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#1🥇 Title: Accelerando Release Date: Nov 10, 2022 Production: Deeper Featuring: Mick Blue DEEPER can y'all bring back Keisha™️ & Mick Blue ™️ for the sequel? 🙏🙏

Antwan

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37,316 views • 1 year ago •via X (Twitter)

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Congratulations to Laney Grey & Mick Blue ™️ , winners of the 2023 #AVNAwards Best Oral Sex Scene for “Laney Grey Deepthroats All Day” throatedxxx | BlowPass

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Congratulations to Laney Grey & Mick Blue ™️ , winners of the 2023 #AVNAwards Best Oral Sex Scene for “Laney Grey Deepthroats All Day” throatedxxx | BlowPass

AVN Awards

1,129,699 views • 3 years ago

🚨🔥 ANNOUNCEMENT 🔥🚨📢 ▶️ The $PDAI Conference 10/10 2025 will be streaming LIVE on YouTube! 🎥 📅 Dates Confirmed 📅 DAY 1 Friday, October 10, 2025 – 4:00 PM EST DAY 2 Saturday, October 11, 2025 – 10:00 AM EST 📢 Featuring Keynote Speakers, Presenters, Panelists, a Community AMA… and some HUGE guests: yourfriendSOMMI ❤️💛💚💙 DecentraliseMe Bud P ZACH MoteItBe.pls - Steveo Big Whale PLSX HODLnomix 🍉 $BLSEYE Sir-Nathan, The Dogg VibraFinance™⭐️ Anders LOVE.IO Royson @CrusherTrades and many more! (Please have any speaker requests reach out to me) Some topics included: 🌳 Self-Sovereignty Allodial Title & the Bigger Picture 🤓 pDAI Lore & Different Peg Theories 🌀 Speculative Narratives & Conspiracy Theories 🕵️ Analytical Research & Blockchain Investigation 📈 Technical Analysis & Price Charts 🤝 Due to Liberty Swap⚡️Bridge2Pulse™️Privacy and Freedom and community demand, we've set up a community wallet to purchase some $PDAI X Badges to boost engagement across X for the event 💜 The donation wallet address is: 0x71bAe652b3bD1eb74D285E32A131DF4ffa2B76Cd 🎁 It's $10k for 1 badge, then +$600 for each consecutive badge which we will gift to speakers and contributors 🙏 If we don't raise enough, everyone will be fully refunded before the date, and if we raise too much we can pay for some advertising on X 🔗 Complete schedule of events and official links will be coming soon, so bookmark this post! 🔖

🚨🔥 ANNOUNCEMENT 🔥🚨📢 ▶️ The $PDAI Conference 10/10 2025 will be streaming LIVE on YouTube! 🎥 📅 Dates Confirmed 📅 DAY 1 Friday, October 10, 2025 – 4:00 PM EST DAY 2 Saturday, October 11, 2025 – 10:00 AM EST 📢 Featuring Keynote Speakers, Presenters, Panelists, a Community AMA… and some HUGE guests: yourfriendSOMMI ❤️💛💚💙 DecentraliseMe Bud P ZACH MoteItBe.pls - Steveo Big Whale PLSX HODLnomix 🍉 $BLSEYE Sir-Nathan, The Dogg VibraFinance™⭐️ Anders LOVE.IO Royson @CrusherTrades and many more! (Please have any speaker requests reach out to me) Some topics included: 🌳 Self-Sovereignty Allodial Title & the Bigger Picture 🤓 pDAI Lore & Different Peg Theories 🌀 Speculative Narratives & Conspiracy Theories 🕵️ Analytical Research & Blockchain Investigation 📈 Technical Analysis & Price Charts 🤝 Due to Liberty Swap⚡️Bridge2Pulse™️Privacy and Freedom and community demand, we've set up a community wallet to purchase some $PDAI X Badges to boost engagement across X for the event 💜 The donation wallet address is: 0x71bAe652b3bD1eb74D285E32A131DF4ffa2B76Cd 🎁 It's $10k for 1 badge, then +$600 for each consecutive badge which we will gift to speakers and contributors 🙏 If we don't raise enough, everyone will be fully refunded before the date, and if we raise too much we can pay for some advertising on X 🔗 Complete schedule of events and official links will be coming soon, so bookmark this post! 🔖

Coexistence Steven

29,876 views • 11 months ago

🚨UFO skeptic Mick West (Mick West) and national security analyst Marik von Rennenkampff (Marik vR) debate some of the most famous UFO videos, including newly surfaced footage from Iraq. Mick insists they're camera illusions; Marik highlights experts who refute simple glitches. Will definitive proof soon emerge in the open, or is the real evidence forever sealed behind classified doors? As a moderator, I acknowledge my bias. I find the testimonies of Jake Barber, David Grusch, and others to be beyond reproach and internally consistent. However, for the average person, they may require significant leaps of logic to fully digest and understand. I hope this serves as a rational and Socratic onramp for those curious and interested in UFOs. 1. New “Iraq Gimbal” Video: A Marine’s thermal footage echoes classic “Gimbal” imagery, fueling debate on whether these shapes are optical artifacts or genuine craft. 2. Repeatable Patterns at Nuclear Sites: Both grapple with recurring claims of UAP near nukes—one sees consistent misreporting, the other a red flag demanding deeper study. 3. Top-Secret Explanations: From psyops to psionics, speculation abounds on covert advanced tech versus exotic phenomena—especially given new alleged “egg” retrieval videos. 4. AARO & Official Data: Both camps call for the Pentagon’s UFO office to release definitive sensor records to test rival theories and move beyond guesswork. 5. Whistleblower Stakes: Whether it’s David Grusch or anonymous Marines, the debate underscores how stigma and secrecy may throttle critical first-hand testimony. 6. Bottom-Line Consensus: Despite clashing takes, both agree: Only robust, publicly analyzed high-res data can resolve whether “impossible” UFOs are real—or illusions.

🚨UFO skeptic Mick West (Mick West) and national security analyst Marik von Rennenkampff (Marik vR) debate some of the most famous UFO videos, including newly surfaced footage from Iraq. Mick insists they're camera illusions; Marik highlights experts who refute simple glitches. Will definitive proof soon emerge in the open, or is the real evidence forever sealed behind classified doors? As a moderator, I acknowledge my bias. I find the testimonies of Jake Barber, David Grusch, and others to be beyond reproach and internally consistent. However, for the average person, they may require significant leaps of logic to fully digest and understand. I hope this serves as a rational and Socratic onramp for those curious and interested in UFOs. 1. New “Iraq Gimbal” Video: A Marine’s thermal footage echoes classic “Gimbal” imagery, fueling debate on whether these shapes are optical artifacts or genuine craft. 2. Repeatable Patterns at Nuclear Sites: Both grapple with recurring claims of UAP near nukes—one sees consistent misreporting, the other a red flag demanding deeper study. 3. Top-Secret Explanations: From psyops to psionics, speculation abounds on covert advanced tech versus exotic phenomena—especially given new alleged “egg” retrieval videos. 4. AARO & Official Data: Both camps call for the Pentagon’s UFO office to release definitive sensor records to test rival theories and move beyond guesswork. 5. Whistleblower Stakes: Whether it’s David Grusch or anonymous Marines, the debate underscores how stigma and secrecy may throttle critical first-hand testimony. 6. Bottom-Line Consensus: Despite clashing takes, both agree: Only robust, publicly analyzed high-res data can resolve whether “impossible” UFOs are real—or illusions.

Jesse Michels

73,329 views • 1 year ago

Here’s how to ACTUALLY block blue light on your iPhone, most of the apps are actually just filtering a narrow spectrum. This method puts it into pure red light mode. This hack has helped my sleep immeasurably. Step 1: Settings > Accessibility > Display and Text Size > Color Filters Step 2: Turn on color filter > Check “Color Tint” Step 3: Slide the “Intensity” and “Hue” bars all the way to the right (this is maximum red and filters all blue light) Step 4: Go back two screens to “accessibility” then click “Accessibility Shortcut” Step 5: Check “Color Filters” - this turns on the “triple click” function that allows for easy On/Off for this setting How to use: Follow the sun - do not turn off the red light filter until you have consumed true natural red light from the sun in the AM for at least 10-15 mins. I usually wait well into the morning and after my morning outdoor walk before I triple click back to “normal view” Once dusk hits, so too should your red light filter return. So in the winter, that’s like 6p where I live… Ideally, you are not consuming screens at least 2 hours before bed for max circadian support. But if you must, make sure you are at least using this one quick easy technique. Our modern tech lives lead to an absolute decimation of our circadian rhythms, which subsequently leads to all sorts of detrimental impacts like low T, insulin resistance, fat gain, and thyroid dysfunction, amongst many others. Follow Zaid K. Dahhaj and Abud Bakri MD for much deeper analysis on these topics.

Here’s how to ACTUALLY block blue light on your iPhone, most of the apps are actually just filtering a narrow spectrum. This method puts it into pure red light mode. This hack has helped my sleep immeasurably. Step 1: Settings > Accessibility > Display and Text Size > Color Filters Step 2: Turn on color filter > Check “Color Tint” Step 3: Slide the “Intensity” and “Hue” bars all the way to the right (this is maximum red and filters all blue light) Step 4: Go back two screens to “accessibility” then click “Accessibility Shortcut” Step 5: Check “Color Filters” - this turns on the “triple click” function that allows for easy On/Off for this setting How to use: Follow the sun - do not turn off the red light filter until you have consumed true natural red light from the sun in the AM for at least 10-15 mins. I usually wait well into the morning and after my morning outdoor walk before I triple click back to “normal view” Once dusk hits, so too should your red light filter return. So in the winter, that’s like 6p where I live… Ideally, you are not consuming screens at least 2 hours before bed for max circadian support. But if you must, make sure you are at least using this one quick easy technique. Our modern tech lives lead to an absolute decimation of our circadian rhythms, which subsequently leads to all sorts of detrimental impacts like low T, insulin resistance, fat gain, and thyroid dysfunction, amongst many others. Follow Zaid K. Dahhaj and Abud Bakri MD for much deeper analysis on these topics.

Sandeep Palakodeti, MD MPH

207,083 views • 2 years ago

Love and Deepspace | Diviner's Hymn 🌇New 5-Star Interactive Memory [Zayne: Diviner's Hymn] When you are battered and on the brink of collapse from defending Niava… the very god who seeks to bring about its destruction is the only one who can save and heal you. What was once tender closeness has turned into a distant standoff—yet now, driven by restless agony, you find yourself begging him for release. "I have answered your pleas and your desires… Yet I sense… an even deeper craving." 🌇5-Star Memory Pair from [Edge of Continuum] Event From 05:00 on Sept. 25 to 04:59 on Oct. 9 (server time), the limited 5-Star Solar-Slot Memory Pair [Zayne: Diviner's Hymn] and [Zayne: Diviner's Stillness] will be available in the Limited Wish Pool. For the first 100 wishes, you can claim [Deepspace Wish: Limited*1] for every 10 wishes made; you can choose between [Zayne: Diviner's Hymn] and [Zayne: Diviner's Stillness] upon reaching 150 wishes. This means a maximum of 150 wishes guarantees two event-limited 5-Star Memories and unlocks the Companion [Zayne: God of Annihilation]. *See the specific wish rules in the following event preview. 🌇Event Rewards Participate in the event [Golden Verdict] to claim 4-Star Solar Slot Memory Pair [Zayne: Finale's Perpetuity], [Zayne: Finale's Ache], [Deepspace Wish: Limited*10], [Diamond*500], etc. ——— 🪐Official Discord: #LoveandDeepspace #ZayneGodofAnnihilation #Zayne

Love and Deepspace | Diviner's Hymn 🌇New 5-Star Interactive Memory [Zayne: Diviner's Hymn] When you are battered and on the brink of collapse from defending Niava… the very god who seeks to bring about its destruction is the only one who can save and heal you. What was once tender closeness has turned into a distant standoff—yet now, driven by restless agony, you find yourself begging him for release. "I have answered your pleas and your desires… Yet I sense… an even deeper craving." 🌇5-Star Memory Pair from [Edge of Continuum] Event From 05:00 on Sept. 25 to 04:59 on Oct. 9 (server time), the limited 5-Star Solar-Slot Memory Pair [Zayne: Diviner's Hymn] and [Zayne: Diviner's Stillness] will be available in the Limited Wish Pool. For the first 100 wishes, you can claim [Deepspace Wish: Limited1] for every 10 wishes made; you can choose between [Zayne: Diviner's Hymn] and [Zayne: Diviner's Stillness] upon reaching 150 wishes. This means a maximum of 150 wishes guarantees two event-limited 5-Star Memories and unlocks the Companion [Zayne: God of Annihilation]. See the specific wish rules in the following event preview. 🌇Event Rewards Participate in the event [Golden Verdict] to claim 4-Star Solar Slot Memory Pair [Zayne: Finale's Perpetuity], [Zayne: Finale's Ache], [Deepspace Wish: Limited10], [Diamond500], etc. ——— 🪐Official Discord: #LoveandDeepspace #ZayneGodofAnnihilation #Zayne

Love and Deepspace

385,651 views • 11 months ago

We are very excited to release zerank-2, ZeroEntropy (YC W25) 's newest reranker model. 🔥 It shows major improvement on the 5 most common RAG failure modes below. Existing rerankers consistently fail on seemingly “simple” tasks: 🔢 Comparing numbers and date: “Biggest deals closed after 04/2024.” 🗄️ Aggregation: “Top 10 objections of customer X?” 🌍 Multilingual: Major pain point, especially non-English to non-English. 🙏 Instruction-Following: “Find the *counterargument* of the claim in the transcript” 🥇 Calibrated scores: You ask "what should I cook for dinner?", and "I am allergic to nuts" scores too low for your threshold. Many rerankers overfit public benchmarks, and don’t generalize to these real issues. zerank-2 outperforms existing rerankers considerably on all of these failure modes, in real production environments. With zerank-2, you get: * 15% improvement vs Cohere rerank 3.5 on Arabic/Hindi (Miraql dataset) * +12% NDCG@10 on sorting tasks (new open-sourced eval set) * +7% vs Gemini Flash on instruction-following (MAIR dataset) * $0.025/1M tokens, 150ms p90 latency at 100KB 🤗 We are open-sourcing the model weights, along with new challenging eval sets on Hugging Face. Our Elo-inspired training methodology is already open-source! We're starting a series of technical deep dives to explain various failure modes zerank-2 fixes, with concrete prod examples, methodologies, and benchmarks. First technical deep dive in the comments.

We are very excited to release zerank-2, ZeroEntropy (YC W25) 's newest reranker model. 🔥 It shows major improvement on the 5 most common RAG failure modes below. Existing rerankers consistently fail on seemingly “simple” tasks: 🔢 Comparing numbers and date: “Biggest deals closed after 04/2024.” 🗄️ Aggregation: “Top 10 objections of customer X?” 🌍 Multilingual: Major pain point, especially non-English to non-English. 🙏 Instruction-Following: “Find the counterargument of the claim in the transcript” 🥇 Calibrated scores: You ask "what should I cook for dinner?", and "I am allergic to nuts" scores too low for your threshold. Many rerankers overfit public benchmarks, and don’t generalize to these real issues. zerank-2 outperforms existing rerankers considerably on all of these failure modes, in real production environments. With zerank-2, you get: * 15% improvement vs Cohere rerank 3.5 on Arabic/Hindi (Miraql dataset) * +12% NDCG@10 on sorting tasks (new open-sourced eval set) * +7% vs Gemini Flash on instruction-following (MAIR dataset) * $0.025/1M tokens, 150ms p90 latency at 100KB 🤗 We are open-sourcing the model weights, along with new challenging eval sets on Hugging Face. Our Elo-inspired training methodology is already open-source! We're starting a series of technical deep dives to explain various failure modes zerank-2 fixes, with concrete prod examples, methodologies, and benchmarks. First technical deep dive in the comments.

Ghita

88,524 views • 9 months ago

U-Net by hand ✍️ ~ 17 steps walkthrough below I consider U-Net as a key milestone in deep learning, the first image-to-image model that really worked! It came out of medical imaging, an unusual place, not from NeurIPS or CVPR or ACL. Now it is the backbone of diffusion models, which you see in almost all modern image generation models. I drew the network as a C so the matrix multiplication flows naturally down. Tilt your head to the right and it is a U again. 🤣 Goal: push a 3 x 16 image down to a 2 x 4 bottleneck and back out again, filling in every cell yourself. = 1. Given = An image of three channels, R, G and B, sixteen pixels wide, and every kernel the network will use. = 2. Convolution 1 = Let us slide the first kernel over the image. Each output is one multiply-and-add over a 2 x 3 window, and the result is the green feature map. = 3. Find the maxima = We circle the largest value in each 1 x 2 window. Circling first is worth the extra step: it is the pooling decision, made before anything is written down. = 4. Max pool 1 = Let us copy those maxima down. Sixteen columns become eight, and half the detail is gone for good. = 5. Convolution 2 = We convolve again with the second kernel, deeper into the contracting path. The feature map is blue now. = 6. Find the maxima again = Same move as step 3, on the blue map. = 7. Max pool 2 = Eight columns become four. = 8. The bottleneck = Let us convolve once more. This is the bottom of the U, a 2 x 4 block that is everything the network kept. = 9. Spread it out = We start back up. The transposed convolution writes each bottleneck value into a wider grid, leaving gaps between them. = 10. Transposed convolution 1 = Let us fill those gaps by convolving over the spread-out grid. Four columns become eight. = 11. The first skip = We copy the encoder's matching row straight across. This is the skip connection, and it is the whole reason a U-Net can recover detail that pooling threw away. = 12. Convolution with the skip = Let us convolve the upsampled features together with the copied ones. = 13. Spread it out again = Same as step 9, one level up. = 14. Transposed convolution 2 = Eight columns become sixteen, back to the width we started at. = 15. The second skip = The encoder's first feature map comes across, the one made before any pooling happened. = 16. Convolution and ReLU = We convolve, then cross out every negative and set it to zero. = 17. Output convolution = Let us apply the last kernel. Out comes R', G' and B', an image the same size as the one we started with. The outputs: R' = [3, 0, 7, 0, 7, 0, 17, 0, 3, 0, 9, 0, 2, 0, 6, 0] G' = [1, 20, 1, 10, 1, 12, 1, 19, 2, 5, 1, 11, 1, 3, 1, 7] B' = [4, 20, 8, 10, 8, 12, 18, 19, 5, 5, 10, 11, 3, 3, 7, 7] Congrats! You just calculated a U-Net by hand. 💾 Save this post!

U-Net by hand ✍️ ~ 17 steps walkthrough below I consider U-Net as a key milestone in deep learning, the first image-to-image model that really worked! It came out of medical imaging, an unusual place, not from NeurIPS or CVPR or ACL. Now it is the backbone of diffusion models, which you see in almost all modern image generation models. I drew the network as a C so the matrix multiplication flows naturally down. Tilt your head to the right and it is a U again. 🤣 Goal: push a 3 x 16 image down to a 2 x 4 bottleneck and back out again, filling in every cell yourself. = 1. Given = An image of three channels, R, G and B, sixteen pixels wide, and every kernel the network will use. = 2. Convolution 1 = Let us slide the first kernel over the image. Each output is one multiply-and-add over a 2 x 3 window, and the result is the green feature map. = 3. Find the maxima = We circle the largest value in each 1 x 2 window. Circling first is worth the extra step: it is the pooling decision, made before anything is written down. = 4. Max pool 1 = Let us copy those maxima down. Sixteen columns become eight, and half the detail is gone for good. = 5. Convolution 2 = We convolve again with the second kernel, deeper into the contracting path. The feature map is blue now. = 6. Find the maxima again = Same move as step 3, on the blue map. = 7. Max pool 2 = Eight columns become four. = 8. The bottleneck = Let us convolve once more. This is the bottom of the U, a 2 x 4 block that is everything the network kept. = 9. Spread it out = We start back up. The transposed convolution writes each bottleneck value into a wider grid, leaving gaps between them. = 10. Transposed convolution 1 = Let us fill those gaps by convolving over the spread-out grid. Four columns become eight. = 11. The first skip = We copy the encoder's matching row straight across. This is the skip connection, and it is the whole reason a U-Net can recover detail that pooling threw away. = 12. Convolution with the skip = Let us convolve the upsampled features together with the copied ones. = 13. Spread it out again = Same as step 9, one level up. = 14. Transposed convolution 2 = Eight columns become sixteen, back to the width we started at. = 15. The second skip = The encoder's first feature map comes across, the one made before any pooling happened. = 16. Convolution and ReLU = We convolve, then cross out every negative and set it to zero. = 17. Output convolution = Let us apply the last kernel. Out comes R', G' and B', an image the same size as the one we started with. The outputs: R' = [3, 0, 7, 0, 7, 0, 17, 0, 3, 0, 9, 0, 2, 0, 6, 0] G' = [1, 20, 1, 10, 1, 12, 1, 19, 2, 5, 1, 11, 1, 3, 1, 7] B' = [4, 20, 8, 10, 8, 12, 18, 19, 5, 5, 10, 11, 3, 3, 7, 7] Congrats! You just calculated a U-Net by hand. 💾 Save this post!

Tom Yeh

17,510 views • 26 days ago

🚨 GEARS OF WAR E DAY OPINION!...🚨 Everybody keeps asking me Where is Gears of War E Day, where is the Gameplay, Release Date, New Trailer, anything seeing as how we are almost four months in to 2026 and I would say the Answers can be found in the Past to Reveal the Future, if your confused you haven't been paying attention!... 👀💥⚙️ In October 2023 I was the first to report on the sixth mainline Gears of War game an Unnannounced Coalition game was set to release sometime in 2026 and 3 years later it looks to finally be happening! 👀😱⚙️ I also discussed a Gears of War Direct show focusing on a deep dive into the new game after Xbox began yearly dedicated game shows! 🧐🤯⚙️ Then on September 20th 2025 after the release of Gears of War Reloaded I uploade a Youtube video discussing my own personal opinion that if there is no E Day at the January 2026 Developer Direct, then it would likely be the Xbox Games Summer Showcase E Day Direct, which again Playground Games were the focus with Fable & Forza Horizon 6 & if we look at Gears of War E Day it is the only Xbox Games Studio first party title confirmed for a 2026 release with zero gameplay shown, no exact release date window & we are already almost four months into the year there must be a reason for that... 🤔🎮⚙️ This is why I have believed since 2023 that the best way to celebrate Gears of War E Day and also the franchise 20th annviersary is with a dedicated E Day Direct show that potentially based on Xbox announcement last year could be announced as early as April 7th/14th if the Xbox Games Showcase were to be happening on either Sunday June 7th or 14th! 🫡🔥⚙️ It is very frustrating that there is no Gears of War E Day marketing happening right now I wish I had more to cover for content & to help build community engagement & hype but there must be a plan for why it looks like we may just have to wait until the Xbox Games Showcase in June for Gears of War Re-Emergence to finally begin, just a little more patience we are almost back Gears Fam! 🙏🤞⚙️

🚨 GEARS OF WAR E DAY OPINION!...🚨 Everybody keeps asking me Where is Gears of War E Day, where is the Gameplay, Release Date, New Trailer, anything seeing as how we are almost four months in to 2026 and I would say the Answers can be found in the Past to Reveal the Future, if your confused you haven't been paying attention!... 👀💥⚙️ In October 2023 I was the first to report on the sixth mainline Gears of War game an Unnannounced Coalition game was set to release sometime in 2026 and 3 years later it looks to finally be happening! 👀😱⚙️ I also discussed a Gears of War Direct show focusing on a deep dive into the new game after Xbox began yearly dedicated game shows! 🧐🤯⚙️ Then on September 20th 2025 after the release of Gears of War Reloaded I uploade a Youtube video discussing my own personal opinion that if there is no E Day at the January 2026 Developer Direct, then it would likely be the Xbox Games Summer Showcase E Day Direct, which again Playground Games were the focus with Fable & Forza Horizon 6 & if we look at Gears of War E Day it is the only Xbox Games Studio first party title confirmed for a 2026 release with zero gameplay shown, no exact release date window & we are already almost four months into the year there must be a reason for that... 🤔🎮⚙️ This is why I have believed since 2023 that the best way to celebrate Gears of War E Day and also the franchise 20th annviersary is with a dedicated E Day Direct show that potentially based on Xbox announcement last year could be announced as early as April 7th/14th if the Xbox Games Showcase were to be happening on either Sunday June 7th or 14th! 🫡🔥⚙️ It is very frustrating that there is no Gears of War E Day marketing happening right now I wish I had more to cover for content & to help build community engagement & hype but there must be a plan for why it looks like we may just have to wait until the Xbox Games Showcase in June for Gears of War Re-Emergence to finally begin, just a little more patience we are almost back Gears Fam! 🙏🤞⚙️

Shadowz

12,755 views • 4 months ago

HUGE‼️ Trumps Plan to Give Parents the Power to FIRE School Principals and Teachers, Bring PRAYER back to the Classroom, Train Children for Meaningful Jobs — and ENDING the Department of Education 🙌 “The United States spends more money on education than any other country in the world and yet, we get the worst outcome. We’re at the bottom of every list…> Our schools must be totally refocused to prepare our children to succeed in the world of work, life, and to keep our country strong, so they can grown up to be happy prosperous & independent citizens. We owe our children great schools that lead to great jobs..> HERE ARE 10 KEY IDEAS TO CREATE GREAT SCHOOLS: 1. Respect the rights of parents to control the education of their children. 2. Empower parents & local school boards to hire & reward great principals/teachers & Fire the bad ones. 3. Ensure our classrooms are focused arithmetic (reading, writing, math, etc) and not political indoctrination. 4. Teach students to love their country, not to hate their country 5. Bring back PRAYER in schools 🙌🙏 6. Achieve schools that are safe, secure, & drug free— with immediate expulsion of a student that harms a teacher or another student 7. Give all parents the right to choose another school — School Choice 8. Ensure students have access to project based learning experiences in the classroom to train them for meaningful work outside the classroom. 9. Strive to give all students access to internships & work experiences to set them on a path to their first job “I want them to be more successful than Trump.… I will be the happiest person in the world.” ❤️❤️❤️ 10. Ensure all schools provide excellent jobs and career counseling, so high school & college students can get a head start on jobs & careers best suited for their God-given talents PLUS+ “I will be closing up the Department of Education, Washington DC, and will send all education BACK TO THE STATES”

HUGE‼️ Trumps Plan to Give Parents the Power to FIRE School Principals and Teachers, Bring PRAYER back to the Classroom, Train Children for Meaningful Jobs — and ENDING the Department of Education 🙌 “The United States spends more money on education than any other country in the world and yet, we get the worst outcome. We’re at the bottom of every list…> Our schools must be totally refocused to prepare our children to succeed in the world of work, life, and to keep our country strong, so they can grown up to be happy prosperous & independent citizens. We owe our children great schools that lead to great jobs..> HERE ARE 10 KEY IDEAS TO CREATE GREAT SCHOOLS: 1. Respect the rights of parents to control the education of their children. 2. Empower parents & local school boards to hire & reward great principals/teachers & Fire the bad ones. 3. Ensure our classrooms are focused arithmetic (reading, writing, math, etc) and not political indoctrination. 4. Teach students to love their country, not to hate their country 5. Bring back PRAYER in schools 🙌🙏 6. Achieve schools that are safe, secure, & drug free— with immediate expulsion of a student that harms a teacher or another student 7. Give all parents the right to choose another school — School Choice 8. Ensure students have access to project based learning experiences in the classroom to train them for meaningful work outside the classroom. 9. Strive to give all students access to internships & work experiences to set them on a path to their first job “I want them to be more successful than Trump.… I will be the happiest person in the world.” ❤️❤️❤️ 10. Ensure all schools provide excellent jobs and career counseling, so high school & college students can get a head start on jobs & careers best suited for their God-given talents PLUS+ “I will be closing up the Department of Education, Washington DC, and will send all education BACK TO THE STATES”

MJTruthUltra

1,750,127 views • 1 year ago

The Light That Connects us Is the One That Controls us👀 🤔 How do we know when we’re being controlled? First, let’s understand what ☣️ Pleb Kruse = BTC foundationalist in exile 🟩🔆 means in this clip. He’s not talking about metaphorical control. He’s talking about quantum biological enslavement through light and frequencies. ⚡️1 - The Origin: Electromagnetic Control Experiments. Decades ago, neuroscience, MK-ULTRA & DARPA-linked experiments proved that animals could be controlled through electrical signals in their brains; literal wires and current. Once they learned they could manipulate behavior electrically, the next question was: “Can we do this wirelessly;through frequencies?” And guess what? They found out they could. ⚙️ 2 - The Modern Extension: Blue Light, 5G & EMF. Fast-forward to today; the “wires” are gone. Now, control travels invisibly through the air. 📱Our screen emits pulsed blue light. 📡Our router sends modulated microwave signals. These are information-carrying photons and waves that can tune your biology 😬 They affect: 🧠 Dopamine (motivation, focus, addiction) 😴 Melatonin (sleep and circadian rhythm) 🩸 Beta-endorphins (our natural opiates, mood regulators) So when Kruse says: “They own all the patents for blue-light technology through screens,” He means that corporations(Apple, Google, Motorola, Meta…)literally own the frequencies our brain responds to. 💡 Light is the ultimate control lever. Every cell in your body listens to photons first, not hormones or food. Whoever controls the light environment controls the biological behavior of populations 🧠 3 - Biological Result: Addiction= Entrainment When we stare at a screen: 🔵 Blue light suppresses melatonin & collapses dopamine. 📡 EMFs reduce beta-endorphins (our natural opioids). 📶 1G… 5G = continuous entrainment; each generation adds more biological interference. 5G doesn’t exist in the phone, it’s for our bodies. ☕ Our brain craves external stimulation(caffeine, sugar, scrolling, sex, alcohol, drugs) A two-year-old addicted to an iPad is the same as a heroin addict. Both have hijacked dopamine circuits and collapsed endorphin tone. You aren’t choosing anymore; the signal is driving your craving 🧐4 - How the Control Grid Was Built Big Tech = Light Engineers. Motorola, Nokia, Apple, Meta, Google; they’re not selling “phones.” They’re selling entrainment devices that program how your mitochondria process light. Each pixel and pulse is an encoded frequency; shaping attention, mood, and thought. These showed the nervous system could be synchronized, or controlled by pulsed light and EM waves. Screens replaced scalp electrodes. Our retina became the wire. Every smartphone, laptop, or VR headset alters circadian rhythm, melatonin, and neurotransmitters. That’s why we “need” blue-blocking glasses. The cure exists because the crime was committed first. 🙇🏻‍♀️💭 5 - The Deeper Meaning When you’re addicted to anything, you’re being controlled by the signal. Addiction = biological enslavement. Your mitochondria no longer tune to the sun; they’re tuned to LED light and Wi-Fi That’s not psychology; that’s quantum biology facts. Anyone trapped in addiction(whether to caffeine, sugar, porn, or dopamine hits from screens) has already been synced to the Matrix. If they can’t unplug, the signal will consume them; neuron by neuron, mitochondrion by mitochondrion. THE CURE. 🌅 Sunrise: retune your circadian oscillators to natural light. 🦶 Ground: reconnect your charge to the Earth, neutralizing EMF buildup. ❄️ Cold + Seafood: rebuild dopamine and endorphins through mitochondrial repair. 🔴 No blue light after sunset: use candles, fire, or red/NIR light instead. 🐟 Eat local & seafood: it aligns your electrons with your latitude and keeps ATP(energy) production stable. In Short 👀 ⛓️ The new chains aren’t made of metal; they’re made of photons. 📱 The signal that entertains you also owns you. 🌞 The only real rebellion is to retune your biology back to nature’s frequencies.

The Light That Connects us Is the One That Controls us👀 🤔 How do we know when we’re being controlled? First, let’s understand what ☣️ Pleb Kruse = BTC foundationalist in exile 🟩🔆 means in this clip. He’s not talking about metaphorical control. He’s talking about quantum biological enslavement through light and frequencies. ⚡️1 - The Origin: Electromagnetic Control Experiments. Decades ago, neuroscience, MK-ULTRA & DARPA-linked experiments proved that animals could be controlled through electrical signals in their brains; literal wires and current. Once they learned they could manipulate behavior electrically, the next question was: “Can we do this wirelessly;through frequencies?” And guess what? They found out they could. ⚙️ 2 - The Modern Extension: Blue Light, 5G & EMF. Fast-forward to today; the “wires” are gone. Now, control travels invisibly through the air. 📱Our screen emits pulsed blue light. 📡Our router sends modulated microwave signals. These are information-carrying photons and waves that can tune your biology 😬 They affect: 🧠 Dopamine (motivation, focus, addiction) 😴 Melatonin (sleep and circadian rhythm) 🩸 Beta-endorphins (our natural opiates, mood regulators) So when Kruse says: “They own all the patents for blue-light technology through screens,” He means that corporations(Apple, Google, Motorola, Meta…)literally own the frequencies our brain responds to. 💡 Light is the ultimate control lever. Every cell in your body listens to photons first, not hormones or food. Whoever controls the light environment controls the biological behavior of populations 🧠 3 - Biological Result: Addiction= Entrainment When we stare at a screen: 🔵 Blue light suppresses melatonin & collapses dopamine. 📡 EMFs reduce beta-endorphins (our natural opioids). 📶 1G… 5G = continuous entrainment; each generation adds more biological interference. 5G doesn’t exist in the phone, it’s for our bodies. ☕ Our brain craves external stimulation(caffeine, sugar, scrolling, sex, alcohol, drugs) A two-year-old addicted to an iPad is the same as a heroin addict. Both have hijacked dopamine circuits and collapsed endorphin tone. You aren’t choosing anymore; the signal is driving your craving 🧐4 - How the Control Grid Was Built Big Tech = Light Engineers. Motorola, Nokia, Apple, Meta, Google; they’re not selling “phones.” They’re selling entrainment devices that program how your mitochondria process light. Each pixel and pulse is an encoded frequency; shaping attention, mood, and thought. These showed the nervous system could be synchronized, or controlled by pulsed light and EM waves. Screens replaced scalp electrodes. Our retina became the wire. Every smartphone, laptop, or VR headset alters circadian rhythm, melatonin, and neurotransmitters. That’s why we “need” blue-blocking glasses. The cure exists because the crime was committed first. 🙇🏻‍♀️💭 5 - The Deeper Meaning When you’re addicted to anything, you’re being controlled by the signal. Addiction = biological enslavement. Your mitochondria no longer tune to the sun; they’re tuned to LED light and Wi-Fi That’s not psychology; that’s quantum biology facts. Anyone trapped in addiction(whether to caffeine, sugar, porn, or dopamine hits from screens) has already been synced to the Matrix. If they can’t unplug, the signal will consume them; neuron by neuron, mitochondrion by mitochondrion. THE CURE. 🌅 Sunrise: retune your circadian oscillators to natural light. 🦶 Ground: reconnect your charge to the Earth, neutralizing EMF buildup. ❄️ Cold + Seafood: rebuild dopamine and endorphins through mitochondrial repair. 🔴 No blue light after sunset: use candles, fire, or red/NIR light instead. 🐟 Eat local & seafood: it aligns your electrons with your latitude and keeps ATP(energy) production stable. In Short 👀 ⛓️ The new chains aren’t made of metal; they’re made of photons. 📱 The signal that entertains you also owns you. 🌞 The only real rebellion is to retune your biology back to nature’s frequencies.

Light Me Away ☀️

38,214 views • 9 months ago

Hair health is rarely about one miracle ingredient. In foundational medicine, we look deeper. Hair fall, dullness, weak roots, poor texture, and brittle nails can often reflect what is happening internally. Our approach has always been rooted in going back to real food, traditional wisdom, and sustainable habits instead of chasing quick fixes. Long before “biotin” became a marketing trend, our grandmothers were already using ingredients like sesame seeds, makhana, nuts, ghee, dates, and seeds in everyday recipes to nourish the body deeply. This recipe brings together healthy fats, minerals, fibre, plant protein, omega-3, and naturally biotin-supportive ingredients in a way that is easy, grounding, and sustainable for everyday life. 🍯 Natural Biotin Bites (Hair Nourishment) Makes 8-10 bites Prep Time: 10 minutes Ingredients: · 2 tbsp sesame seeds · tbsp flaxseeds (unroasted, coarsely ground) · 1 tbsp pumpkin seeds · 1 tbsp sunflower seeds · 1 cup makhana (lightly roasted & crushed) · 6–8 almonds (soaked and pat dried) · walnuts · 1 tbsp cacao powder · tbsp coconut flakes · 4–5 dates or 2 tbsp jaggery · 1–2 tsp ghee Method: Soak sesame, pumpkin, and sunflower seeds for 4–6 hours or overnight. Drain well and pat dry completely before lightly roasting. ‼️(Do not soak or roast flaxseeds.) Lightly roast the soaked and dried seeds along with makhana. Grind seeds + nuts + makhana coarsely. Add dates/jaggery and blend again. Add cacao and coconut flakes. Add ghee and mix well. Shape into small bite-sized balls. Benefits: · Supports biotin production naturally · Strengthens roots & reduces hair fall · Provides omega-3 and healthy fats · Improves hair texture and shine Tips: · Grind flaxseeds for better absorption · Adjust ghee for binding · Store in an airtight container (5–7 days) Replacements: · Dates → figs / raisins · Almonds → cashews · Ghee → coconut oil Approx. Macros (Per Bite): · Calories: 110 kcal · Protein: 3 g · Carbohydrates: 10 g · Fiber: 3 g · Fats: 8 g #hairfall #biotin #hairloss #scalp

Hair health is rarely about one miracle ingredient. In foundational medicine, we look deeper. Hair fall, dullness, weak roots, poor texture, and brittle nails can often reflect what is happening internally. Our approach has always been rooted in going back to real food, traditional wisdom, and sustainable habits instead of chasing quick fixes. Long before “biotin” became a marketing trend, our grandmothers were already using ingredients like sesame seeds, makhana, nuts, ghee, dates, and seeds in everyday recipes to nourish the body deeply. This recipe brings together healthy fats, minerals, fibre, plant protein, omega-3, and naturally biotin-supportive ingredients in a way that is easy, grounding, and sustainable for everyday life. 🍯 Natural Biotin Bites (Hair Nourishment) Makes 8-10 bites Prep Time: 10 minutes Ingredients: · 2 tbsp sesame seeds · tbsp flaxseeds (unroasted, coarsely ground) · 1 tbsp pumpkin seeds · 1 tbsp sunflower seeds · 1 cup makhana (lightly roasted & crushed) · 6–8 almonds (soaked and pat dried) · walnuts · 1 tbsp cacao powder · tbsp coconut flakes · 4–5 dates or 2 tbsp jaggery · 1–2 tsp ghee Method: Soak sesame, pumpkin, and sunflower seeds for 4–6 hours or overnight. Drain well and pat dry completely before lightly roasting. ‼️(Do not soak or roast flaxseeds.) Lightly roast the soaked and dried seeds along with makhana. Grind seeds + nuts + makhana coarsely. Add dates/jaggery and blend again. Add cacao and coconut flakes. Add ghee and mix well. Shape into small bite-sized balls. Benefits: · Supports biotin production naturally · Strengthens roots & reduces hair fall · Provides omega-3 and healthy fats · Improves hair texture and shine Tips: · Grind flaxseeds for better absorption · Adjust ghee for binding · Store in an airtight container (5–7 days) Replacements: · Dates → figs / raisins · Almonds → cashews · Ghee → coconut oil Approx. Macros (Per Bite): · Calories: 110 kcal · Protein: 3 g · Carbohydrates: 10 g · Fiber: 3 g · Fats: 8 g #hairfall #biotin #hairloss #scalp

Luke Coutinho

13,923 views • 2 months ago

Created with GPT Image 2 + Omni Flash / Seedance 2.0 Prompt: Create a clean, premium storyboard infographic for a product ASMR unboxing video. Design specifications: Background: White background with a modern, minimalist layout. Title at the top: STORYBOARD Product name in bold dark blue: HAN RIVER WET & DRY 2 IN 1 STEAM IRON Subtitle: ASMR UNBOXING (POV HAND) Information boxes below the title: Duration: 30 Seconds (3 Parts) Style: POV Hand, ASMR, Premium Product Commercial Audience: Home Users, Housewife, Young Adults Voiceover: No Voiceover (Pure ASMR) Audio Suggestion: Tapping, Crinkle, Cardboard, Click, Steam, Water Pouring Layout: Create 12 storyboard panels arranged in a 4 column × 3 row grid, divided into three horizontal blocks labeled PART 1 (0 to 10s), PART 2 (10 to 20s), and PART 3 (20 to 30s). Each panel should contain: A numbered dark blue badge (1 to 12) with its respective timestamp. A realistic cinematic image showing the scene. Handwritten white and orange doodle text sketched over the image. Four text sections below every image: VISUAL: ACTION: DOODLE: AUDIO: Aesthetic Style: Premium lifestyle commercial advertising style. Realistic product photography, light wood or beige table, soft warm studio lighting, shallow depth of field, POV hands only with no face visible. The product is a sleek, cream colored handheld steam iron with a gold rimmed ceramic base. Storyboard sequence: PART 1 (0 to 10s) 1 (0 to 2.5s) Visual: Product box placed flat on a wooden table. Action: Hands enter frame and tap the sides of the box. Doodle: NEW! Audio: Cardboard tapping. 2 (2.5 to 5s) Visual: Close up of the box lid, focusing on the brand logo. Action: Fingers gently trace the printed logo and illustration. Doodle: LET'S OPEN! Audio: Finger scratching on cardboard. 3 (5 to 7.5s) Visual: A box cutter slicing the sealing tape. Action: Blade slowly cuts through the adhesive tape. Doodle: SLICE... Audio: Tape cutting. 4 (7.5 to 10s) Visual: The box flaps are opened, revealing the wrapped product and manual inside. Action: Hands open the main flaps wide. Doodle: WOW! Audio: Box opening. PART 2 (10 to 20s) 5 (10 to 12.5s) Visual: Instruction manual being held up. Action: Hands flip through the pages of the manual. Doodle: MANUAL Audio: Paper flipping. 6 (12.5 to 15s) Visual: The iron is lifted out, still wrapped in its protective plastic sheet. Action: Pulling the wrapped unit completely out of the box. Doodle: CRINKLE~ Audio: Plastic crinkling. 7 (15 to 17.5s) Visual: Peeling away the protective plastic cover to reveal the premium body. Action: Hands slowly unwrap and twist the iron to inspect it. Doodle: SO CLEAN! Audio: Plastic removal. 8 (17.5 to 20s) Visual: Ultra close up of the pristine ceramic soleplate. Action: A single finger smoothly glides down the center of the soleplate. Doodle: SMOOTH Audio: Finger glide on ceramic. PART 3 (20 to 30s) 9 (20 to 22.5s) Visual: Rotating the ergonomic handle. Action: Hand twists the handle 180 degrees until it locks into place. Doodle: 180° Audio: Handle rotation click. 10 (22.5 to 25s) Visual: Water being added to the built in tank. Action: Pouring clean water slowly into the small inlet using a measuring cup. Doodle: FILL Audio: Water pouring. 11 (25 to 27.5s) Visual: The steam button being pressed. Action: Thumb presses the button, and a powerful burst of steam erupts from the base. Doodle: PSSSH~ Audio: Steam release blast. 12 (27.5 to 30s) Visual: Final hero shot of the steam iron standing upright next to its box and measuring cup. Action: Hand enters frame to give a confident thumbs up. Doodle: READY! Audio: Light tap on the table. Footer Infographic Sections: WHAT'S IN THE BOX: Small grid icons showing Steam Iron, Instruction Manual, Measuring Cup, and Power Cord. KEY FEATURES: Checkmarks for Wet & Dry 2 in 1 180° Swivel Handle 150ml Water Tank Ceramic Soleplate Powerful Steam WARRANTY: A prominent 2 YEARS WARRANTY shield badge. IDEAL FOR / WHY CHOOSE IT: Minimalist icons for Home Use, Travel, Small Spaces Bullet points: Lightweight Easy to Use Fast Heating Safe Metadata Text Line: Total Duration: 30 Seconds Format: Vertical (9:16) Style: POV Hand, ASMR, Premium Product Commercial Typography should resemble a professional creative agency storyboard layout featuring neat spacing, sharp dark blue accents, thin gray grid boundaries, and a highly polished presentation structure perfect for a client pitch.

Shore Lyn

32,855 views • 1 month ago

Let's reverse engineer Disney's adorable, lifelike robot! I couldn't find a whitepaper, but this is how I think it's trained: 1. The emotional behaviors are curated by Disney animation artists, keyframe by keyframe. But it cannot be "rendered" directly on the robot because it doesn't take into account the complex real-world physics. 2. Reinforcement learning (RL) is a great tool for training low-level robot controllers. RL needs a reward function to optimize, and it's typically a task reward (e.g. walk in a straight line as fast as possible). The problem is that RL doesn't know what counts as "natural behavior", and often produces weird-looking body postures that somehow still maximize the reward. This is a human alignment problem just like ChatGPT. 3. Enters Adversarial Motion Prior (AMP): a technique that learns the human preference by training a classifier on what we consider "emotional & cute". In GAN literature, this is called a discriminator. Disney artists are good at creating such a dataset. You can then add AMP as an auxiliary reward in simulation to nudge the robot towards desired behaviors. AMP was developed by Peng et al. 2021 and Escontrela et al. 2022. 4. Add lots of data augmentation to make the controller robust to physical disturbances. In RL, it's called "domain randomization". This is a very powerful technique that bridges the gap between simulator and reality. Previously, OpenAI used domain randomization to train a 5-finger robot hand to manipulate a Rubik's Cube: IEEE news article gave hints about the pipeline: Finally, praying for world peace 🙏. I hope robotics like this will bring more joy to the world.

Let's reverse engineer Disney's adorable, lifelike robot! I couldn't find a whitepaper, but this is how I think it's trained: 1. The emotional behaviors are curated by Disney animation artists, keyframe by keyframe. But it cannot be "rendered" directly on the robot because it doesn't take into account the complex real-world physics. 2. Reinforcement learning (RL) is a great tool for training low-level robot controllers. RL needs a reward function to optimize, and it's typically a task reward (e.g. walk in a straight line as fast as possible). The problem is that RL doesn't know what counts as "natural behavior", and often produces weird-looking body postures that somehow still maximize the reward. This is a human alignment problem just like ChatGPT. 3. Enters Adversarial Motion Prior (AMP): a technique that learns the human preference by training a classifier on what we consider "emotional & cute". In GAN literature, this is called a discriminator. Disney artists are good at creating such a dataset. You can then add AMP as an auxiliary reward in simulation to nudge the robot towards desired behaviors. AMP was developed by Peng et al. 2021 and Escontrela et al. 2022. 4. Add lots of data augmentation to make the controller robust to physical disturbances. In RL, it's called "domain randomization". This is a very powerful technique that bridges the gap between simulator and reality. Previously, OpenAI used domain randomization to train a 5-finger robot hand to manipulate a Rubik's Cube: IEEE news article gave hints about the pipeline: Finally, praying for world peace 🙏. I hope robotics like this will bring more joy to the world.

Jim Fan

314,694 views • 2 years ago

THE G7 IS ABOUT TO MAKE THE BIGGEST MISTAKE IN ENERGY MARKET HISTORY This morning, G7 finance ministers are holding an emergency call to discuss dumping 300-400 million barrels from strategic petroleum reserves onto the market. They think this will fix $108 oil. But it won't. Let me explain why: Let's do the math that nobody on CNBC will do for you. Global oil consumption runs approximately 103 million barrels per day. The Strait of Hormuz closure has removed somewhere between 4 and 6 million barrels per day from available supply. That's happening RIGHT NOW. Iraq has already cut 1.5 million barrels per day because it literally ran out of storage space. Kuwait is cutting production. Bahrain declared force majeure. So take 400 million barrels - the high end of what they're discussing - and divide it by the daily supply gap. You get roughly 67 to 100 days of coverage. Two to three months. That's it. That's the whole plan. And then what? You can't release reserves you've already released. The market figured this out in about 4 hours. Oil spiked over 20% overnight, the G7 leak hit the wires, and prices pulled back to... still up 12-15%. Traders looked at the arithmetic and said: "Thanks, but that doesn't solve anything." And they're right. Here's the part that should terrify you: The US Strategic Petroleum Reserve sits at roughly 411 million barrels. That sounds like a lot until you remember it held 727 million barrels at its peak. The previous administration drained 180 million barrels in 2022 to fight $90 oil. That release bought consumers about 18 cents per gallon of relief. THIS disruption is structurally larger, geographically more dangerous, and has no visible end date. In 2022, the threat was Russian supply being redirected. Tankers still moved. Alternatives existed. The Strait of Hormuz was wide open. Today, the world's most critical energy chokepoint is effectively closed. And that not by a naval blockade but by insurance companies refusing to cover ships transiting it. And the political situation just got worse, not better. The conditions for oil to return to pre-war levels require the Strait to reopen, Iraqi production to restore, and Gulf shipping insurance to normalize. NONE of those conditions are achievable through reserve releases. They require the conflict to end or dramatically de-escalate. Nothing happening right now suggests either outcome. For 45 years I've watched governments try to solve structural supply problems with temporary demand-side gimmicks. It never works. It didn't work in the 1970s when Nixon tried price controls. It didn't work in 2022 when Biden drained the SPR. And it won't work now. Strategic reserves exist for genuine emergencies. This IS a genuine emergency. But using 25-30% of the world's total strategic stockpile (roughly a third of the entire 1.2 billion barrel IEA reserve) when the underlying crisis has no resolution in sight isn't strategy... It's PANIC. The smart money isn't waiting for G7 announcements. They're looking at what happens in 90 days when the reserves are depleted, the Strait is still closed, and the new Supreme Leader is still in power: Energy stocks. Gold. Silver. Real assets that don't depend on politicians solving a military conflict with a spreadsheet. The G7 can release every barrel they have. It doesn't reopen the Strait of Hormuz. It doesn't bring stability to Iran. It doesn't fix a 4-6 million barrel per day supply gap that grows wider every week. Arithmetic doesn't care about press conferences. And neither should you.

THE G7 IS ABOUT TO MAKE THE BIGGEST MISTAKE IN ENERGY MARKET HISTORY This morning, G7 finance ministers are holding an emergency call to discuss dumping 300-400 million barrels from strategic petroleum reserves onto the market. They think this will fix $108 oil. But it won't. Let me explain why: Let's do the math that nobody on CNBC will do for you. Global oil consumption runs approximately 103 million barrels per day. The Strait of Hormuz closure has removed somewhere between 4 and 6 million barrels per day from available supply. That's happening RIGHT NOW. Iraq has already cut 1.5 million barrels per day because it literally ran out of storage space. Kuwait is cutting production. Bahrain declared force majeure. So take 400 million barrels - the high end of what they're discussing - and divide it by the daily supply gap. You get roughly 67 to 100 days of coverage. Two to three months. That's it. That's the whole plan. And then what? You can't release reserves you've already released. The market figured this out in about 4 hours. Oil spiked over 20% overnight, the G7 leak hit the wires, and prices pulled back to... still up 12-15%. Traders looked at the arithmetic and said: "Thanks, but that doesn't solve anything." And they're right. Here's the part that should terrify you: The US Strategic Petroleum Reserve sits at roughly 411 million barrels. That sounds like a lot until you remember it held 727 million barrels at its peak. The previous administration drained 180 million barrels in 2022 to fight $90 oil. That release bought consumers about 18 cents per gallon of relief. THIS disruption is structurally larger, geographically more dangerous, and has no visible end date. In 2022, the threat was Russian supply being redirected. Tankers still moved. Alternatives existed. The Strait of Hormuz was wide open. Today, the world's most critical energy chokepoint is effectively closed. And that not by a naval blockade but by insurance companies refusing to cover ships transiting it. And the political situation just got worse, not better. The conditions for oil to return to pre-war levels require the Strait to reopen, Iraqi production to restore, and Gulf shipping insurance to normalize. NONE of those conditions are achievable through reserve releases. They require the conflict to end or dramatically de-escalate. Nothing happening right now suggests either outcome. For 45 years I've watched governments try to solve structural supply problems with temporary demand-side gimmicks. It never works. It didn't work in the 1970s when Nixon tried price controls. It didn't work in 2022 when Biden drained the SPR. And it won't work now. Strategic reserves exist for genuine emergencies. This IS a genuine emergency. But using 25-30% of the world's total strategic stockpile (roughly a third of the entire 1.2 billion barrel IEA reserve) when the underlying crisis has no resolution in sight isn't strategy... It's PANIC. The smart money isn't waiting for G7 announcements. They're looking at what happens in 90 days when the reserves are depleted, the Strait is still closed, and the new Supreme Leader is still in power: Energy stocks. Gold. Silver. Real assets that don't depend on politicians solving a military conflict with a spreadsheet. The G7 can release every barrel they have. It doesn't reopen the Strait of Hormuz. It doesn't bring stability to Iran. It doesn't fix a 4-6 million barrel per day supply gap that grows wider every week. Arithmetic doesn't care about press conferences. And neither should you.

George Noble

252,468 views • 5 months ago