions, you'll unlock an incursion which is a large 4 player assault on a Yotei Six stronghold, culminating in a boss fight against a giant version of the Spider, the Oni, the Kitsune, or the Snake ▫️ Earn unique armor cosmetics as you complete challenges ▫️ All classes can use a katana and a ranged weapon, however each excels with different weapons ▫️ Samurai can wield the odachi and has the widest range of weapon types ▫️ Archer can use the Spear and carry an additional ranged weapon ▫️ Mercenary can use the dual katana with a wide variety of utility ▫️ Shinobi can use the Kusarigama with a wealth of stealth abilities ▫️ Earn Legendary weapons and gear as you take on higher difficulties ▫️ Photo Mode confirmed for Legends mode ▫️ New lobby lets you practice combat and archery, challenge your friends to a game of Zeni Hajiki or Bamboo Strike ▫️ Releashing March 10th on PS5, free for all owners of Ghost of Yotei #GhostofYotei #PS5

KAMI

342,126 görüntüleme • 5 ay önce

Litecoin should not still be here. It launched in 2011, watched thousands of flashier coins promise to replace it, and quietly buried almost all of them. The survivor everyone wrote off is about to do the one thing nobody expected. In this conversation, Roc and Aztec of LitVM walk through a major expansion that finally brings smart contracts to one of crypto's oldest names. Their argument is that the recent downturns, which they attribute to predatory shorting, are masking a quieter trend, with capital steadily rotating back into proven legacy assets that have already weathered more than a decade of cycles. The project itself is a purpose-built layer-two (L2) modular stack that brings Ethereum Virtual Machine compatibility natively to Litecoin. They point out that while the major chains support dozens of layer twos, LitVM is the only one building on Litecoin, using zero-knowledge cryptography to let users launch smart contracts and real-world assets trustlessly. Here is the part that should make you pay attention. With no airdrop incentives dangled in front of anyone, the testnet has already crossed 40 million transactions and 3 million unique active wallets, which means people are showing up for the technology rather than a payout. Roc and Aztec explain what that signals, and why they believe the oldest survivor in crypto might be the one writing its most important chapter yet... LitVM Disclaimer: This content was produced in collaboration with the other party and is intended for informational purposes only. It does not constitute financial or investment advice. Always conduct your own research before making any decisions. 00:00 Mario Nawfal, Roc, and Aztec break down the current market cycle and the reasons capital is returning to legacy chains. 04:40 The founders address crypto's narrative crisis and why sovereign networks are essential against financial weaponization. 13:51 The discussion shifts to LitVM and how it delivers smart contract and EVM functionality directly to the Litecoin network. 23:14 The team elaborates on LitVM's position as Litecoin's exclusive layer two and their community-driven distribution strategy. 35:48 The founders reveal strong organic testnet numbers before Mario closes out the session.

Mario Nawfal

450,733 görüntüleme • 1 ay önce

Since this disingenuously cropped clip of Vladimir Putin continues to be shared, here is Putin's ACTUAL reply. Read/listen to the extended reply which the clickbaiters cut out. You can go on and debate and hypothesize based on what he said, but you should at least have the chance to hear it, not the clickbait version. ACTUAL Question: "In Western media, there are reports saying the following, and I leave the opportunity for you to to comment on that: The Iran war is a good thing for Russia. A) oil is is up. B) the West has one more problem on its table to to take care of. And three) Ukraine is on the back burner. So, all the news is on Iran rather than Ukraine. How do you comment on that? And what do you say for those who are saying that you, Russia, is unreliable because it did not step up for Iran?" ACTUAL REPLY FROM PUTIN: “Those who promote such narrative about Russia not being a reliable are provocators, they provoke the situation and this won't help them, they won't reach their goals. Every conflict is unlike any other conflict just on the surface. But as the former minister of defense rightfully stated and the theoretician on military conflicts and military operations—my distinguished colleague, the president of Indonesia—by the way we published his book in Russian on military art. You know every single country has its own responsibility for what's happening with it. Now about Russia being reliable or nonreliable as an ally. We've heard that we are supposed to show some solidarity and this is very true. But each conflict is unique. Let me emphasize that Israel has more than two million people who came from the former Soviet Union, or Russia. In fact, Israel is almost a Russian speaking country today. And clearly in our most recent history we factor this in. Now, traditionally, we've had very good, friendly and trust-based relations with the Arab world and Islamic world, because about 15% of the population of Russia are Muslims. Russia is an observer in the Islamic Cooperation Organization. It's another important factor. We have to consider both factors. Now we have established some friendly relations with Iran and in this connection we always fulfill our all our obligations, and the same is happening in terms of relations between Russia and Iran. We support Iran in its struggle for its legitimate interests, including the interests with respect to peaceful uses of the atomic energy and this has always been our position. This is our principled position, including in this conflict. It has never changed. And those who claim that we should have done more, well, what more? Starting some military operations? Or what? We already engage in military operations against those who we consider to be opponents of the ideas and concepts we promote, and those who create threats for the Russian Federation. And those are basically the same forces, be it in Iran or in the case of Russia somewhere hiding behind the scene, you know these are not those who engage in actual combat..."

Eva Karene Bartlett

53,723 görüntüleme • 4 ay önce

🌷: We started Project 4Elements, and like I said, it’s truly something huge. Now that we’ve come this far, I really have to thank all the fans whether you’re here today or watching from home. Every single one of you has been part of our journey. Without you, we wouldn’t be here, we wouldn’t have filmed 4Elements, we wouldn’t have gathered all the actors and crew. Like I mentioned, it took a very long time to shoot over a hundred filming days across the 4 stories. It was hard, but also grand. So thank you to the fans who continue to support us. Please look forward to the next four episodes 5,6,7,8. Those 4 episodes are coming. And also, one more story about Nong Fai, so we can complete the Watinwanit family. Please keep loving and supporting us. We hope 4Elements: Saneha Wayo brings you happiness and fun every Saturday at 8:30 PM. And if that’s not enough, you can watch again on iQIYI at 9:30 PM. We’ve covered all the channels now. Thank you so much! 🪽: The first thing I want to say is thank you (rao kho khop jai). I really want to thank everyone whether you’re here, watching at home, or anywhere else supporting our series. You’re all so sweet. From the very first day until now, this project has been quite a long journey. Even though it’s from our seniors, it’s made up of many stories, and it’s something very sweet. I hope everyone follows all of them, because each one has its own unique color, yet they all fit together beautifully. So thank you for your support always. Love you guys! #เสน่หาวาโยตอนที่4 THE AIR CROSSING THE LINE

Cham_Cham

35,556 görüntüleme • 1 ay önce

Andrei Tarkovsky on Ingmar Bergman's Shame (1968): "Let us look at Bergman's Shame. The film doesn't contain a single 'actor's piece' for the performer to 'give away' the director's purpose, to play the conception of the persona, his attitude to it, to assess it in relation to the overall idea; and the latter is entirely hidden within the dynamic of the characters' lives, at one with it. The people in the film are crushed by circumstances; they act only in accordance with their situation, to which they themselves are subordinate; they make no attempt to proffer us any idea, any perspective on what is happening, or to draw any conclusion. All of that is left to the film as a whole, to the director's vision. And how superbly it is accomplished! You cannot say in simple terms who amongst them is good or bad. I could never say that von Sydow is a bad man. They are all partly good and partly bad, each in his own way. No judgements are passed, because there is no hint of tendentiousness in any of the actors, and the circumstances of the film are used by the director to explore the human possibilities which they test, and not for a moment in order to illustrate a thesis. Max von Sydow's character is developed with masterly power. He is a very good man; a musician; kind and sensitive. It turns out that he is a coward. But by no means every bold man is a good human being, and cowards are not always scoundrels. Of course, he is weak and irresolute. His wife is far stronger than he, so much so that she can overcome her fear. The hero lacks that strength. He is tormented by his own weakness, vulnerability, lack of resilience; he tries to hide, to cower in a corner, not to see and not to hear; and he does this like a child, naively and with complete sincerity. But when circumstances nevertheless force him to defend himself, he instantly turns into a scoundrel. He loses all that was best in him; but the drama and absurdity of his situation is that as he is now he becomes necessary to his wife, who, in her turn, looks to him for protection and succour instead of despising him as she always had. When he beats her about the face and says 'Get out!' she goes crawling after him. There is something here of the age-old idea of passive good and active evil; but its expression is immensely complex. At the beginning of the film the hero cannot even kill a chicken, but as soon as he has found a way of defending himself he becomes a cruel cynic. He has something of Hamlet: my view is that the Prince of Denmark perishes not as a result of the duel, when he dies physically, but immediately after the 'rat' scene, when he understands how irreversible are those laws of life which have forced him, a man of humanity and intellect, to act like the inferior people who inhabit Elsinore. Von Sydow is now a sinister character, afraid of nothing: he kills; will not raise a finger to save his fellows; pursues only his own interests. The point is that you have to be a person of great integrity to feel fear in the face of the foul necessity to kill and humiliate. And by shedding that fear and apparently acquiring courage, a person in fact loses his spiritual strength and intellectual honesty and parts from his innocence. War is the obvious catalyst for the cruel, anti-human elements in people. Bergman uses the war in this film exactly as he uses the heroine's illness in Through a Glass Darkly: to explore his view of man." — "Sculpting in Time" by Andrei Tarkovsky (translated by Kitty Hunter-Blair, 1987)

RadiantFilm

27,723 görüntüleme • 5 ay önce

Johann Sebastian Bach’s Brandenburg Concerto No. 3: Beauty Born from the Order of Relationships The most remarkable aspect of Johann Sebastian Bach’s Brandenburg Concerto No. 3 does not lie in the presence of a dominant soloist, but in the fact that no single voice stands alone. From the very first sounds, the listener is drawn into the powerful movement of the string instruments. The three groups of violins, violas, and cellos continuously engage in dialogue, passing ideas between one another and supporting each other. Each musical line has its own character, yet none exists apart from the greater flow. This organization reveals a profound principle of beauty: Beauty does not exist only within individual parts; it emerges when different elements discover a harmonious way to connect with one another. The performance by Voices of Music in the Historically Informed Performance (HIP) style highlights this quality. By presenting each musical line with greater clarity in the spirit of the Baroque tradition, the listener can perceive how Bach allows every instrument to maintain its own voice while participating in a larger structure. No Single Note Creates Beauty on Its Own A single note, no matter how beautiful, cannot create the depth of an entire musical work. The meaning of Bach’s music does not lie in isolated elements, but in the way those elements respond to, complement, and illuminate one another. A single stone does not create the beauty of a building; a single brushstroke cannot represent the full value of a painting. Only when each detail is placed in its proper position within a larger structure does beauty truly emerge. In Brandenburg Concerto No. 3, a violin line does not gain value because it stands above the other voices. It becomes meaningful because of the role it plays within the overall movement of the composition. Independent, Yet Not Separate This is one of the defining qualities of Bach’s contrapuntal art. Each musical line in the work possesses its own character. A musical idea may appear in the violins, be taken up by the violas, and then answered by the cellos. The voices do not simply merge together; they continuously engage in dialogue and develop alongside one another. If all instruments played the same melody, the music would lose its depth. Yet if every line existed completely independently, the work would lose its balance. Bach creates a delicate middle ground: each element preserves its own identity, but none exists as an isolated individual. It is this interaction that enriches every musical voice. No part needs to overpower another in order to become significant; the value of each element is revealed through its contribution to the entire composition. A Structure Always in Motion The vitality of Brandenburg Concerto No. 3 comes from continuous movement, but this movement is never without direction. Each musical phrase opens the way for the next. Every moment of tension prepares for a moment of release. Within the ritornello structure, the main theme returns repeatedly, yet each appearance carries a new character after undergoing processes of development and transformation. Bach does not create beauty through the simple repetition of a fixed idea. Instead, he allows a familiar theme to be rediscovered in different contexts. This is also a characteristic of sustainable systems in nature: they do not exist by remaining unchanged, but by maintaining balance throughout transformation. A healthy living organism is not a state of stillness. It constantly adjusts, adapts, and renews itself while preserving inner stability. If nothing changes, life loses its ability to develop. But if every change occurs without a guiding principle, balance cannot be maintained. Sustainability requires both a stable foundation and the ability to move. This is precisely what Bach achieves in Brandenburg Concerto No. 3. A musical idea does not merely return; it is transformed through interaction with other voices before appearing again. He creates a structure that possesses both order and vitality — a world where change does not destroy balance, but instead enriches it. Why Do We Experience This as Beautiful? When we listen to music, we do not simply receive individual sounds. We naturally search for relationships, hidden patterns, and the ways in which different elements connect. A completely chaotic work would struggle to create a sense of wholeness. Yet a work that only repeats without development would easily become monotonous. The appeal of Bach’s music lies in the balance between predictability and surprise. The listener senses a familiar foundation while simultaneously being led toward new possibilities of development. When every element in a composition appears to have a meaningful purpose, we experience a structure in which complexity has been transformed into harmony. A Principle Beyond Music What Bach expresses is not only a mastery of counterpoint, but also a vision of harmony itself. A powerful whole is not created by eliminating differences between its parts. Instead, those differences create depth when they are placed within the right relationships. In Brandenburg Concerto No. 3, the violins, violas, and cellos do not lose their individual qualities when combined. Through their dialogue, the unique colors of each instrumental group become even more apparent. Beauty therefore does not arise from absolute uniformity, but from the ability to transform many different elements into a unified balance. Conclusion Brandenburg Concerto No. 3 is not merely a masterpiece of the Baroque era. Through the organization of multiple independent melodic lines into a harmonious flow, Bach reveals a profound principle of beauty: Each element reaches its fullest expression when it is placed within the proper relationship to the whole to which it belongs. The power of the work does not lie in a single melody or a single technique, but in the way all its elements coexist, respond, and support one another. More than three centuries later, Brandenburg Concerto No. 3 continues to move listeners because it expresses a fundamental truth: beauty emerges when diversity finds a harmonious form — when each part preserves its own identity while contributing to a whole greater than itself.

🎼🌺Music Love♥️

12,251 görüntüleme • 20 gün önce