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MotionVLA accepted at CoRL 2026! 🎉 VLAs should remember motion, not just frames. We convert short video history into queryable trajectory tokens—no drift, no fragmentation. 📄 🌐

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Xinggang Wang

1,731 subscribers

13,706 просмотров • 29 дней назад •via X (Twitter)

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Фото профиля Vexl
Vexl28 дней назад

motion is another vector for understandin

Фото профиля Dmytro Hrybov
Dmytro Hrybov28 дней назад

impressive

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studbudz had trouble getting into the club. courtney refused to go in to until she was sure no one got left behind “bruh we in the w and shit so we just got done at the all star game. so like i’m sorry i’m not even trying to be funny but we should not be waiting in no line.”
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studbudz had trouble getting into the club. courtney refused to go in to until she was sure no one got left behind “bruh we in the w and shit so we just got done at the all star game. so like i’m sorry i’m not even trying to be funny but we should not be waiting in no line.”

correlation

433,351 просмотров • 1 год назад

Welcome to Flight 2026!! We are prepared to take off into the New Year! Please make sure your Attitude and Blessings are secured and locked in an upright position. All self-destructive devices should be turned off at this time. All negativity, hurt and discouragement should be put away. Should we lose Altitude under pressure, during the flight, reach up and pull down a Prayer. Prayers will automatically be activated by Faith. Once your Faith is activated you can assist other passengers. There will be NO BAGGAGE allowed on this flight. The Captain (GOD) has cleared us for takeoff. Destination— GREATNESS IN 2026 MUCH LOVE! HAPPY NEW YEAR!!!! BLESSINGS, PEACE, HEALTH, WEALTH, LOVE, MERCY, GRACE, FAVOR, JOY AND MORE IN 2026🎉🎊🎉🎊🎉🎊🎉🎊🎉 - The Raymond’s
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Welcome to Flight 2026!! We are prepared to take off into the New Year! Please make sure your Attitude and Blessings are secured and locked in an upright position. All self-destructive devices should be turned off at this time. All negativity, hurt and discouragement should be put away. Should we lose Altitude under pressure, during the flight, reach up and pull down a Prayer. Prayers will automatically be activated by Faith. Once your Faith is activated you can assist other passengers. There will be NO BAGGAGE allowed on this flight. The Captain (GOD) has cleared us for takeoff. Destination— GREATNESS IN 2026 MUCH LOVE! HAPPY NEW YEAR!!!! BLESSINGS, PEACE, HEALTH, WEALTH, LOVE, MERCY, GRACE, FAVOR, JOY AND MORE IN 2026🎉🎊🎉🎊🎉🎊🎉🎊🎉 - The Raymond’s

Usher Raymond IV

41,341 просмотров • 9 месяцев назад

👀 This should make you wake up! Listen! This woman thought the video was in another country for a school for oppressed Muslim women, but no it’s in none other than Minnesota! An online school that teaches propaganda to convert women & girls to Islam. ☪️ Is this the trajectory we want for this country!?? 🇺🇸 Hell no! Look at how other countries began.. 👇🏻 I certainly don’t want this to happen to the USA 🇺🇸 either! This has to be stopped! President Donald J. Trump Secretary Marco Rubio
1:36

👀 This should make you wake up! Listen! This woman thought the video was in another country for a school for oppressed Muslim women, but no it’s in none other than Minnesota! An online school that teaches propaganda to convert women & girls to Islam. ☪️ Is this the trajectory we want for this country!?? 🇺🇸 Hell no! Look at how other countries began.. 👇🏻 I certainly don’t want this to happen to the USA 🇺🇸 either! This has to be stopped! President Donald J. Trump Secretary Marco Rubio

PammsyNow

16,461 просмотров • 9 дней назад

Recently met Sasha Rush and he started giving me an impromptu lecture on how targeted on-policy self-distillation works. I asked him if I could record it on my iPhone. The basic idea is this: if the model made a mistake at some point in the rollout (for example, calling a tool that doesn't exist), we want to discourage this specific error, but we don't want to just learn from the final reward, because it's a very noisy signal spread out over the whole trajectory. So we have another model read this trajectory and figure where the error was made. It simply inserts some hint tokens to the part of the trajectory right above where the mistake was made. Now with these injected hint tokens, have the model run a forward pass. You're not having to regenerate a new rollout - aka no new decode required. The hint causes the model to assign lower probabilities to the error tokens. You then trains the original model to match these new probabilities, teaching it to downweight that specific mistake.
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Recently met Sasha Rush and he started giving me an impromptu lecture on how targeted on-policy self-distillation works. I asked him if I could record it on my iPhone. The basic idea is this: if the model made a mistake at some point in the rollout (for example, calling a tool that doesn't exist), we want to discourage this specific error, but we don't want to just learn from the final reward, because it's a very noisy signal spread out over the whole trajectory. So we have another model read this trajectory and figure where the error was made. It simply inserts some hint tokens to the part of the trajectory right above where the mistake was made. Now with these injected hint tokens, have the model run a forward pass. You're not having to regenerate a new rollout - aka no new decode required. The hint causes the model to assign lower probabilities to the error tokens. You then trains the original model to match these new probabilities, teaching it to downweight that specific mistake.

Dwarkesh Patel

431,015 просмотров • 4 месяцев назад

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MICROSOFT QUIETLY BUILT ONE MEMORY MODULE THAT PLUGS INTO ANY AI AGENT AND CUTS ITS CONTEXT BY UP TO 100X no retraining. no task-specific redesign. you just plug it in Microsoft's insight: agents don't need to remember what happened. they need the knowledge pulled from it - the facts and the reusable skills, not the raw logs so PlugMem stops storing history. it compiles experience into a knowledge graph, then feeds the agent only what matters the result: > up to 1-2 orders of magnitude fewer tokens > highest decision-utility per token of any system tested > one unchanged module beats task-specific memory on chat QA, multi-hop search, and web agents more memory was never the answer. better memory is - and Microsoft just shipped it as a plug-in bookmark this. the agents that win won't remember more, they'll remember smarter.

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You need to watch this short video. It clearly explains why Jesus came to this sinful world—and why He died for our sins. Today is Good Friday, when Christians around the world remember His sacrifice. This is not just history. This is your story. Take a moment and watch it—and then share it on your platform. Someone you know needs to hear this right now. We produced this with our friends at Childlike Media.
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You need to watch this short video. It clearly explains why Jesus came to this sinful world—and why He died for our sins. Today is Good Friday, when Christians around the world remember His sacrifice. This is not just history. This is your story. Take a moment and watch it—and then share it on your platform. Someone you know needs to hear this right now. We produced this with our friends at Childlike Media.

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People fall into 4 categories when it comes to wealth - the one with wealth & knowledge - the one with no wealth, but knowledge - the one with wealth, but no knowledge - the one with neither wealth nor knowledge In my opinion, we should aim to be the first That way we have not just knowledge, but increased resources at our disposal to spread and do good within and around ourselves May Allah grant us success in both worlds

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46,799 просмотров • 1 год назад

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🚨🚨 BREAKING: TOTAL TRANSPARENCY BOMBSHELL 🚨🚨 Acting Attorney General Todd Blanche just DROPPED THE HAMMER: Every single member of Congress — EVERY ONE — has been offered FULL, UNRESTRICTED, UNREDACTED access to the ENTIRE Epstein files. No black bars. No secrets. No excuses. “We have released EVERYTHING. We reviewed 6 MILLION pieces of paper. We are not sitting on a SINGLE document.” “Any congressman or congresswoman can walk in, sit down, and look at EVERYTHING — completely unredacted — for as long as they want. No restrictions.” “If you think we should release more… just say the word and we will do it.” This is the most radical transparency move in modern American history. The files are open. The invitation is public. The ball is now in Congress’s court. Will they actually look… or will they keep pretending the truth is still hidden? History is watching. FOLLOW ME FOR MORE NEWS DROPS!

Midnight Leaks

44,469 просмотров • 2 дней назад

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🚨🚨 BREAKING: TOTAL TRANSPARENCY BOMBSHELL 🚨🚨 Acting Attorney General Todd Blanche just DROPPED THE HAMMER: Every single member of Congress — EVERY ONE — has been offered FULL, UNRESTRICTED, UNREDACTED access to the ENTIRE Epstein files. No black bars. No secrets. No excuses. “We have released EVERYTHING. We reviewed 6 MILLION pieces of paper. We are not sitting on a SINGLE document.” “Any congressman or congresswoman can walk in, sit down, and look at EVERYTHING — completely unredacted — for as long as they want. No restrictions.” “If you think we should release more… just say the word and we will do it.” This is the most radical transparency move in modern American history. The files are open. The invitation is public. The ball is now in Congress’s court. Will they actually look… or will they keep pretending the truth is still hidden? History is watching.

CONSTITUTION X 🇺🇸

703,813 просмотров • 1 месяц назад

🚨RUBIO: USAID rife with “rank insubordination” — “we had no choice but to take dramatic steps to bring this thing under control." "They have basically evolved into an agency that believes that they're not even a U.S. government agency...they're completely unresponsive. They just don't consider that they work for the US." "They just think they're a global entity and that their master is the globe and not the United States. And that's not sustainable." “The goal was to reform it. But now we have rank insubordination. Their basic attitude is we don't work for anyone. We work for ourselves. No agency of government can tell us what to do." ."There are things that are happening at USAID that we should not be involved in funding and or that we have a lot of questions about, but they're completely uncooperative. So we had no choice but to take dramatic steps to bring this thing under control."
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🚨RUBIO: USAID rife with “rank insubordination” — “we had no choice but to take dramatic steps to bring this thing under control." "They have basically evolved into an agency that believes that they're not even a U.S. government agency...they're completely unresponsive. They just don't consider that they work for the US." "They just think they're a global entity and that their master is the globe and not the United States. And that's not sustainable." “The goal was to reform it. But now we have rank insubordination. Their basic attitude is we don't work for anyone. We work for ourselves. No agency of government can tell us what to do." ."There are things that are happening at USAID that we should not be involved in funding and or that we have a lot of questions about, but they're completely uncooperative. So we had no choice but to take dramatic steps to bring this thing under control."

Western Lensman

1,689,582 просмотров • 1 год назад

If this Karpathy interview doesn't pop the ai bubble, nothing will. 10 brutal quotes: 1. LLMs don’t work yet They don’t have enough intelligence, they’re not multimodal enough, they can’t use computers, and they don’t remember what you tell them. They’re cognitively lacking. It’ll take about a decade to work through all of that. 2. When you boot them up, they always start from zero They have no distillation phase, no process like sleep where what happened gets analyzed and written back into the weights. 3. What’s stored in their weights is only a hazy recollection of the internet It's just a compressed blur of 15 trillion tokens squeezed into a few billion parameters. Their context window is just short-term working memory. 4. They’re good at imitation, terrible at going off the data manifold Too much memory, not enough reasoning. We need to strip away the memorized knowledge and keep the cognitive core: the algorithms, the magic of intelligence, problem-solving, strategy. 5. We’ve probably recreated a cortical tissue, pattern-learning and general, but we’re still missing the rest of the brain No hippocampus for memory. No amygdala for instincts. No emotions or motivations. 6. They memorize perfectly but generalize poorly If you give them random numbers, they can recite them back. No human can do that. That’s the problem: humans forget just enough to be forced to find patterns. 7. Anything truly new, code that’s never been written before, ideas that have no template; they stumble They’re still autocomplete engines with perfect recall and no understanding. Until we find that cognitive core, intelligence stripped of memory but full of reasoning, they’ll stay brilliant mimics, not minds.
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If this Karpathy interview doesn't pop the ai bubble, nothing will. 10 brutal quotes: 1. LLMs don’t work yet They don’t have enough intelligence, they’re not multimodal enough, they can’t use computers, and they don’t remember what you tell them. They’re cognitively lacking. It’ll take about a decade to work through all of that. 2. When you boot them up, they always start from zero They have no distillation phase, no process like sleep where what happened gets analyzed and written back into the weights. 3. What’s stored in their weights is only a hazy recollection of the internet It's just a compressed blur of 15 trillion tokens squeezed into a few billion parameters. Their context window is just short-term working memory. 4. They’re good at imitation, terrible at going off the data manifold Too much memory, not enough reasoning. We need to strip away the memorized knowledge and keep the cognitive core: the algorithms, the magic of intelligence, problem-solving, strategy. 5. We’ve probably recreated a cortical tissue, pattern-learning and general, but we’re still missing the rest of the brain No hippocampus for memory. No amygdala for instincts. No emotions or motivations. 6. They memorize perfectly but generalize poorly If you give them random numbers, they can recite them back. No human can do that. That’s the problem: humans forget just enough to be forced to find patterns. 7. Anything truly new, code that’s never been written before, ideas that have no template; they stumble They’re still autocomplete engines with perfect recall and no understanding. Until we find that cognitive core, intelligence stripped of memory but full of reasoning, they’ll stay brilliant mimics, not minds.

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1,406,256 просмотров • 11 месяцев назад

We got problems. Big problems. If major action is not taken soon, we fear the damage to SFPD may be permanent. We’re not sure if those who should know—know how bad things are or if they’re too afraid to look. SFPD delivered its 4th major staffing report since last October. We’re not sure if anyone noticed. What we are sure of is that we’ve seen a lot of charts but no bottom line on the current state of affairs. Well, in this video, we do just that. We explain where we are at, where things are going and why you should close your eyes and grab the oh sh!t handle above the passenger seat.
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Sensitive content

We got problems. Big problems. If major action is not taken soon, we fear the damage to SFPD may be permanent. We’re not sure if those who should know—know how bad things are or if they’re too afraid to look. SFPD delivered its 4th major staffing report since last October. We’re not sure if anyone noticed. What we are sure of is that we’ve seen a lot of charts but no bottom line on the current state of affairs. Well, in this video, we do just that. We explain where we are at, where things are going and why you should close your eyes and grab the oh sh!t handle above the passenger seat.

San Francisco POA

18,527 просмотров • 2 лет назад

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Video from Ranikhet. Shared by Mr. Anand Negi, this footage shows three leopards outside his home late at night. Thankfully, no one was harmed. But this is becoming the new normal across Uttarakhand’s hills. Imagine if a child had stepped outside, or someone had walked into the courtyard in the dark. Human-wildlife conflict is no longer a warning. It is a reality unfolding outside people’s homes. Before the next sighting turns into the next tragedy, we need answers, not just alerts.

Kumaon Jagran

21,134 просмотров • 2 месяцев назад

What will your baby remember about infancy? I was so touched by the caption that mckynlee.mckell used to accompany this video shared to IG: “These little moments that they won’t remember, but I’ll never forget.” And it’s true… at least in part. At birth, babies brains are brimming with potential, but still only hinting at the processing power they’ll soon possess. Among the structures yet to fully mature is the hippocampus, which helps to convert short-term memories into their long term counterparts. When you combine this immaturity with our initial lack of language (among other factors), the result is a phenomenon known as infantile amnesia. Put simply, few if any of us retain detailed long-term memories of infancy into adulthood. At least not in the traditional sense. But there’s something happening in this video that this little one is incorporating into something far more lasting: a sense of self. When we are loved deeply by highly engaged, responsive caregivers we form secure attachments. We learn that the world is safe and that our needs will be met. And this undergirds our longterm mental health. We may not recollect every moment, but on whole our nervous systems do. And these loving interactions play a key role in who we will become. So give all the kisses. And have all the talks. How we remember may be limited (when compared to adult forms) but that doesn’t make these interactions any less impactful.
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What will your baby remember about infancy? I was so touched by the caption that mckynlee.mckell used to accompany this video shared to IG: “These little moments that they won’t remember, but I’ll never forget.” And it’s true… at least in part. At birth, babies brains are brimming with potential, but still only hinting at the processing power they’ll soon possess. Among the structures yet to fully mature is the hippocampus, which helps to convert short-term memories into their long term counterparts. When you combine this immaturity with our initial lack of language (among other factors), the result is a phenomenon known as infantile amnesia. Put simply, few if any of us retain detailed long-term memories of infancy into adulthood. At least not in the traditional sense. But there’s something happening in this video that this little one is incorporating into something far more lasting: a sense of self. When we are loved deeply by highly engaged, responsive caregivers we form secure attachments. We learn that the world is safe and that our needs will be met. And this undergirds our longterm mental health. We may not recollect every moment, but on whole our nervous systems do. And these loving interactions play a key role in who we will become. So give all the kisses. And have all the talks. How we remember may be limited (when compared to adult forms) but that doesn’t make these interactions any less impactful.

Dan Wuori

34,389 просмотров • 1 год назад

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SOMEONE TURNED YOUTUBE INTO OLD-SCHOOL CABLE TV. YOU FLIP CHANNELS AND WATCH WHAT’S ON. it's called Channel Surfer → you open the tab and YouTube stops feeling infinite. no algorithm spiral. no thumbnail shouting at you. no sitting there trying to pick the “right” video. just a retro TV guide. gaming. cooking. history. music. tech. pick a channel and join whatever is already playing. not from the beginning. somewhere in the middle. like turning on the television after school. built by Steven Irby, who missed channel surfing without deciding what to watch. we got endless choice. then missed watching whatever was already on. open the guide. pick a channel. stop looking for the perfect video.

Nav Toor

53,607 просмотров • 11 дней назад

No Jab No Pay. The message from the government is simple...Vaccinate your children with everything the government says or lose access to family payments. For some families, the amount at stake can run into tens of thousands of dollars a year. I think that’s completely wrong. Whether or not you vaccinate your child should be your decision as a parent, not a decision the government pressures you into by tying it to your family’s finances. We tried to repeal these laws and give that decision back to parents. Here’s how it went. Watch the video. 👇
17:50

No Jab No Pay. The message from the government is simple...Vaccinate your children with everything the government says or lose access to family payments. For some families, the amount at stake can run into tens of thousands of dollars a year. I think that’s completely wrong. Whether or not you vaccinate your child should be your decision as a parent, not a decision the government pressures you into by tying it to your family’s finances. We tried to repeal these laws and give that decision back to parents. Here’s how it went. Watch the video. 👇

Senator Babet

242,982 просмотров • 20 дней назад

Two leaders in a moment in time that you should take note of, because I believe in 2026 history will be made as we see the birth of a third way in American politics. People first politics where leaders LISTEN and don’t prescribe. Leaders who put community before politics and leaders who say no to PAC money and a definite NO to AIPAC money. Let 2026 be the year of the American people and their quest through politicians they TRUST to build a better America in which healthcare is a right, affordable childcare along with paid family leave is baked into a system that delivers a living wage. There is absolutely no reason why any child should go to bed hungry or any family should be left behind. This is not socialism, it’s called social responsibility. People first politics is not a fantasy it’s a a societal imperative. Alexandria Ocasio-Cortez Zohran Kwame Mamdani 🎥 TikTok -
1:20

Two leaders in a moment in time that you should take note of, because I believe in 2026 history will be made as we see the birth of a third way in American politics. People first politics where leaders LISTEN and don’t prescribe. Leaders who put community before politics and leaders who say no to PAC money and a definite NO to AIPAC money. Let 2026 be the year of the American people and their quest through politicians they TRUST to build a better America in which healthcare is a right, affordable childcare along with paid family leave is baked into a system that delivers a living wage. There is absolutely no reason why any child should go to bed hungry or any family should be left behind. This is not socialism, it’s called social responsibility. People first politics is not a fantasy it’s a a societal imperative. Alexandria Ocasio-Cortez Zohran Kwame Mamdani 🎥 TikTok -

𝔗𝔯𝔲𝔱𝔥 𝔐𝔞𝔱𝔱𝔢𝔯𝔰

16,583 просмотров • 9 месяцев назад

🚨 Night Shelter Update From Gary 🚨 Tonight, once again, our night shelter is at full capacity. Gary and the team have had to make the heartbreaking decision to turn people away into the streets people who are cold, vulnerable, and simply looking for safety. This is the reality in Glasgow. A city where the council is SNP controlled. A country led by an SNP Government. Yet frontline services like ours fully volunteer-led, no government or council funding are left to carry the pressure. We are doing everything we can. But we should not be doing this alone. Accountability is needed. Action is needed. And as we approach May 7th, 2026, remember this: 👉 Remember the people left outside tonight 👉 Remember those turned away with nowhere to go 👉 Remember the volunteers stepping in where systems are failing Because the homeless have been continuously left behind. #HomelessnessCrisis #Glasgow #Accountability #NoOneLeftBehind
0:25

🚨 Night Shelter Update From Gary 🚨 Tonight, once again, our night shelter is at full capacity. Gary and the team have had to make the heartbreaking decision to turn people away into the streets people who are cold, vulnerable, and simply looking for safety. This is the reality in Glasgow. A city where the council is SNP controlled. A country led by an SNP Government. Yet frontline services like ours fully volunteer-led, no government or council funding are left to carry the pressure. We are doing everything we can. But we should not be doing this alone. Accountability is needed. Action is needed. And as we approach May 7th, 2026, remember this: 👉 Remember the people left outside tonight 👉 Remember those turned away with nowhere to go 👉 Remember the volunteers stepping in where systems are failing Because the homeless have been continuously left behind. #HomelessnessCrisis #Glasgow #Accountability #NoOneLeftBehind

Homeless Project Scotland 💜🏴󠁧󠁢󠁳󠁣󠁴󠁿

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