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Reminder: there are no pee breaks while bound. ONLYMATT held it in a really long time #fetish #bdsmcommunity #tiedup #ropebunny #bdsmsubmissive #kinkyshit #nsfw #bdsm #bound #bondage #ReTweets #gayboy #guystiedup #gaysub #sub #malebondage #peefetish #piss #watersports

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ARIRANG TOUR IN BUSAN D2 #RM ending ment for BTS 13th anniversary. 🐨 Ok everyone, it’s been a while since I’ve felt such mixed feelings like this. 🐨 13… 🗣️ *KIM NAMJOON* 🐨 Thank you. It’s been a while since I’ve heard that. 🐨 Everyone…well.. 🐨 It’s been quite a long time, hasn’t it? 🐨 Honestly, it feels like just yesterday that we were in the practice room performing “No More Dream” and “We Are Bulletproof Pt.2,” but somehow all this time has already passed. 🐨 So much has changed since then. 🐨 We worked hard here in Korea, then gradually spent more and more time overseas, there was more English in our lyrics, and so many other changes happened along the way. 🐨 During that time, K-pop as an industry grew tremendously, and younger artists started coming to us more often. 🐨 They ask us things like, “How have you managed to stay together as a team for so long?” 🐨 They asked before we enlisted, and they still ask now. 🐨 But honestly, I don't really know. 🐨 I think I've continued to reflect on myself through these 6 members, and through all of you who are here and who continue to watch over us. 🐨 Unlike before, I don't really share my thoughts that often, and I don't talk openly about my feelings much either. 🐨 So it feels like it's been a while since I've said this to you. 🐨 Anyway, over the years, there was “Love Yourself”, there was “The Most Beautiful Moment in Life”, “Dynamite”, and so many things all the way to ARIRANG. 🐨 While performing “Magic Shop” earlier, the past 13 years flashed before my eyes like a revolving lantern. 🐨 Anyway, being able to be here together like this is truly such an honor, and I'm so grateful. 🐨 No matter where we are, and no matter what we look like, we'll always do our very best, and keep working hard to show you who we truly are. 🐨 I hope you'll continue to stay with us for a long, long time. 🐨 Thank you. I love you. 🐨 Thank you.

Kim Namjoon Source

17,561 Aufrufe • vor 1 Monat

#WATCH | Delhi | Delhi Minister Ashish Sood says, "There are 1,677 private schools in Delhi out of which 335 are on government lands... 114 schools have not been bound to take permission from the state government as per Delhi School Act 1973... We are being blamed for increasing Delhi school fees... Supreme Court passed an order in 2004 Modern School case that Delhi schools are bound to take permission from the Directorate of Education before increasing their fees... But they (AAP) got this order dismissed in 2024 in Delhi High court... Rekha Gupta will investigate the corruption in such cases where under the table money was taken... They allege that we increased Ahlcon International School's fees. This school was caught with a corruption of Rs 15 crore, and still it was given permission of 15% fee spike in the same year (2022-23) and in 2024-25, it spiked the fees by 13%... During this time, Atishi was the Chief Minister. Angel Public School increased the fees by 14% in 2022-23, but no investigation was conducted... They are naming Salwan Public School, which was caught with misappropriation of Rs 1.66 crore, increased the fees by 23.84% in 2023-24 and 14.68% in 2024-25... Lancer's Convent School also allegedly spent Rs 4 crore as corruption and it increased the fees by 34% in 2024-25 and the previous government did not conduct any investigation... All 1,677 schools must be audited while only 75 schools have been audited annually for last 10 years... For the first time, a committee will be formed under the leadership of CM Rekha Gupta and all schools will be audited and if any school fails any criterion, it will not be spared..."

ANI

126,846 Aufrufe • vor 1 Jahr

(timestamp: 35:00) #quackity: i need to tell you something. there are people who, actually, there are people who don't realize it, but this has happened. there are people who sometimes see that no creators are online on the qsmp during the afternoon and their first instinct is to say “it's over... it's over! there's nothing left! there's nothing left!” friends... the qsmp has only been around for 3 months, and since the beginning of the qsmp you've seen how many afternoons i've logged in and there was nobody online. so don't worry. right now a lot of creators are traveling, there are creators taking breaks. i always see it on twitter. i always see the community take something this small 🤏, let's say. this is the line. something happens here and they take it all the way over here. or something happens here and they take it all the way over there! so friends, in english this is called doom posting. doom posting is when you exaggerate everything and make things seem way worse than they are. boom!! well... and with good things... well, doom posting isn't really about good things... anyway! remember that the qsmp is a temporary project. enjoy it! focus on enjoying it while it's here, friends. enjoy the project! have fun! if nobody is online today, there will be people tomorrow! and if there's nobody the next day either, then friends, just enjoy it. because that's what the server is about. then there are people who say "the server is all lore now! nobody plays like they used to anymore!" friends, just because the creator you're watching is doing a lot of lore right now doesn't mean every creator is doing lore. if your favorite creator is focused on lore, there are creators who aren't! that's what i'm talking about. focus on enjoying yourselves, friends. focus on having fun! that's what the server is about. don't fight! have a good time, have an amazing time, and let's keep going, friends. let's keep going with everything we've got!

astri

19,645 Aufrufe • vor 1 Monat

I really love this part of the interview. It shows how much effort they’ve put in, how much they’ve grown, and how they still genuinely want to keep learning about each other. MC: Has it taken you a long time to get to where you are now? Have there been any conflicts between you? What kind? Gawin : Yeah, there have. Joss: I think the conflicts mostly come from differences in lifestyle and personality. When you spend a lot of time together, you’re bound to see both the good and the bad sides. Like me… I’ve said this before, but my energy tends to push, while his is more pull. I’m the type who always wants to do this, do that, go here, go there. I’m always inviting him to do things. Sometimes, I end up stepping into his space a bit too much. And Gawin is like… introvert level 900. MC: Level 900? Joss: Honestly, more like 999. He needs to go home and recharge, spend time on his own. But sometimes I feel like there are so many things I want him to do with me, so I might invite him a bit too much. And when he doesn’t respond or join in, because he needs to recharge, I end up feeling a certain way. MC: Like upset? Joss: Yeah. But in the end, I have to reflect on myself too. Like, am I pushing him too much? I have friends who help me understand that even if I think what I’m offering is good, he’s the one who gets to decide whether it’s good for him or not. He has to choose for himself. So I think it’s better for me to just give him space. If he wants to join, he can come in on his own. But it’s still a process, we’re still learning about each other. We haven’t known each other for that long. Three years isn’t actually that long. Gawin: Has it really been three years already? Joss: Around two to three years, right? Yeah, we’ve known each other for two almost three years now but we still have a lot to learn about each other. #Flex1045xOnlyFriendsDreamOn #JossGawin

🌛โตไม่โต🌈

35,430 Aufrufe • vor 3 Monaten

🐈‍⬛ when it comes to the relationship between an artist and their fans, i don't think it has to be burning brightly all the time. i mean, of course fans love us and we love them too, but i don't think those feelings need to be at their peak every single day. realistically, everyone gets busy. 🐈‍⬛ onedoor has their own life to live, and then when we make a comeback, they can come back and find us again. that doesn't mean they've left. they just have their own lives for a while. that's how it sounded to me, and honestly it made me think, this is such a healthy relationship. that's why it really resonated with me. 🐱 even for us, just living through a single year, there are so many moments where we are tired, bored, laughing one moment and crying the next, worrying about things and getting stressed. onedoor goes through those same emotions while living their lives too. 🐱 but in the end, onedoor waits for us because they believe we'll return with music and stand on stage again someday. and we live our lives believing that no matter how long it takes, onedoor will come back to see us perform. i hope these periods of time continue piling up until we have built records and memories that no one else can ever replicate. 🐶 if something is only hot all the time, i think those feelings tend to burn out faster. really intense emotions fade more quickly. when it's time to be passionate, we are passionate. but why do people adjust the heat when cooking? sometimes it's high heat, sometimes you lower it to medium heat. i think it's nice to think of it that way. maintaining a healthy relationship with onedoor. 🐶 and when onedoor is off living their everyday lives or focusing on something else for a while, our role is to keep making music that will still be there for us to share together. we really love you all ♡ 🏠 🫶💕🩷

soo

38,171 Aufrufe • vor 1 Monat

Moksha in Advaita Vedanta: Not a Destination, but a Recognition In Advaita Vedanta, Moksha is not described as a place to reach, a world to escape to, or a future reward after death. Moksha is knowledge — the clear seeing of what has always been true. It is the end of ignorance, not the acquisition of something new. According to Advaita, the fundamental mistake of human life is adhyāsa — the superimposition of the non-Self upon the Self. We take ourselves to be the body, the mind, the roles, the doer, the sufferer. From this misunderstanding arises fear, desire, attachment, and the sense of bondage. Moksha is the dissolution of this misunderstanding. Moksha Is Not “Going Somewhere” Advaita Vedanta firmly rejects the idea that liberation is a journey to another realm. The Self (Ātman) is already free, eternal, and complete. If liberation were something to be attained, it would be impermanent. But the Upanishads declare: “You are That” (Tat Tvam Asi) This means that Brahman, the absolute reality, is not separate from you. Therefore, Moksha cannot be an event in time or a change in location. It is the recognition that bondage itself was never real. Bondage Was Never Real The statement “the bondage that seemed real never actually existed” is central to Advaita. The world of suffering is compared to mistaking a rope for a snake in dim light. The fear feels real, the reaction is real, but the snake was never there. Similarly, ignorance (avidyā) creates the illusion of limitation. When the right knowledge (jñāna) arises, nothing physically changes. The body remains, the world continues, actions happen — but the false identification collapses. The individual no longer takes the body or mind to be the Self. The Body Is Not Abandoned, the World Is Not Escaped Advaita does not teach rejection of the world through physical renunciation alone. Liberation does not require the body to be destroyed or society to be abandoned. What falls away is the belief that “I am this body” or “I am bound by this world.” The liberated one (jīvanmukta) lives fully in the world while knowing it as mithyā — not unreal, but dependent, temporary, and not absolute. The world continues to appear, but it no longer binds. Moksha as the End of Forgetfulness Moksha is often described as smṛti — remembrance. It is remembering one’s true nature as pure awareness (chaitanya), untouched by birth and death. Nothing new is gained; rather, something false is lost. This is why Advaita says: You do not become free You discover that you were never bound Fear ends because there is no second thing. Desire ends because completeness is recognized. Suffering ends because the sufferer is seen as an idea, not a fact. Knowledge Alone Liberates In Advaita Vedanta, liberation is not produced by rituals, actions, or even meditation alone. These may purify the mind, but Moksha arises only through knowledge of the Self. This knowledge is not intellectual belief but direct insight into one’s own being. When ignorance ends, Moksha is immediate. There is no waiting, no afterlife requirement, no qualification of time. Conclusion Moksha, in Advaita Vedanta, is not escape — it is clarity. Not renunciation of the world — but renunciation of false identity. Not the destruction of life — but the destruction of ignorance. Nothing leaves. Nothing arrives. Only the truth is seen as it has always been. And in that seeing, freedom stands revealed.

श्री

14,074 Aufrufe • vor 6 Monaten

🐨: Everyone, a lot of time has truly passed, hasn't it? Honestly, it feels like just the other day when we were in our practice room working on "No More Dream" and "We Are Bulletproof Pt.2," but time has already flown by like this. 🐨: Things have changed a lot compared to the past. We worked hard in Korea, but then the time we spent staying abroad increased significantly. Our lyrics also started including a lot more English. There have been many changes like that. In the meantime, the K-pop industry itself has grown incredibly massive. 🐨: Lately, our junior artists often come to visit us and ask, "How do you keep the team together for so long?" They asked that before we went to the military, and they still ask it now. But honestly, I don't really know. 🐨: I think that through these six members, and through all of you who are here watching us, I have constantly been reflecting on myself. Unlike before, I don't really open up about my inner thoughts that easily, and I don't talk about my deepest feelings as much, but since it's been a while, I wanted to say this to you all. 🐨: Anyway, over the years, we've had Love Yourself, The Most Beautiful Moment in Life (Hwayangyeonhwa), Dynamite... so many things happened, all the way to Arirang. Earlier, while we were performing "Magic Shop," those 13 years flashed right past me like a kaleidoscope. 🐨: Regardless, it is truly such a great honor, and I am so grateful that we can be together like this. No matter where we are or what we look like, we will always do our absolute best and work hard to show you exactly who we are. So, I hope you will stay by our side for a very long time to come. Thank you so much. I love you! Thank you.

bts memeories⁷

199,278 Aufrufe • vor 1 Monat

[Heo Seongbeom Youtube] 260305 Jin - Moon 🌕🌏 (part1) 👨‍🏫It’s a solo song by Jin, and BTS are also preparing for a comeback in March. I’m really looking forward to it. I’m the moon, and you are the Earth. So it becomes a kind of love triangle. Earlier the sea loved the moon, but who does the moon love? The moon loves the Earth. That idea is reflected in this song, so let’s try interpreting it. Since when have the moon and the Earth been together like this? We’ve been together for so long, but when did it start? About 4.51 to 4.53 billion years ago. Scientists figured this out through radioactive isotope analysis, which showed that the Moon is about 4.51 to 4.53 billion years old. “Shining just by existing.” This line is directed at the Earth. But does the Earth actually shine just by existing? No. Because the Earth is a planet and does not produce its own light. If the Earth appears to shine, it’s probably because of artificial lights made by humans. “Can I stay by your side and protect you?” It sounds shy, but in reality the moon can’t help staying there, because it’s bound by gravity. And here we see the main line of the song. “You are my Earth, and to you I’m just a moon. Your small star that lights up your heart.” It’s poetic, but is the moon actually a star? No. Celestial bodies are generally divided into two categories. First, there are stars (stellar bodies). These produce their own light. Second, there are planets. Planets do not produce their own light. Instead, planets usually orbit around a star. The Earth is a planet. From our perspective, the star in our system is the Sun. So when you look at the night sky and see stars, those lights are actually other suns, each producing their own light. But sometimes when you see a particularly bright “star,” it may actually be a planet like Mercury, Venus, Mars, or Jupiter. Then you might ask: if planets don’t produce their own light, why do they shine? Because they reflect sunlight. The Moon also appears bright because it reflects the Sun’s light. #JIN #방탄소년단진 방탄소년단

star_jin

19,019 Aufrufe • vor 4 Monaten

🙏My dear friends, it is still cold, but the sun is shining. I hope it will stay that way. I don’t want to see rain for a very long time. It is devastating to know so many people are suffering so terribly from the cold. The rain adds to their misery. These poor people in tiny plastic tents aren’t being sheltered from the cold or the rain. Their tents and the camps are soaked through. All their belongings are wet. Even if you have the luxury of a mattress (yes! In the tent camps, a mattress is a luxury!), it is almost certainly bound to be soaking wet. So this is why I wish for no rain. I used to love it, but now I can’t wait for it to move away from us and stay away. The night was full of fear again; it is nothing but terror and violence at night. We are uncertain if we will see the day every single night. Sleeping is so hard, dear friends. It is so hard to fall asleep with this level of anxiety and the loud violence and threat of gunfire and bombing. It is also hard to go through daily life when you are tired. When everyone is tired. Today I burned my hand at the kitchen. I was the first one to have such an accident. It was bound to happen, as we are all exhausted: our visitors holding out their pots, containers and cans, and our team scooping up meals. Due to the chaos and the fatigue, I got piping hot sauce accidentally spilled over my right hand. We treated the wound with an ointment immediately, so the pain is bearable. It did make me realize how something like this could happen, but worse. Some day, someone on our staff might be exhausted and trip while carrying one of those heavy pans and be covered in boiling hot water. I think the fatigue also makes me worry more easily. Every night I pray it will be a calm night. We served a stew with peas, and yellow rice today. We are very glad we can still help so many people in our neighbourhood and refugees in shelters. Will you please donate and share my message? Thank you from the bottom of my heart for all that you do for us. 🙏🫂 🐈

♥️🇵🇸🇵🇸❤️A lover ♥️of homeless cats😻❤️🌱🌱👍🤗

28,776 Aufrufe • vor 1 Jahr

The unbreakable little robot $ROBO Although I think it's such an obvious play that doesn't need a thesis, it wasn't hard to come up with one... When we think AI coins, we’re used to some forced utility or AI generated TikTok trends tokenized… However this little clanker stands out among everything on chain right now, is seriously 2026 coded, extremely timeless and completely unvampable. It fills a gap no other Robot/AI token has ever filled. Tying into the AI/Robotics category while perfectly capturing 2023/2024 vibes that sent many community coins to multi 9 figs back in the days, $ROBO is a beacon of light in a market full of rotators and mass deployers… Success has a lot to do with timing, and right now is the PERFECT time for the ultimate 2026 community coin to spawn... People will join simply because it's fun, original and needs 0 explanation. The proof is there already, hundreds of memes have already been made and so much more are being made as we speak… It’s not offensive, not NSFW, fun and the possibilities are endless for it. We might spawn the next viral brainrot character with this coin… The goat TripleT finna have sum competition soon… For a very long time (way too long) HODL'ers are getting rekt, with no relief. $ROBO succeeding means the trenches are healing. It means there’s hope for people that want to believe in something again. As with absolutely every successful CTO, the dev/team rugged and the community ran with it. And that collective belief can move mountains.. I’m choosing to believe in the lil clanker… EC1TMMg4shn1XrYNy5Y5a98LT6kjNcFtgnav11jSpump

aboc

22,136 Aufrufe • vor 2 Monaten

Author of Designing Data-Intensive Applications, Martin Kleppmann, gives us a peek into "The Troubles with Distributed Systems" and why you can't assume things behave well in distributed systems: "The whole idea is that in distributed system theory, there are certain things that we tend to assume. For example, we just assume that there's no upper bound on how long it might take for a message to go over the network. So when you send a message, it might arrive within a hundred microseconds, or it might take 10 years, and distributed system theory just doesn't make any assumptions about that sort of timing if we can avoid it. Or rather, some theory does make those assumptions, but it's a dangerous assumption to make because occasionally the network delay does become much higher than what is typical. Another thing is about crashes. Distributed system theory just says nodes can crash, but what does that actually mean? What in practice does it mean for a node to become unavailable? Because it might be a software crash, but it might be a hardware failure. It might be somebody unplugging the power cable. It might be that the node is actually still running, but it's just become disconnected from the network. And so, the point of this book chapter really is to defend and justify the theoretical models that we use for analysing distributed systems and to give a lot of stories and case studies to show that, actually, tonnes of stuff does go wrong. Don't believe anyone who says, 'Oh, failures are rare. Don't worry about it. It's fine’. Actually, no. If you want to make things reliable, you really do have to worry about a whole bunch of weird, unusual, but certainly possible edge cases. Timing is another one of those things. It's very easy to assume that your clocks are correct, and most of the time the clocks are pretty correct, but we just can't rely on it because actually they're just not precise enough on the whole. It's very tempting to make certain assumptions that things are well behaved and in distributed systems, we just have to try to get away from those assumptions if we want the systems to work reliably, even in the face of things going wrong."

The Pragmatic Engineer

50,567 Aufrufe • vor 2 Monaten

Q : You prepared for the entrance exam of music Department for two years? NJ : Back when i was in High School, I really wanted to do music. YJS : How was your study of practical music? NJ : I REALLY HAS NO TALENT. YJS : really? NJ : I don't really remember hanging out during my first and second years of high school. I always go back home, eat ramyeon or bread then run to practice room, I stuck there and only leave when the practice room door is locked. When my friends asked to hang out, I called them to the practice room to play. I thought things would go well, but as the entrance exams get closer... my teacher told me that “this is not going to work” YJS : After 2 years? NJ : my teacher said ; ‘For hardworking kids like you, it might be possible if you keep at it for a long time, but It seems like we won’t see any results in preparing for the entrance exam right now.’ Hearing that I was hurt as a teen, but that teacher did nothing wrong. Still, I cried a lot at that time, I cried even while crossing the crosswalk, alone. YJS : that teacher is just being honest, NJ : of course, i am thankful instead YJS : you can be thankful now but you must be hurt then. For two years of hard work you must’ve been thinking to yourself, Is this not my path? NJ : I’m sure it is not, bc i let my friend watched me doing it (music) and they got rage baited saying “Hey, I can do that too!” YJS : 🤣🤣🤣 NJ : i told them ‘why are you saying that?’ And they were like ‘i really can do it, give it to me!’ YJS : Are you really that talentless? NJ : yes, really now that i’m thinking about it I was really a ‘babo’ YJS : *sigh* #HEONAMJUN #허남준

AR -

63,288 Aufrufe • vor 24 Tagen

The moment that drew my attention to Freen was when you went to Cannes and there was a photo of your in a red dress which got tenth of thousands of likes—I was like, who’s this? I want to ask how you view Cannes before and after you went there. When I found out that I will be there, I felt it was such a grand event. Never imagined… like me? ME? Who am I to get to go there? And when I was there… it was really grand. And the photo time was so long that I thought…. Are we done? Didn’t know what to pose already. Was very nervous inside but had to act confident. Come…. Take photos… but inside, scan around…. How many? How long is the camera wall😅 It’s a good moment in life. Saw Queen Chompoo went so many years and looked so grand every time. I was one who was excited to see what she will wear. So when it was me, I was excited. And when was there, was a bit pressured—what dress and accessories to wear. I had to do a lot of homework. I was a bit surprised with myself. They have dresses for me to choose from. Had to pick what fitted me. But when I liked the red design… but it was red, which I have to wear to a red carpet… I was like… what to do… and decided to go for it. I’ll go with it. Not sure how red on red will be but went with it. MC: for me it was a good choice. I felt. This kid is brave. You could handle it and made it seem effortless/ not stressed. Felt you weren’t stressed out by the red carpet. I thought you handled it well. Thank you so much. It was my first time. I was really scared. The necklace. I’ll tell you about was the first time in my life that I went to choose it all by myself. Had to pick accessories worth many tenth of millions alone. Had to go through 3-4 doors with massive guards and there was one guard with me. They went do you like this, no? Next. No? Next. Was not able to put on the dress and tried… had to imagined it. I think that room had accessories worth tenths of billions. All could do was put it against my neck and imagined it with the dress I picked. Was difficult but I think I got a perfect total look. MC: I’m also interested to know which part you like the most about Cannes aside from the red carpet. There were so many eventful stuff. First I missed my flight! Instead of two stops/transfer I had to take four or five. …. …. Anyway that’s fine. My team was good and professional—the manager, makeup, hair. We had to deal with the situation but got through it while still had good humor about it. MC: what thought about hotel Martinez iconic stairs. Met so many people/celebrities. It was like a check in spot for everyone. After you finished getting ready, had to take photos there. It was another memorable moment. Not everyone can be there. Overall, glad I experienced getting ready there and went to the red carpet.

panpan

25,405 Aufrufe • vor 4 Monaten

There are some moments in life that stay in your heart forever, and seeing Freen Sarocha in person for the very first time is one of those moments for me. 🌷🥹 SAROCHA AT VALENTINO FW 2026 #MaisonValentinoFW26XFreen #ValentinoInterferenze #srchafreen For so long, she had only existed on a screen in front of my eyes, through photos, videos, interviews, and every little moment we held onto as fans from afar. She always felt so close to my heart, and yet impossibly far away at the same time. So being there, in that moment, knowing she was truly right there in front of me, felt almost impossible to believe. At the beginning, the weather made everything feel even more uncertain. The rain, the cold, and the waiting made the whole moment feel like something I had dreamed of too many times to trust it was really happening. I didn’t even get to see her arrive or enter the building, and for a while, I truly thought that maybe this was not going to be the day I would finally see her. That feeling was heartbreaking, because when you carry such a special hope in your heart for so long, even a small disappointment can feel enormous. But somehow, at the end of the show, everything changed. The rain finally stopped, and at last, I was able to see her up close. And in that instant, all the waiting, all the cold, all the uncertainty disappeared. It was replaced by pure emotion. Seeing Freen with my own eyes for the first time was far more overwhelming and beautiful than I could ever have imagined. No screen, no photo, no video could ever compare to the feeling of that real moment. I was so deeply emotional, so overwhelmed, and so genuinely happy that it is still difficult to fully describe it. It was not just excitement — it was something much more profound. It was the feeling of seeing someone who has brought so much light, comfort, and inspiration into your life, and finally realizing that the moment you once thought was impossible had become real. My heart was full in a way words can barely explain. As part of Freen Europe Official, and simply as a person who has admired and supported her with all my heart, this is a memory I will cherish forever. Seeing Freen for the first time, and so close, after only knowing her through a screen for so long, was truly unforgettable. It was one of the most beautiful and emotional moments of my life, and I know I will carry it with me always. 🤍 ~ Admin Joanna ✨

FREEN EUROPE OFFICIAL

12,473 Aufrufe • vor 4 Monaten

Etched is deploying two new technologies in chip design: low-voltage inference and cluster-scale memory. CEO Gavin Uberti says they'll make their chips much more power-efficient and way, way faster than today's leading GPUs. He breaks it down: "We looked at a lot of early research directions, and we realized the key things that models need are way more compute and way faster memory." "If you think about inference, there are two key parts: prefill and decode. For prefill, it's a compute-bound problem. You need to have more FLOPS, more operations per second on each of your chips." "On our GPU, the bottleneck's actually thermals. You can't really run a GPU at more than around 50% of what it could theoretically do, or it'll melt." "So we're using a new technology today called low-voltage inference to try to solve this problem. You bring the voltage of the chip down dramatically, which allows us to have way, way better efficiency in terms of how much power is drawn per unit of math, and thus fit way way more flops onto the chip..." "For decode, it's all about bandwidth. Not just bandwidth on a chip, but bandwidth across your cluster. That's why we have this technology we call cluster-scale memory. It reduces the amount of time it takes to communicate from one chip to another dramatically." "As a result we can go use all of our HBM, HBM bandwidth, SRAM, SRAM bandwidth, and our scale-up domain as a single coherent pool. And that means if you're a user, you can go get much faster tokens per second, while still keeping your costs low."

TBPN

20,404 Aufrufe • vor 18 Tagen