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This is why we need to gate-keep science. Two pseudo-intellectuals thinking they discovered something deep, conflating >social attention >transformers attention >quantum physics observer (attention) These have nothing in common, other than the ambiguity of English language. Naked ladies on Instagram have nothing to do with a weighted average followed... show more

Julia Turc

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119,551 просмотров • 2 месяцев назад •via X (Twitter)

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"We're not in business so my employee is happy. I'm in business so my customer is happy." JPMorgan CEO Jamie Dimon just ended the remote work debate in 45 seconds. "People on Zoom — they're texting each other. That's not full attention." "They learn by going on a sales call with you. They learn by seeing you make a mistake. They learn by how you deal with the mistake.” “If you go to a meeting with me, you've got my full friggin attention the whole time." The Hill & Valley Forum 2026 The Hill & Valley Forum J.P. Morgan

"We're not in business so my employee is happy. I'm in business so my customer is happy." JPMorgan CEO Jamie Dimon just ended the remote work debate in 45 seconds. "People on Zoom — they're texting each other. That's not full attention." "They learn by going on a sales call with you. They learn by seeing you make a mistake. They learn by how you deal with the mistake.” “If you go to a meeting with me, you've got my full friggin attention the whole time." The Hill & Valley Forum 2026 The Hill & Valley Forum J.P. Morgan

The Hill & Valley Forum

429,263 просмотров • 4 месяцев назад

New short course: Attention in Transformers: Concepts and Code in PyTorch. Last week we released a course on how LLM transformers work. This week, go deeper and learn about the technical ideas behind the attention mechanism, and see how to code it in PyTorch. This course is built with Joshua Starmer, Founder and CEO of StatQuest. The attention mechanism was a breakthrough that led to transformers, the architecture powering large language models like ChatGPT. Transformers, introduced in the 2017 paper: "Attention is All You Need" by Viswani and others, took off because of its highly scalable design. In this course, you’ll learn how the attention mechanism, a key element of transformer-based LLMs, works and implement it in PyTorch. You'll develop deep intuition about building reliable, functional, and scalable AI applications. What you will do: - Understand the evolution of the attention mechanism, a key breakthrough that led to transformers. - Learn the relationships between word embeddings, positional embeddings, and attention. - Learn about the Query, Key, and Value matrices, and how to produce and use them in attention. - Walk through the math required to calculate self-attention and masked self-attention to learn why and how they work. - Understand the difference between self-attention and masked self-attention and how one is used in the encoder to build context-aware embeddings and the other is used in the decoder for generative outputs. - Learn the details of the encoder-decoder architecture, cross-attention, and multi-head attention and how they are all incorporated into a transformer. - Use PyTorch to code a class that implements self-attention, masked self-attention, and multi-head attention. There're lots of exciting technical details in this course. Please sign up here:

New short course: Attention in Transformers: Concepts and Code in PyTorch. Last week we released a course on how LLM transformers work. This week, go deeper and learn about the technical ideas behind the attention mechanism, and see how to code it in PyTorch. This course is built with Joshua Starmer, Founder and CEO of StatQuest. The attention mechanism was a breakthrough that led to transformers, the architecture powering large language models like ChatGPT. Transformers, introduced in the 2017 paper: "Attention is All You Need" by Viswani and others, took off because of its highly scalable design. In this course, you’ll learn how the attention mechanism, a key element of transformer-based LLMs, works and implement it in PyTorch. You'll develop deep intuition about building reliable, functional, and scalable AI applications. What you will do: - Understand the evolution of the attention mechanism, a key breakthrough that led to transformers. - Learn the relationships between word embeddings, positional embeddings, and attention. - Learn about the Query, Key, and Value matrices, and how to produce and use them in attention. - Walk through the math required to calculate self-attention and masked self-attention to learn why and how they work. - Understand the difference between self-attention and masked self-attention and how one is used in the encoder to build context-aware embeddings and the other is used in the decoder for generative outputs. - Learn the details of the encoder-decoder architecture, cross-attention, and multi-head attention and how they are all incorporated into a transformer. - Use PyTorch to code a class that implements self-attention, masked self-attention, and multi-head attention. There're lots of exciting technical details in this course. Please sign up here:

Andrew Ng

132,285 просмотров • 1 год назад

This is one of my favorite speeches of all time… It always hits me hard: “You get up every day—you’re entitled to nothing. Nobody owes you nothing. You could have talent, but if you don’t have discipline, and you don’t execute, you don’t focus… What do you get? Nothing. If you’re complacent and not paying attention to detail… What does that get you? Nothing. So nothing is acceptable but your best.” This is a harsh reality of life: Talent is meaningless without discipline. Ambition is worthless without execution. Focus is the difference between potential and reality. You’re not entitled to success—it’s earned in the quiet, thankless moments when no one is watching. The antidote to entitlement is relentless ownership. Show up fully. Pay attention to the details. Do your best—every single day. Because in a world where everyone wants the reward, it’s those who refuse to accept anything less than their best who build something worth being proud of.

This is one of my favorite speeches of all time… It always hits me hard: “You get up every day—you’re entitled to nothing. Nobody owes you nothing. You could have talent, but if you don’t have discipline, and you don’t execute, you don’t focus… What do you get? Nothing. If you’re complacent and not paying attention to detail… What does that get you? Nothing. So nothing is acceptable but your best.” This is a harsh reality of life: Talent is meaningless without discipline. Ambition is worthless without execution. Focus is the difference between potential and reality. You’re not entitled to success—it’s earned in the quiet, thankless moments when no one is watching. The antidote to entitlement is relentless ownership. Show up fully. Pay attention to the details. Do your best—every single day. Because in a world where everyone wants the reward, it’s those who refuse to accept anything less than their best who build something worth being proud of.

Sahil Bloom

1,074,842 просмотров • 1 год назад

[Self-Attention] by Hand ✍️ Self-attention is what enables LLMs to understand context. How does it work? This exercise demonstrates how to calculate a 6-3 attention head by hand. Note that if we have two instances of this, we get 6-6 attention (i.e., multi-head attention, n=2). -- 𝗚𝗼𝗮𝗹 -- Transform [6D Features 🟧] to [3D Attention Weighted Features 🟦] -- 𝗪𝗮𝗹𝗸𝘁𝗵𝗿𝗼𝘂𝗴𝗵 -- [1] Given ↳ A set of 4 feature vectors (6-D): x1,x2,x3,x4 [2] Query, Key, Value ↳ Multiply features x's with linear transformation matrices WQ, WK, and WV, to obtain query vectors (q1,q2,q3,q4), key vectors (k1,k2,k3,k4), and value vectors (v1,v2,v3,v4). ↳ "Self" refers to the fact that both queries and keys are derived from the same set of features. [3] 🟪 Prepare for MatMul ↳ Copy query vectors ↳ Copy the transpose of key vectors [4] 🟪 MatMul ↳ Multiply K^T and Q ↳ This is equivalent to taking dot product between every pair of query and key vectors. ↳ The purpose is to use dot product as an estimate of the "matching score" between every key-value pair. ↳ This estimate makes sense because dot product is the numerator of Cosine Similarity between two vectors. [5] 🟨 Scale ↳ Scale each element by the square root of dk, which is the dimension of key vectors (dk=3). ↳ The purpose is to normalize the impact of the dk on matching scores, even if we scale dk to 32, 64, or 128. ↳ To simplify hand calculation, we approximate [ □/sqrt(3) ] with [ floor(□/2) ]. [6] 🟩 Softmax: e^x ↳ Raise e to the power of the number in each cell ↳ To simplify hand calculation, we approximate e^□ with 3^□. [7] 🟩 Softmax: ∑ ↳ Sum across each column [8] 🟩 Softmax: 1 / sum ↳ For each column, divide each element by the column sum ↳ The purpose is normalize each column so that the numbers sum to 1. In other words, each column is a probability distribution of attention, and we have four of them. ↳ The result is the Attention Weight Matrix (A) (yellow) [9] 🟦 MatMul ↳ Multiply the value vectors (Vs) with the Attention Weight Matrix (A) ↳ The results are the attention weighted features Zs. ↳ They are fed to the position-wise feed forward network in the next layer.

[Self-Attention] by Hand ✍️ Self-attention is what enables LLMs to understand context. How does it work? This exercise demonstrates how to calculate a 6-3 attention head by hand. Note that if we have two instances of this, we get 6-6 attention (i.e., multi-head attention, n=2). -- 𝗚𝗼𝗮𝗹 -- Transform [6D Features 🟧] to [3D Attention Weighted Features 🟦] -- 𝗪𝗮𝗹𝗸𝘁𝗵𝗿𝗼𝘂𝗴𝗵 -- [1] Given ↳ A set of 4 feature vectors (6-D): x1,x2,x3,x4 [2] Query, Key, Value ↳ Multiply features x's with linear transformation matrices WQ, WK, and WV, to obtain query vectors (q1,q2,q3,q4), key vectors (k1,k2,k3,k4), and value vectors (v1,v2,v3,v4). ↳ "Self" refers to the fact that both queries and keys are derived from the same set of features. [3] 🟪 Prepare for MatMul ↳ Copy query vectors ↳ Copy the transpose of key vectors [4] 🟪 MatMul ↳ Multiply K^T and Q ↳ This is equivalent to taking dot product between every pair of query and key vectors. ↳ The purpose is to use dot product as an estimate of the "matching score" between every key-value pair. ↳ This estimate makes sense because dot product is the numerator of Cosine Similarity between two vectors. [5] 🟨 Scale ↳ Scale each element by the square root of dk, which is the dimension of key vectors (dk=3). ↳ The purpose is to normalize the impact of the dk on matching scores, even if we scale dk to 32, 64, or 128. ↳ To simplify hand calculation, we approximate [ □/sqrt(3) ] with [ floor(□/2) ]. [6] 🟩 Softmax: e^x ↳ Raise e to the power of the number in each cell ↳ To simplify hand calculation, we approximate e^□ with 3^□. [7] 🟩 Softmax: ∑ ↳ Sum across each column [8] 🟩 Softmax: 1 / sum ↳ For each column, divide each element by the column sum ↳ The purpose is normalize each column so that the numbers sum to 1. In other words, each column is a probability distribution of attention, and we have four of them. ↳ The result is the Attention Weight Matrix (A) (yellow) [9] 🟦 MatMul ↳ Multiply the value vectors (Vs) with the Attention Weight Matrix (A) ↳ The results are the attention weighted features Zs. ↳ They are fed to the position-wise feed forward network in the next layer.

Tom Yeh

101,010 просмотров • 2 лет назад

🚨*ATTENTION* My Posts on the WEATHER are being throttled (Censored) by X! PLEASE COMMENT If You are seeing my posts! (This is important to break through the algorithm!) MANY of my subscribers are reaching out telling me they do NOT get my notifications! ***IF THIS HAPPENS to you please go to my page and Unsubscribe, than refresh your browser and Re-subscribe again and click the bell icon to ALL! That SHOULD help reset how my notifications reach you! IF you regularly see my posts than you do not have to do anything at all! :)

🚨ATTENTION My Posts on the WEATHER are being throttled (Censored) by X! PLEASE COMMENT If You are seeing my posts! (This is important to break through the algorithm!) MANY of my subscribers are reaching out telling me they do NOT get my notifications! ***IF THIS HAPPENS to you please go to my page and Unsubscribe, than refresh your browser and Re-subscribe again and click the bell icon to ALL! That SHOULD help reset how my notifications reach you! IF you regularly see my posts than you do not have to do anything at all! :)

In2ThinAir

136,751 просмотров • 1 год назад

This is the best video you will see today. No questions asked. They are being terrorised and being given a taste of their own medicine and they don’t like it. This is what we’ve had to put up with for years because they are here. Living in constant fear of attack in our own country because of these people. If anyone is upset by this you are nothing more than a Christianophobe. Suck it up and get on with it. That’s what we have to do too. Up the Irish 🇮🇪💪

This is the best video you will see today. No questions asked. They are being terrorised and being given a taste of their own medicine and they don’t like it. This is what we’ve had to put up with for years because they are here. Living in constant fear of attack in our own country because of these people. If anyone is upset by this you are nothing more than a Christianophobe. Suck it up and get on with it. That’s what we have to do too. Up the Irish 🇮🇪💪

Around Liverpool

99,947 просмотров • 1 месяц назад

This is probably the biggest issue that people have with their lives A negative mindset, fed by negative talking and thinking. You will find it very hard to positively improve your life if you continue to do this. They perpetuate negative circumstances by talking about them as if they are current. You may have experienced something in the past, but referring to it and giving it attention and energy is only strengthening it. Do away with the idea that you must be "logical" and "normal" with how you talk and live. Instead, put your mind and energy into the reality you wish to experience, and your life will begin to align around that.

This is probably the biggest issue that people have with their lives A negative mindset, fed by negative talking and thinking. You will find it very hard to positively improve your life if you continue to do this. They perpetuate negative circumstances by talking about them as if they are current. You may have experienced something in the past, but referring to it and giving it attention and energy is only strengthening it. Do away with the idea that you must be "logical" and "normal" with how you talk and live. Instead, put your mind and energy into the reality you wish to experience, and your life will begin to align around that.

⚡️🌞 Sol Brah 🌞🐬

15,529 просмотров • 9 месяцев назад

lol. yes Blake, i have. its like you people INTENTIONALLY don't listen to the VERY public statements ive made already, multiple times... on Stew Peters Network. in fact i said FAR more lol. I know your attention span is fried, but please do try to pay attention for more than 20 seconds... why is there this random, coordinated effort to discredit me all of a sudden? 🤨 i've been nothing but transparent this entire time. unlike you, who deactivates his account every other day lol... you wanna talk sus ass behavior, we can🤷‍♂️

lol. yes Blake, i have. its like you people INTENTIONALLY don't listen to the VERY public statements ive made already, multiple times... on Stew Peters Network. in fact i said FAR more lol. I know your attention span is fried, but please do try to pay attention for more than 20 seconds... why is there this random, coordinated effort to discredit me all of a sudden? 🤨 i've been nothing but transparent this entire time. unlike you, who deactivates his account every other day lol... you wanna talk sus ass behavior, we can🤷‍♂️

Artifex Memoriarum

40,386 просмотров • 10 дней назад

TRUMP drops post indicating, beyond a shadow of a doubt, that this was TREASON. Treason conducted at the highest levels of our own U.S. government by the globalist deep state. They knew exactly what they were doing and even continued the coup after their own intelligence proved otherwise. There is no way out of this. We have it ALL. Remember, we do everything by the book. There are no shortcuts. Just hard evidence and the rule of law. Pay attention to what Trump is specifically showing you along with other in the administration. Think about what other doors will open related to what other information was in the leaked DNC emails. Everything has meaning and is all connected.

TRUMP drops post indicating, beyond a shadow of a doubt, that this was TREASON. Treason conducted at the highest levels of our own U.S. government by the globalist deep state. They knew exactly what they were doing and even continued the coup after their own intelligence proved otherwise. There is no way out of this. We have it ALL. Remember, we do everything by the book. There are no shortcuts. Just hard evidence and the rule of law. Pay attention to what Trump is specifically showing you along with other in the administration. Think about what other doors will open related to what other information was in the leaked DNC emails. Everything has meaning and is all connected.

The SCIF

60,561 просмотров • 1 год назад

Many women actually believe in their “advice, prayers, discretion, and other intangible support” so much but I do not blame them. Full-grown men have continued to lie to themselves about the usefulness of the women they choose to be in their lives so they can be feel less stupid about their choices. That’s why you hear these men confidently saying she dey advice me, she dey pray for me and other nonsense that actually have no bearing on how their lives eventually turn out. Beyond sex, the average woman serves no purpose and add nothing of value to the average man. Before you curse a whore, stone a simp!!!!

Many women actually believe in their “advice, prayers, discretion, and other intangible support” so much but I do not blame them. Full-grown men have continued to lie to themselves about the usefulness of the women they choose to be in their lives so they can be feel less stupid about their choices. That’s why you hear these men confidently saying she dey advice me, she dey pray for me and other nonsense that actually have no bearing on how their lives eventually turn out. Beyond sex, the average woman serves no purpose and add nothing of value to the average man. Before you curse a whore, stone a simp!!!!

Taiwo_junzi

11,401 просмотров • 3 месяцев назад

Galen Druke (Galen Druke) interviewed me about common knowledge, the topic of my new book (link in thread): Me: What common knowledge does in informal interactions is it ratifies social relationships. So if two people are friends, if they’re lovers, if one of them is dominant and the other is subordinate—that is, one always gets it this way—these exist because each party knows the other one knows they exist. And they survive by being common knowledge. Sometimes we don’t want to destroy a relationship, and so we keep things out of common knowledge by using euphemism or innuendo or genteel hypocrisy. Druke: What’s an example of this? Me: At the end of a date, you’ve got a couple of friends and one says, “Hey, do you want to kind of come up for coffee—or Netflix and chill?” That’s very different from, “Do you want to have sex?” even though if they’re both grownups, they both know that it’s having sex. So there’s a denial of common knowledge, which would allow them—if the overture is not reciprocated—to go back to being platonic friends or workplace colleagues.

Galen Druke (Galen Druke) interviewed me about common knowledge, the topic of my new book (link in thread): Me: What common knowledge does in informal interactions is it ratifies social relationships. So if two people are friends, if they’re lovers, if one of them is dominant and the other is subordinate—that is, one always gets it this way—these exist because each party knows the other one knows they exist. And they survive by being common knowledge. Sometimes we don’t want to destroy a relationship, and so we keep things out of common knowledge by using euphemism or innuendo or genteel hypocrisy. Druke: What’s an example of this? Me: At the end of a date, you’ve got a couple of friends and one says, “Hey, do you want to kind of come up for coffee—or Netflix and chill?” That’s very different from, “Do you want to have sex?” even though if they’re both grownups, they both know that it’s having sex. So there’s a denial of common knowledge, which would allow them—if the overture is not reciprocated—to go back to being platonic friends or workplace colleagues.

Steven Pinker

22,350 просмотров • 9 месяцев назад

Chris Canty believes the Heat leaking a LeBron return on July 27th was definitely something: “They might’ve been pre mature but I don’t think this was all together out of left field. Somebody in the Heat organization knew something. So much so they had the link prepared even if they didn’t mean to post it. What’s interesting is we actually have a timeline. July 27th is the day everybody will fault too and say ‘we’re probably going to have a decision by then’ — it just so happens to be the day before the Cowboys report to training camp. LeBron James with all your attention making sure his decision doesn’t get washed out by the NFL” (Via UNSPORTSMANLIKE)

Chris Canty believes the Heat leaking a LeBron return on July 27th was definitely something: “They might’ve been pre mature but I don’t think this was all together out of left field. Somebody in the Heat organization knew something. So much so they had the link prepared even if they didn’t mean to post it. What’s interesting is we actually have a timeline. July 27th is the day everybody will fault too and say ‘we’re probably going to have a decision by then’ — it just so happens to be the day before the Cowboys report to training camp. LeBron James with all your attention making sure his decision doesn’t get washed out by the NFL” (Via UNSPORTSMANLIKE)

Heat Central

205,306 просмотров • 11 дней назад

🔥🇮🇪 “THEY HAVE FARMED THEIR LAND FOR GENERATIONS ONLY TO HAVE THE GOVERNMENT OF BRUSSELS (EU) COME IN AND HAND IT OVER TO THIRD WORLD ALGERIANS, SOMALIS AND MIGRANTS” - Jack Posobiec Jack Posobiec is bringing the attention to the globalists SELLING OUT the people of Ireland not only financially but socially by introducing this foreign population to their culture. As an Irish American this sickens me to see what they are doing to erase our ancestors culture by design. They are calling it “THE LAST STRAW” and will not relent in preserving their heritage and land to keep IRELAND FOR THE IRISH.

🔥🇮🇪 “THEY HAVE FARMED THEIR LAND FOR GENERATIONS ONLY TO HAVE THE GOVERNMENT OF BRUSSELS (EU) COME IN AND HAND IT OVER TO THIRD WORLD ALGERIANS, SOMALIS AND MIGRANTS” - Jack Posobiec Jack Posobiec is bringing the attention to the globalists SELLING OUT the people of Ireland not only financially but socially by introducing this foreign population to their culture. As an Irish American this sickens me to see what they are doing to erase our ancestors culture by design. They are calling it “THE LAST STRAW” and will not relent in preserving their heritage and land to keep IRELAND FOR THE IRISH.

Johnny St.Pete

181,955 просмотров • 3 месяцев назад

"When we decline conversation with those we might currently disagree with, we condemn ourselves to forever disagree." Leading into tomorrow's protests, some have instructed protesters not to engage in conversation with those on the 'other side'. If anyone believes that these identity politic divides somehow resolve themselves by forcing the 'other side' to accept your position... well... world history has already shown us how well that works out. We gain traction in this division only by first humanizing those we disagree with. By truly engaging with and understanding both their needs and their fears. Once we've got that down, we can address both our own concerns AND theirs more easily than we may have thought. If you're trans and you don't think anything gender critical people say has merit, then I have a question for you: Have you ever really talked to a gender critical individual? Not yelled at them, but sat down over a cup coffee to understand their fears? If you've done that... great! Keep going... and 6 or 12 months later you'll have talked to enough people to REALLY understand the root of where they are coming from. And on the other side... if you have concerns about schools, curriculum, childhood transition, pronounce, prisons, sports, washrooms... If you have these concerns, have you taken the time to really get into both the headspace and heart-space of a transgender person? Not to mock them on Twitter, but to engage in good old-fashion community? I've spent the last two years having thousands of conversations with the individuals on both ends of this identity politic divide. And I've never been more confident that a workable solution exists. But to get there.... we need to talk. All of us. Tomorrow, I hope you consider extending goodwill to those on the other side of the protest. That will make a much bigger difference than yelling into the abyss about how wrong they are. Maybe they are wrong... but by showing the worst of ourselves to others we only strengthen their resolve that our position is inimical.

"When we decline conversation with those we might currently disagree with, we condemn ourselves to forever disagree." Leading into tomorrow's protests, some have instructed protesters not to engage in conversation with those on the 'other side'. If anyone believes that these identity politic divides somehow resolve themselves by forcing the 'other side' to accept your position... well... world history has already shown us how well that works out. We gain traction in this division only by first humanizing those we disagree with. By truly engaging with and understanding both their needs and their fears. Once we've got that down, we can address both our own concerns AND theirs more easily than we may have thought. If you're trans and you don't think anything gender critical people say has merit, then I have a question for you: Have you ever really talked to a gender critical individual? Not yelled at them, but sat down over a cup coffee to understand their fears? If you've done that... great! Keep going... and 6 or 12 months later you'll have talked to enough people to REALLY understand the root of where they are coming from. And on the other side... if you have concerns about schools, curriculum, childhood transition, pronounce, prisons, sports, washrooms... If you have these concerns, have you taken the time to really get into both the headspace and heart-space of a transgender person? Not to mock them on Twitter, but to engage in good old-fashion community? I've spent the last two years having thousands of conversations with the individuals on both ends of this identity politic divide. And I've never been more confident that a workable solution exists. But to get there.... we need to talk. All of us. Tomorrow, I hope you consider extending goodwill to those on the other side of the protest. That will make a much bigger difference than yelling into the abyss about how wrong they are. Maybe they are wrong... but by showing the worst of ourselves to others we only strengthen their resolve that our position is inimical.

Julia Malott

129,546 просмотров • 2 лет назад

Attention American Voters, Kamala Harris is draining your Social Security Benefits by giving them to illegal migrants Kamala Harris Admin Signed H.R. 7691 Qualifying Refugees From Ukraine TO CLAIM SOCIAL SECURITY BENEFITS Social Security is expected to run out in 2035, if you vote Kamala Harris you are literally voting to have no income when you reach retirement age as most jobs in America no longer pay retirements - They're not paying into the system - They're not from this country - They didn't help build this country “So riddle me this. How how how are they getting SSI checks? You know, the money that is taken out of every paycheck that we get every time we get a paycheck, that chunk of money that they take. How are Ukrainian refugees getting SSI checks? Make me understand that. Please make me understand that. Because they're trying to work us until we die So that we don't get the SSI check. So, how? How how is that happening? Somebody please make me understand because the math is not mathing”

Attention American Voters, Kamala Harris is draining your Social Security Benefits by giving them to illegal migrants Kamala Harris Admin Signed H.R. 7691 Qualifying Refugees From Ukraine TO CLAIM SOCIAL SECURITY BENEFITS Social Security is expected to run out in 2035, if you vote Kamala Harris you are literally voting to have no income when you reach retirement age as most jobs in America no longer pay retirements - They're not paying into the system - They're not from this country - They didn't help build this country “So riddle me this. How how how are they getting SSI checks? You know, the money that is taken out of every paycheck that we get every time we get a paycheck, that chunk of money that they take. How are Ukrainian refugees getting SSI checks? Make me understand that. Please make me understand that. Because they're trying to work us until we die So that we don't get the SSI check. So, how? How how is that happening? Somebody please make me understand because the math is not mathing”

Wall Street Apes

456,685 просмотров • 1 год назад

I need your support. The Australian government allows jihadists to openly call for the mass murder of Christians and Jews with zero consequences, but Australian authorities seek to crush me with a $24,000 penalty because I held up a blank sign outside the Chinese Consulate three years ago. Two tier legal system. They want to crush normal patriots like me while they let insane jihadists run completely wild. If you want me to be effective, if you like what I have to say, if you want me to keep going, if you think that I offer something valuable to the country — then please consider donating so I can keep going. This is a massive injustice and I need your help to avoid being crushed by this two tier legal system. GoFundMe link:

I need your support. The Australian government allows jihadists to openly call for the mass murder of Christians and Jews with zero consequences, but Australian authorities seek to crush me with a $24,000 penalty because I held up a blank sign outside the Chinese Consulate three years ago. Two tier legal system. They want to crush normal patriots like me while they let insane jihadists run completely wild. If you want me to be effective, if you like what I have to say, if you want me to keep going, if you think that I offer something valuable to the country — then please consider donating so I can keep going. This is a massive injustice and I need your help to avoid being crushed by this two tier legal system. GoFundMe link:

Drew Pavlou 🇦🇺🇺🇸🇺🇦🇹🇼

22,477 просмотров • 7 месяцев назад

I need a short term rental in NYC. This is not something I would normally do on social media- but I’ve been swamped with work here and I’m out of time at my current rental. Does anybody in NYC have a place they could rent short term? If so, please email me at brandon2newyork@gmail.com and I’ll get back to you! 🙏

I need a short term rental in NYC. This is not something I would normally do on social media- but I’ve been swamped with work here and I’m out of time at my current rental. Does anybody in NYC have a place they could rent short term? If so, please email me at [email protected] and I’ll get back to you! 🙏

Brandon Straka #WalkAway

21,049 просмотров • 10 месяцев назад

ATTENTION Subscribers! PLEASE Read below! ⬇️ The algorithm is forcing creators to re-engage with the channels they follow! Follow these few steps! 📍PLEASE make sure you have the notification bell clicked as shown below! (Toggle it on and off and refresh to reset!) 📍PLEASE go and leave a comment on ANY of my posts. It Could be positive OR negative if you disagree but please leave a comment on this post or any other post I make. This is how its going to work from now on unfortunately. If you engage, you will see my content ANY time I post, If you don't you will see much less of it! Appreciate you all more than you know!

ATTENTION Subscribers! PLEASE Read below! ⬇️ The algorithm is forcing creators to re-engage with the channels they follow! Follow these few steps! 📍PLEASE make sure you have the notification bell clicked as shown below! (Toggle it on and off and refresh to reset!) 📍PLEASE go and leave a comment on ANY of my posts. It Could be positive OR negative if you disagree but please leave a comment on this post or any other post I make. This is how its going to work from now on unfortunately. If you engage, you will see my content ANY time I post, If you don't you will see much less of it! Appreciate you all more than you know!

In2ThinAir

30,933 просмотров • 8 месяцев назад

In light of the names Anneke Lucas mentioned, like the former Canadian prime minister who is dead now, but is the father of the current one. It is being shared all over the internet now. Canadian accounts are posting this, and it is getting lots of attention. This is also a wake-up call for Canada. A lot of people in Canada are commenting on social media that they are shocked by this guy being named. But actually he was already mentioned by Cathy O'Brien in 1995, as being involved in these networks! See the video below. So there is corroboration between these witnesses. A lot of these former and now deceased prime ministers she mentions were, at that time that she was in it in the 70s, involved in this. Also the Belgian one that Anneke names, and was also named by other witnesses. Which tells us, like these witnesses say, this was a global network. So the truth was already out there a bit, but it is coming out more for a bigger public. We will have more revelations coming out in 2025 about these dark dealing that have been going on at the highest levels, I'm sure. This is going to be a shock for a lot of people that are new to this information, because it is reaching a bigger public. Some will choose not to believe it, do no research, and look no further. But a lot more people will wake up to this, it is unstoppable. Of course, we have to check in with our own vibration. If it gets too heavy, take some time out and go for a walk in nature. Whilst revelations are important for the truth to come out, and confronting hard information is part of that, we have to check with our selves how this information is affecting us, and sometimes we need a time off. It is always most important to maintain a healthy balance between checking in with this information and our own peace of mind. #Epstein #PBDpodcast

In light of the names Anneke Lucas mentioned, like the former Canadian prime minister who is dead now, but is the father of the current one. It is being shared all over the internet now. Canadian accounts are posting this, and it is getting lots of attention. This is also a wake-up call for Canada. A lot of people in Canada are commenting on social media that they are shocked by this guy being named. But actually he was already mentioned by Cathy O'Brien in 1995, as being involved in these networks! See the video below. So there is corroboration between these witnesses. A lot of these former and now deceased prime ministers she mentions were, at that time that she was in it in the 70s, involved in this. Also the Belgian one that Anneke names, and was also named by other witnesses. Which tells us, like these witnesses say, this was a global network. So the truth was already out there a bit, but it is coming out more for a bigger public. We will have more revelations coming out in 2025 about these dark dealing that have been going on at the highest levels, I'm sure. This is going to be a shock for a lot of people that are new to this information, because it is reaching a bigger public. Some will choose not to believe it, do no research, and look no further. But a lot more people will wake up to this, it is unstoppable. Of course, we have to check in with our own vibration. If it gets too heavy, take some time out and go for a walk in nature. Whilst revelations are important for the truth to come out, and confronting hard information is part of that, we have to check with our selves how this information is affecting us, and sometimes we need a time off. It is always most important to maintain a healthy balance between checking in with this information and our own peace of mind. #Epstein #PBDpodcast

Jens Patteeuw

20,426 просмотров • 1 год назад