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Finally Block Buster response from Premier shows 😭 After 11 years BlockBuster Talk 🥹❤️‍🔥 #BlockBusterHHVM #HariHaraVeeraMallu

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27,331 görüntüleme • 1 yıl önce •via X (Twitter)

#BlockBusterHHVM #HariHaraVeeraMallu

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After many hurdles, #HariHaraVeeraMallu is finally hitting screens tomorrow worldwide! We #Prabhas fans extend our heartfelt wishes to Power ⭐ #PawanKalyan, Nidhhi Agerwal and the entire #HHVM team for a MASSIVE BLOCKBUSTER🔥. Premieres begin in minutes! May the screens erupt with energy and whistles from PSPK fans!

After many hurdles, #HariHaraVeeraMallu is finally hitting screens tomorrow worldwide! We #Prabhas fans extend our heartfelt wishes to Power ⭐ #PawanKalyan, Nidhhi Agerwal and the entire #HHVM team for a MASSIVE BLOCKBUSTER🔥. Premieres begin in minutes! May the screens erupt with energy and whistles from PSPK fans!

Hail Prabhas

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Taehyung: How do you talk to the camera so well? IU: This is what happens after 15 years. You only have 10 years of experience, right? Taehyung: 11 years IU: It's 16 years for me Taehyung: ah 16 years IU: The difference in 5 years is huge! LMAO 😭

Taehyung: How do you talk to the camera so well? IU: This is what happens after 15 years. You only have 10 years of experience, right? Taehyung: 11 years IU: It's 16 years for me Taehyung: ah 16 years IU: The difference in 5 years is huge! LMAO 😭

moni⁷ 𖠌

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After waiting on my painter for 2 years I finally got it done. Managed not to talk myself outta going Black. Ferrari Red front door yet to be finished but aside from that, she’s Black black. I love it. What ye think? #MaisonNoire

After waiting on my painter for 2 years I finally got it done. Managed not to talk myself outta going Black. Ferrari Red front door yet to be finished but aside from that, she’s Black black. I love it. What ye think? #MaisonNoire

Gary O Hanlon

122,167 görüntüleme • 3 yıl önce

This is Buster. 🐾❤️ Buster has spent 4 years watching the world from behind shelter walls. He's not the dog rushing up to greet you. He's the one hiding in the corner, unsure if people can really be kind. The world has scared him for so long that he's forgotten what safety feels like.💔 But, underneath that fear is a gentle soul wno deserves patience, love, and a chance to finally exhale. Shelter life is no place for a dog to spend year after year waiting to be chosen. Don’t overlook Buster because he’s scared. He just needs some love and patience. What a beautiful dog he is. 💯 Do you know someone who would be interested in adopting Buster?

This is Buster. 🐾❤️ Buster has spent 4 years watching the world from behind shelter walls. He's not the dog rushing up to greet you. He's the one hiding in the corner, unsure if people can really be kind. The world has scared him for so long that he's forgotten what safety feels like.💔 But, underneath that fear is a gentle soul wno deserves patience, love, and a chance to finally exhale. Shelter life is no place for a dog to spend year after year waiting to be chosen. Don’t overlook Buster because he’s scared. He just needs some love and patience. What a beautiful dog he is. 💯 Do you know someone who would be interested in adopting Buster?

👉M-Û-R-Č-H👈

1,193,376 görüntüleme • 2 ay önce

Went from 888 pulls to 188 for her M6 + her engine. Got M1 within 10 pulls after M0 which was huge Lost the 50/50 4 times: twice to that f*cking cat(please buff her devs😭), and once to Lycaon and S11. But after months of waiting... idol wife is finally home with hag wife🥹

Went from 888 pulls to 188 for her M6 + her engine. Got M1 within 10 pulls after M0 which was huge Lost the 50/50 4 times: twice to that f*cking cat(please buff her devs😭), and once to Lycaon and S11. But after months of waiting... idol wife is finally home with hag wife🥹

BLACC

26,429 görüntüleme • 6 ay önce

🚨BREAKING: LATVIAN MP WARNS – MASS IMMIGRATION FROM ISLAMIC COUNTRIES THREATENS LATVIA’S EXISTENCE! 🇱🇻 Latvian Saeima deputy Jānis Dombrava (National Alliance) spoke out strongly. He said: “Supporting weak universities and inefficient companies cannot be an excuse for our country to be taken over by immigrants from Islamic countries. Mass immigration endangers the state’s existence in the long term.” This comes after a video showing growing numbers of arrivals and celebrations – people fear it is “exactly how it started in Western Europe.” Dombrava added: Next week he will meet competent institutions to discuss how to stop risks from immigrants coming from high-terrorism-risk countries. Many Latvians react angrily online: “Talk is cheap – when will you finally act?” “We voted for nationalists but nothing changes!” “Stop it now!” Latvia has seen rising immigration in recent years – even while politicians promise to protect the nation. Is this just more words – or will Latvia finally stop the same path that changed Sweden, Germany, France and UK???

🚨BREAKING: LATVIAN MP WARNS – MASS IMMIGRATION FROM ISLAMIC COUNTRIES THREATENS LATVIA’S EXISTENCE! 🇱🇻 Latvian Saeima deputy Jānis Dombrava (National Alliance) spoke out strongly. He said: “Supporting weak universities and inefficient companies cannot be an excuse for our country to be taken over by immigrants from Islamic countries. Mass immigration endangers the state’s existence in the long term.” This comes after a video showing growing numbers of arrivals and celebrations – people fear it is “exactly how it started in Western Europe.” Dombrava added: Next week he will meet competent institutions to discuss how to stop risks from immigrants coming from high-terrorism-risk countries. Many Latvians react angrily online: “Talk is cheap – when will you finally act?” “We voted for nationalists but nothing changes!” “Stop it now!” Latvia has seen rising immigration in recent years – even while politicians promise to protect the nation. Is this just more words – or will Latvia finally stop the same path that changed Sweden, Germany, France and UK???

Slavic Networks

16,105 görüntüleme • 5 ay önce

aku post di sini aja sekalian yapping..😭 my friend literally sent me a screenshot saying i’m getting talked about by the same people who used to bully me back in SMK wkwkwk. it’s kinda funny because i never thought i’d be this confident with my own face. dulu aku sering banget dikatain “mukanya putih tapi jerawatan banget anj”, bahkan pernah dipanggil “muka batu bara” karena muka aku emang full breakout, terus "jelek, bibirnya kecil" like bro wtf.. and honestly… those words ruined my confidence. i spent almost 2 years hiding myself.. jarang foto, jarang upload apa" and always thinking people were staring at my face. but look at me now, after graduating, i slowly healed my skin, got through all those breakouts, started loving myself again and finally had the courage to be active on social media. and now they still have something to say?😭 that’s okay. because at least, this time, i’m finally living my life instead of hiding from it. i’d rather be happy being myself than spend my whole life worrying about what people think. people will always talk anyway, so let them. i’m just really proud of how far i’ve come🤍.

aku post di sini aja sekalian yapping..😭 my friend literally sent me a screenshot saying i’m getting talked about by the same people who used to bully me back in SMK wkwkwk. it’s kinda funny because i never thought i’d be this confident with my own face. dulu aku sering banget dikatain “mukanya putih tapi jerawatan banget anj”, bahkan pernah dipanggil “muka batu bara” karena muka aku emang full breakout, terus "jelek, bibirnya kecil" like bro wtf.. and honestly… those words ruined my confidence. i spent almost 2 years hiding myself.. jarang foto, jarang upload apa" and always thinking people were staring at my face. but look at me now, after graduating, i slowly healed my skin, got through all those breakouts, started loving myself again and finally had the courage to be active on social media. and now they still have something to say?😭 that’s okay. because at least, this time, i’m finally living my life instead of hiding from it. i’d rather be happy being myself than spend my whole life worrying about what people think. people will always talk anyway, so let them. i’m just really proud of how far i’ve come🤍.

kae

74,929 görüntüleme • 1 ay önce

"This happened December 17th, 2024, at Dallas Fort Worth Airport. Sergeant Michael Torres, 40, was supposed to wait at Gate C14. He waited at C12 instead. Volunteer Patricia was at the correct gate with Khan, a dog who lived with Michael's platoon in Helmand Province, Afghanistan, from 2012 to 2013. Michael had searched for eleven years before a shelter's microchip scan finally matched them on December 15th. Michael flew from Phoenix to Dallas to meet Khan, who was being driven in from Oklahoma. Patricia texted Michael when he didn't show no response. Then Khan's nose lifted and he started pulling, hard. "Khan was pulling so hard I could barely hold him," Patricia told us. "He was dragging me down the terminal." Security footage shows Khan pulling Patricia two gates over, rounding the corner, spotting Michael, and breaking into a full sprint - the leash ripping from her hand as he tackled Michael at the wrong gate. "I was at the wrong gate," Michael told us. "Khan smelled me from 200 feet away through airport crowds and found me anyway. That's how strong our bond is."

"This happened December 17th, 2024, at Dallas Fort Worth Airport. Sergeant Michael Torres, 40, was supposed to wait at Gate C14. He waited at C12 instead. Volunteer Patricia was at the correct gate with Khan, a dog who lived with Michael's platoon in Helmand Province, Afghanistan, from 2012 to 2013. Michael had searched for eleven years before a shelter's microchip scan finally matched them on December 15th. Michael flew from Phoenix to Dallas to meet Khan, who was being driven in from Oklahoma. Patricia texted Michael when he didn't show no response. Then Khan's nose lifted and he started pulling, hard. "Khan was pulling so hard I could barely hold him," Patricia told us. "He was dragging me down the terminal." Security footage shows Khan pulling Patricia two gates over, rounding the corner, spotting Michael, and breaking into a full sprint - the leash ripping from her hand as he tackled Michael at the wrong gate. "I was at the wrong gate," Michael told us. "Khan smelled me from 200 feet away through airport crowds and found me anyway. That's how strong our bond is."

Crazy Moments

74,721 görüntüleme • 1 ay önce

🇺🇸 Justice is winning. General Mike Flynn’s DOJ settlement after 10 years of Russia Hoax lawfare shows the current administration is Righting profound wrongs. I am Daniel Michael McGinn, Army Warrior veteran (OIF/OEF). I returned from war only to be destroyed by the UCMJ: verifiable negative DNA was buried, accusations debunked — yet convicted and imprisoned at Leavenworth. I am going on 16 years of this horrific label and at what cost can be just in the cowardice and the aiding and abetting of verifiable false accusations and the gravity of those pretending verifiable lies are real. 16 years stolen. Families ruined. Enough. The same accountability Gen. Flynn received must reach our military & Common People. Pass the “They Lied, It’s Verified” Law. Restore honor, correct the record, and deter false accusers forever. 🇺🇸 We Are All Daniel. ❤️‍🔥 Justice is Right. 🪖🫡 Pete Hegseth Secretary of War Pete Hegseth The White House Donald J. Trump General Mike Flynn

🇺🇸 Justice is winning. General Mike Flynn’s DOJ settlement after 10 years of Russia Hoax lawfare shows the current administration is Righting profound wrongs. I am Daniel Michael McGinn, Army Warrior veteran (OIF/OEF). I returned from war only to be destroyed by the UCMJ: verifiable negative DNA was buried, accusations debunked — yet convicted and imprisoned at Leavenworth. I am going on 16 years of this horrific label and at what cost can be just in the cowardice and the aiding and abetting of verifiable false accusations and the gravity of those pretending verifiable lies are real. 16 years stolen. Families ruined. Enough. The same accountability Gen. Flynn received must reach our military & Common People. Pass the “They Lied, It’s Verified” Law. Restore honor, correct the record, and deter false accusers forever. 🇺🇸 We Are All Daniel. ❤️‍🔥 Justice is Right. 🪖🫡 Pete Hegseth Secretary of War Pete Hegseth The White House Donald J. Trump General Mike Flynn

Daniel Michael McGinn

22,825 görüntüleme • 4 ay önce

Filmed in Tucson, Arizona. In a Shelter Sergeant Robert Hayes, Marines, walking out after visiting available dogs. Served with Kg units in Afghanistan 2013-2015. The dog is Max, an 11-year-old Belgian Malinois. Max came to this shelter five months ago from a military contractor program. Deemed "too high-drive for civilian adoption." Robert was in the hallway discussing younger dogs Max saw him from kennel #6. Security footage shows Max ramming the metal door. Once. Twice. Third impact breaks the latch completely. Max bursts into the hallway and sprints. Launches at Robert. Knocks him backward into the wall. Both on the floor immediately. Max pressing his head into Robert's chest. Won't move. Robert is crying. "Max. Oh my god, Max. I thought you were still overseas." The director Sarah told us: "That's a reinforced kennel door designed for large dogs. Max broke through it. He recognized Robert from Afghanistan. That's his handler from six years ago." Robert said: "I've been searching for Max for three years. Thought he retired overseas. He broke a door to get to me." Max and Robert went home together in the some day.

Filmed in Tucson, Arizona. In a Shelter Sergeant Robert Hayes, Marines, walking out after visiting available dogs. Served with Kg units in Afghanistan 2013-2015. The dog is Max, an 11-year-old Belgian Malinois. Max came to this shelter five months ago from a military contractor program. Deemed "too high-drive for civilian adoption." Robert was in the hallway discussing younger dogs Max saw him from kennel #6. Security footage shows Max ramming the metal door. Once. Twice. Third impact breaks the latch completely. Max bursts into the hallway and sprints. Launches at Robert. Knocks him backward into the wall. Both on the floor immediately. Max pressing his head into Robert's chest. Won't move. Robert is crying. "Max. Oh my god, Max. I thought you were still overseas." The director Sarah told us: "That's a reinforced kennel door designed for large dogs. Max broke through it. He recognized Robert from Afghanistan. That's his handler from six years ago." Robert said: "I've been searching for Max for three years. Thought he retired overseas. He broke a door to get to me." Max and Robert went home together in the some day.

Gabriele Corno

30,096 görüntüleme • 5 gün önce

There is a private cricket league in Pakistan, called the Pakistan Super League. This year due to the war in the Middle East, they asked citizens of their country to not come to the stadiums, so that their fuel shortage crisis does not get worse. They reduced the matches from 6 cities to 2 cities, so that air fuel shortage is also reduced. Foreign players who have retired from International cricket and premier T20 leagues across the world, spend their post retirement years as players in this league. The league has still not hit profits, even after some 10th season of it. State level security has to be provided time and again to all teams, as a terror attack is always just a stone throw away. So finally they bring 2 mascots and ask them to get into a mock fight, so that their ever dwindling TRP's get some comical boost. This country is a joke on odd days and a global terror hub on even days.

There is a private cricket league in Pakistan, called the Pakistan Super League. This year due to the war in the Middle East, they asked citizens of their country to not come to the stadiums, so that their fuel shortage crisis does not get worse. They reduced the matches from 6 cities to 2 cities, so that air fuel shortage is also reduced. Foreign players who have retired from International cricket and premier T20 leagues across the world, spend their post retirement years as players in this league. The league has still not hit profits, even after some 10th season of it. State level security has to be provided time and again to all teams, as a terror attack is always just a stone throw away. So finally they bring 2 mascots and ask them to get into a mock fight, so that their ever dwindling TRP's get some comical boost. This country is a joke on odd days and a global terror hub on even days.

Khalid Baig

220,033 görüntüleme • 4 ay önce

This happened last Monday at Phoenix Sky Harbor Airport, Terminal 4, 6:45 AM. Technical Sergeant Kevin Harris, 35, Air Force, was going through TSA screening when his former military dog, Riley — a seven-year-old German Shepherd - spotted him through the glass. Max and Kevin served together overseas from 2013 to 2015. When Max retired, Kevin was stationed abroad and couldn't take him right away, so Max entered the adoption system. Kevin searched for two years before finally locating him three weeks ago through a military dog rescue volunteer in Arizona. The plan was simple: volunteer Sandra would bring Max through security to meet Kevin on proper service dog credentials after he cleared TSA. But Max saw Kevin taking off his belt and shoes at the screening area - and everything changed. Security footage shows Max yanking the leash from Sandra's hands, sprinting full speed, and jumping a four-foot "Do Not Enter" barrier straight into the secure screening zone. He hit Kevin before Kevin even got his belt off. Both went down. TSA agents swarmed. Radios crackled. A supervisor reviewed the footage, checked Max's credentials, and questioned everyone involved. After fifteen minutes, he issued a formal warning — no charges. "I thought we were getting arrested," Sandra told us. "But the supervisor watched the footage and understood - it was a reunion, not a threat." Kevin laughed about it afterward: "I'm taking my belt off and Max comes flying over a TSA barrier in the middle of airport security. Worth every second of panic." The two flew home to Texas together that afternoon -twelve years after serving side by side, reunited by a barrier jump. Sometimes a dog's love doesn't wait for protocol. It just jumps the barrier and runs.

This happened last Monday at Phoenix Sky Harbor Airport, Terminal 4, 6:45 AM. Technical Sergeant Kevin Harris, 35, Air Force, was going through TSA screening when his former military dog, Riley — a seven-year-old German Shepherd - spotted him through the glass. Max and Kevin served together overseas from 2013 to 2015. When Max retired, Kevin was stationed abroad and couldn't take him right away, so Max entered the adoption system. Kevin searched for two years before finally locating him three weeks ago through a military dog rescue volunteer in Arizona. The plan was simple: volunteer Sandra would bring Max through security to meet Kevin on proper service dog credentials after he cleared TSA. But Max saw Kevin taking off his belt and shoes at the screening area - and everything changed. Security footage shows Max yanking the leash from Sandra's hands, sprinting full speed, and jumping a four-foot "Do Not Enter" barrier straight into the secure screening zone. He hit Kevin before Kevin even got his belt off. Both went down. TSA agents swarmed. Radios crackled. A supervisor reviewed the footage, checked Max's credentials, and questioned everyone involved. After fifteen minutes, he issued a formal warning — no charges. "I thought we were getting arrested," Sandra told us. "But the supervisor watched the footage and understood - it was a reunion, not a threat." Kevin laughed about it afterward: "I'm taking my belt off and Max comes flying over a TSA barrier in the middle of airport security. Worth every second of panic." The two flew home to Texas together that afternoon -twelve years after serving side by side, reunited by a barrier jump. Sometimes a dog's love doesn't wait for protocol. It just jumps the barrier and runs.

Gabriele Corno

148,403 görüntüleme • 1 ay önce

Loool😂 After leading a 6 year smear campaign against the Royal family, especially the Wales family; After hiring and losing 11 publicists and 3 big US PR houses in 5 years; After PR stunts after PR stunts, chasing the Kardashians, cooking shows and holiday special; Instagram blitz of PR online and even throwing their Children in the spotlight to save Mummy’s brand..😮‍💨 Meghan ranked #1 on Rankers 2025 list of Most Disliked Celebrity in Hollywood😂 It reads: “Meghan Markle has claimed the top position on Ranker's 2025 list of the Most Disliked Celebrities, according to live, crowd-sourced voting data. The duchess's rise to No. 1 follows several years of sustained public disapproval, particularly in the United States, after she and Prince Harry stepped back from royal duties."🤭 Harry was #5. Get this, she was first ahead of P Diddy, a known sexual offender. This is how you know your reputation is over😭 Even Buckingham Palace could not save H&M with their PR experts. No one can. Their true repulsive characters have been exposed to the world. There is no going back. As Socrates put it: “Consider your good name the richest jewel you can possibly be possessed of”🔥 As a public figure especially, your good name and good reputation is your entire credibility. Once that has been tarnished and exposed as toxic, no amount of PR can rectify the course. H&M have been making that list of most disliked celebrity in Hollywood as top 5 since 2022🤷🏽‍♀️ Their credibility on the world stage is so shot that the DM was just reporting on how most of the 11 publicists who left their employment have “scrubbed all mentions of working for the couple on their CVs”🤯 Yikes. Staff who used to work for the Wales proudly display in their CVs that they were employees of the Prince and Princess of Wales because William and Catherine’s good name carry in the world👌🏽 However, Staff who used to work for H&M would rather scrub them off their CV in order to be taken seriously because NO ONE worth their salt, takes the clowns of Montecito seriously. I am not sure what lies Meghan’s medium in New York told her about the year 2025 but whatever she said, I know 2025 has been her “Annus Horibilis”😂

Canellecitadelle

85,877 görüntüleme • 7 ay önce

OMG they are playing B.O.B Airplanes the Rapture song!!! Featuring Eminem The Rapture Destroys Mars & Releases The Heroes After The Flip Of A Switch! Get Ready Its The End Of The World As We Know It. Lets Fly Was Sung At The 33 Minute Mark. Countdown To The Rapture & Super Human Evolution Has Been Initiated Welcome To The Second Coming Of Christ The Chosen Ones About To rise! B.o.b Born Nov 15 Same Day As Chad Kroger > Hero Beverly D'Angelo > Merry Christmas Flip The Switch > Christmas Vacation Movies Released Nov 15: SPACE JAM!!!! R Kelly's Famous Song "I Believe I Can Fly". From The Movie Space Jam Staring #23 Michael Jordan & #23 Lebron James. 23 = Our DNA. About Aliens From M&M Mountain (M&M =Mars Candy =MARS) That Steal The DNA Of Basket Ball Player's To Play In A Basket Ball Game Against The Looney Tunes Down The Rabbit Hole, Ready To Take A Trip Down The Rabbit Hole⁉️🕳🐇 Michael Jordan Born February 17, Lebron James 4️⃣0️⃣ Years Old. Genesis 7:11 The Flood Began The Second Month 17 Day & Lasted For 4️⃣0️⃣ Days.🎯 Do I Need To Remind You R. Kelly Has Been In The Public Eye For The Death Of Aaliyah & Sexual Abuse To Minors The Past Few Years. Just Like Allison Mack Shows Us The Path To Ascension Thru Smallville But WS Found Guilty From NXVIM⁉️👶 They Are Showing Genesis 322: The Man Has Learned The Difference Between Good & Evil. He Can Now Become Like Us A God Eat & Drink From The Tree Of Life. Allison Mack, R. Kelly, P. Diddy, Tom Hanks They All Show The Road To Evil & To Ascension.😱

OMG they are playing B.O.B Airplanes the Rapture song!!! Featuring Eminem The Rapture Destroys Mars & Releases The Heroes After The Flip Of A Switch! Get Ready Its The End Of The World As We Know It. Lets Fly Was Sung At The 33 Minute Mark. Countdown To The Rapture & Super Human Evolution Has Been Initiated Welcome To The Second Coming Of Christ The Chosen Ones About To rise! B.o.b Born Nov 15 Same Day As Chad Kroger > Hero Beverly D'Angelo > Merry Christmas Flip The Switch > Christmas Vacation Movies Released Nov 15: SPACE JAM!!!! R Kelly's Famous Song "I Believe I Can Fly". From The Movie Space Jam Staring #23 Michael Jordan & #23 Lebron James. 23 = Our DNA. About Aliens From M&M Mountain (M&M =Mars Candy =MARS) That Steal The DNA Of Basket Ball Player's To Play In A Basket Ball Game Against The Looney Tunes Down The Rabbit Hole, Ready To Take A Trip Down The Rabbit Hole⁉️🕳🐇 Michael Jordan Born February 17, Lebron James 4️⃣0️⃣ Years Old. Genesis 7:11 The Flood Began The Second Month 17 Day & Lasted For 4️⃣0️⃣ Days.🎯 Do I Need To Remind You R. Kelly Has Been In The Public Eye For The Death Of Aaliyah & Sexual Abuse To Minors The Past Few Years. Just Like Allison Mack Shows Us The Path To Ascension Thru Smallville But WS Found Guilty From NXVIM⁉️👶 They Are Showing Genesis 322: The Man Has Learned The Difference Between Good & Evil. He Can Now Become Like Us A God Eat & Drink From The Tree Of Life. Allison Mack, R. Kelly, P. Diddy, Tom Hanks They All Show The Road To Evil & To Ascension.😱

TraderGirlQ

21,198 görüntüleme • 7 ay önce

I mean you do have a very good point, however I hope you can understand where I come from. (Sorry I’m advance for the long tweet back) This is exactly what I use to do when I was their age. We didn’t have the luxury of an independent scene we do now and even if we did I was 14 years old, I was only allowed to go to a training school to learn the basics. But I had an enormous passion for the business & if I wasn’t allowed to work shows I’d do it myself. - and I’d argue that because of this I had a head start on a lot of the people I trained with when I finally turned 18 From there I’ve been lucky enough to have the support of friends, peers & fans to push me into what I am today. The fact I’ve still had that same style for now 17 years and this is my first surgery, I think I’ve looked after my body. Think about it 17 years this is my first major injury. You think this is stupid, I would say it’s equally as stupid as to fall off a scaffolding breaking both your legs. And while I’m sure there’s a few people that wished you landed on your head, I for one hope you’re doing well & not in too much pain from your injury. But to me, it showed the care that you have for the industry at that time. I see myself in these guys that are finding any outlet to do what they love. Their bumps are solid & basing is great. Like I said I understand there is a level of danger doing this so I hope none of them get hurt but I can’t help but root for these guys and hope I one day see them in a ring. Once again sorry for the long arse tweet and hope the message finds you well boss.

I mean you do have a very good point, however I hope you can understand where I come from. (Sorry I’m advance for the long tweet back) This is exactly what I use to do when I was their age. We didn’t have the luxury of an independent scene we do now and even if we did I was 14 years old, I was only allowed to go to a training school to learn the basics. But I had an enormous passion for the business & if I wasn’t allowed to work shows I’d do it myself. - and I’d argue that because of this I had a head start on a lot of the people I trained with when I finally turned 18 From there I’ve been lucky enough to have the support of friends, peers & fans to push me into what I am today. The fact I’ve still had that same style for now 17 years and this is my first surgery, I think I’ve looked after my body. Think about it 17 years this is my first major injury. You think this is stupid, I would say it’s equally as stupid as to fall off a scaffolding breaking both your legs. And while I’m sure there’s a few people that wished you landed on your head, I for one hope you’re doing well & not in too much pain from your injury. But to me, it showed the care that you have for the industry at that time. I see myself in these guys that are finding any outlet to do what they love. Their bumps are solid & basing is great. Like I said I understand there is a level of danger doing this so I hope none of them get hurt but I can’t help but root for these guys and hope I one day see them in a ring. Once again sorry for the long arse tweet and hope the message finds you well boss.

Will Ospreay • ウィル・オスプレイ

188,242 görüntüleme • 9 ay önce

Day 11/90 of Inference Engineering How does vLLM work and how is it used in production? Before we discuss how vLLM works internally, it helps to understand what vLLM is. At a high level, vLLM is an inference engine that is designed to serve LLMs to thousands of concurrent users efficiently while managing scarce compute and memory. The goal for vLLM is to maximize throughput and minimize latency; optimizing for the best inference economics and experience for end users. With every request from the end user, it eventually ends up in the engine core, gets scheduled alongside other requests from other concurrent users, executes on the GPU, and updates the KV cache with the new key and value vectors, and streams the tokens back to the user. The Scheduler decides what requests should execute next while continuously batching requests together to maximize GPU utilization. Continuous batching is an inference optimization that allows new requests to join a running batch as other requests finish generating tokens. This helps with keeping the GPU utilization high instead of letting it sit idle waiting for an entire batch to complete generating. After the scheduler dispatches the selected batch to the Model Executor, the Model Executor prepares the tensors and metadata required for inference, retrieves each request’s block table from KV Cache Manager, launches the optimized transformer forward pass on the GPU, computes the logits, updates the KV cache with the new key and value vectors, and finally returns the results for sampling and streaming. The KV Cache Manager uses the PagedAttention memory layout to allocate fixed-size cache blocks on demand and maintains a Free Block Queue on the CPU that tracks which blocks in the GPU’s Paged KV Cache are currently free. When a request needs additional KV cache space, the KV Cache manager takes a free block from the queue and assigns it to that request, thus avoiding an expensive search through GPU memory for available cache blocks. All of these components form the core of vLLM’s inference engine. The Scheduler determines what requests are executed, the Model Executor determines how those requests are executed, the KV Cache Manager determines where each request’s KV cache lives using the PagedAttention Memory Layout. This architecture enables vLLM to serve thousands of concurrent requests with high throughput, low latency, and efficient GPU memory utilization. Heres a little animation that visualizes everything! - I've also completed the forward pass for my mnist.c project. I had a nice chat with shrey birmiwal, such a knowledgeable guy. Excited to learn more about vLLM and implement a tiny-vLLM one day.

Day 11/90 of Inference Engineering How does vLLM work and how is it used in production? Before we discuss how vLLM works internally, it helps to understand what vLLM is. At a high level, vLLM is an inference engine that is designed to serve LLMs to thousands of concurrent users efficiently while managing scarce compute and memory. The goal for vLLM is to maximize throughput and minimize latency; optimizing for the best inference economics and experience for end users. With every request from the end user, it eventually ends up in the engine core, gets scheduled alongside other requests from other concurrent users, executes on the GPU, and updates the KV cache with the new key and value vectors, and streams the tokens back to the user. The Scheduler decides what requests should execute next while continuously batching requests together to maximize GPU utilization. Continuous batching is an inference optimization that allows new requests to join a running batch as other requests finish generating tokens. This helps with keeping the GPU utilization high instead of letting it sit idle waiting for an entire batch to complete generating. After the scheduler dispatches the selected batch to the Model Executor, the Model Executor prepares the tensors and metadata required for inference, retrieves each request’s block table from KV Cache Manager, launches the optimized transformer forward pass on the GPU, computes the logits, updates the KV cache with the new key and value vectors, and finally returns the results for sampling and streaming. The KV Cache Manager uses the PagedAttention memory layout to allocate fixed-size cache blocks on demand and maintains a Free Block Queue on the CPU that tracks which blocks in the GPU’s Paged KV Cache are currently free. When a request needs additional KV cache space, the KV Cache manager takes a free block from the queue and assigns it to that request, thus avoiding an expensive search through GPU memory for available cache blocks. All of these components form the core of vLLM’s inference engine. The Scheduler determines what requests are executed, the Model Executor determines how those requests are executed, the KV Cache Manager determines where each request’s KV cache lives using the PagedAttention Memory Layout. This architecture enables vLLM to serve thousands of concurrent requests with high throughput, low latency, and efficient GPU memory utilization. Heres a little animation that visualizes everything! - I've also completed the forward pass for my mnist.c project. I had a nice chat with shrey birmiwal, such a knowledgeable guy. Excited to learn more about vLLM and implement a tiny-vLLM one day.

max fu

70,543 görüntüleme • 1 ay önce

Your brain has a circuit that doesn't know you live in a city. Its only job is to monitor whether birds are still singing. Right now, in this room, it is on. The circuit predates primates. Mammals have been using ambient soundscape continuity as a predator-detection system for roughly 200 million years. Birds stop singing when something larger moves through their territory. For most of mammalian history, a forest full of song meant no large predator was nearby, and the cessation of sound was the warning. Your nervous system never updated this software. The Max Planck Institute tested the inverse in 2022 with 295 participants. Six minutes of birdsong dropped anxiety with a medium effect size. Six minutes of traffic noise raised depression with the same. The effect worked on subjects who lived in dense urban environments and had no regular contact with nature. The brain still ran the check. Birdsong sits in the 1,000 to 8,000 Hz range. Your brainstem reads continuous patterns in that band as a signal that nothing dangerous is currently moving through the environment. EEG data shows birdsong at 45 to 50 decibels boosts alpha wave activity by 14.1% relative to silence. Alpha is the brainwave signature of relaxed alertness. Push the same birdsong above 60 decibels and the response flips. Stress markers rise 29%. The circuit only trusts the signal at the volume of quiet conversation, which is exactly the volume birds sing at from a typical distance. Three things happen simultaneously when the brain registers ambient safety. The amygdala downregulates. The parasympathetic nervous system takes over from the sympathetic. Heart rate variability rises, cortisol drops. The posterior cingulate cortex, which sits at the center of the rumination circuit, quiets down. King's College London tracked this through a smartphone study with over 1,200 participants and found the mood lift lasted hours after the sound stopped. People diagnosed with depression got the same response as healthy controls. Most of what gets labeled mental fatigue is hypervigilance running in the background. Birdsong tells the circuit it can stand down, and the brain reallocates the freed compute everywhere else. A quiet park feels different from a quiet office because the parks have sentinels.

Your brain has a circuit that doesn't know you live in a city. Its only job is to monitor whether birds are still singing. Right now, in this room, it is on. The circuit predates primates. Mammals have been using ambient soundscape continuity as a predator-detection system for roughly 200 million years. Birds stop singing when something larger moves through their territory. For most of mammalian history, a forest full of song meant no large predator was nearby, and the cessation of sound was the warning. Your nervous system never updated this software. The Max Planck Institute tested the inverse in 2022 with 295 participants. Six minutes of birdsong dropped anxiety with a medium effect size. Six minutes of traffic noise raised depression with the same. The effect worked on subjects who lived in dense urban environments and had no regular contact with nature. The brain still ran the check. Birdsong sits in the 1,000 to 8,000 Hz range. Your brainstem reads continuous patterns in that band as a signal that nothing dangerous is currently moving through the environment. EEG data shows birdsong at 45 to 50 decibels boosts alpha wave activity by 14.1% relative to silence. Alpha is the brainwave signature of relaxed alertness. Push the same birdsong above 60 decibels and the response flips. Stress markers rise 29%. The circuit only trusts the signal at the volume of quiet conversation, which is exactly the volume birds sing at from a typical distance. Three things happen simultaneously when the brain registers ambient safety. The amygdala downregulates. The parasympathetic nervous system takes over from the sympathetic. Heart rate variability rises, cortisol drops. The posterior cingulate cortex, which sits at the center of the rumination circuit, quiets down. King's College London tracked this through a smartphone study with over 1,200 participants and found the mood lift lasted hours after the sound stopped. People diagnosed with depression got the same response as healthy controls. Most of what gets labeled mental fatigue is hypervigilance running in the background. Birdsong tells the circuit it can stand down, and the brain reallocates the freed compute everywhere else. A quiet park feels different from a quiet office because the parks have sentinels.

Aakash Gupta

3,330,829 görüntüleme • 3 ay önce