Links 2026-06-10T21:40:15.215Z
AI-Powered Creativity and Learning
In circuits vast where silicon dreams take flight, Rare skills emerge when models scale their might; From math’s old proofs to images bright and bold, Local tools now free the artist’s hand of old. Yet size alone won’t tame the data’s flood— Frequency seeds the rare in fertile mud. Why matter now? As bots and minds entwine, We chart a future where the small align.
- How Terry Tao Became an Evangelist for AI in Math | Quanta Magazine: Renowned mathematician Terry Tao champions automated proof-checkers like Lean, revealing how AI can break complex problems into verifiable chunks for reliable discovery.
- Researchers pinpoint why larger language models pick up skills that small ones miss: A new study shows frequent tasks overwrite rare skills in small models, but scaling unlocks them by reducing interference during training.
- **[New BEST local AI image generator is here! Free & offline - YouTube](https://m.youtube.com/watch?v=OA4gchz1

Zcs&pp=iggCQAE%3D)**: Ideogram 4 delivers unmatched prompt adherence and world understanding as a powerful open-source image model runnable offline on consumer hardware.
- Juggernaut Official (@Juggernaut_AI) on X: Juggernaut

Z Fast arrives as an open-source tool optimized for rapid concept art exploration of characters, environments, and compositions.
Indie Game Development Innovations
From deferred pipelines spring the lights that glow, Volumetric shadows dance where asteroids flow; Impostors sphere the rocks, while fire and rain, Bring particles alive in engines’ domain. In solo hands a gaming PC ignites The future worlds that spark our digital nights.
- Cyril Monkewitz (@3merillon) on X: A solo developer’s engine now supports shadow-casting volumetric lights, SSAO, spherical asteroid impostors, and dynamic particles like fire and rain, optimized for RTX 3060-class hardware.

Political Tensions and Social Unrest
From Belfast streets the Irish rise in might, As stabbings spark the flames of civil night; While MAGA splits on borders, wars, and kin, And riots echo where the migrants win. Polls shift and verdicts fall like autumn leaves, In times when principles and power weave.
- Belfast HAS HAD ENOUGH, The IRISH Are RISING UP | Tim Pool: Tim Pool examines Northern Ireland unrest after a stabbing, exploring justifications for violence and the clash between moral principles and raw political power.
- MAGA vs. AMERICA FIRST: The Great MAGA Divide | OFFICIAL TRAILER - YouTube: A trailer probes the widening rift in the MAGA coalition over immigration policy, Iran engagements, and loyalty to Trump-era promises.
- Karmelo Anthony GUILTY OF MURDER, Belfast Anti-Migrant RIOTS | Timcast IRL - …: Coverage of Karmelo Anthony’s first-degree murder conviction and ongoing anti-migrant tensions in Belfast highlights race and justice flashpoints.
- ITS OVER - YouTube: Tim Pool analyzes polling data showing strong Republican midterm prospects despite contrary prediction markets.

Legal Outcomes and Deep State Scrutiny
Epstein’s web and Clinton’s shadowed past, Comer hunts the truths the agencies cast; Deep state actors guard their leftist sway, While verdicts close one chapter, start the fray. Accountability’s hour may yet arrive, As oversight demands the records thrive.
- Belfast HAS HAD ENOUGH, The IRISH Are RISING UP | Tim Pool: House Oversight Chairman James Comer details investigations into Jeffrey Epstein’s connections with high-profile figures and calls for accountability.
- James Comer on the Deep State - YouTube: Congressman Comer describes entrenched left-wing activism within intelligence agencies and their resistance to congressional oversight.

Fascinating Animal Companions and Behaviors
In city flats a puma claims his throne, While cheetahs shed their extra fur alone; Ravens play and cassowaries strike with might, Each creature teaches wonder in the night. From nail-trim growls to raven social grace, Wild hearts beat close in our domestic space.
- I_am_puma: Sasha and Masha document life with their apartment-dwelling puma Messi, detailing balanced diets, training, and cohabitation with a sphynx cat.
- What a growl! Messi was never this angry about getting his nails trimmed! It …: A tense nail-trimming session reveals Messi’s rare display of anger during routine grooming.
- Why does a cheetah have so much extra fur?! - YouTube: A playful look at the surprising excess fur on cheetahs and its evolutionary purpose.
- What Ravens Do - YouTube: An intimate nature film explores raven intelligence, emotions, play, and complex social bonds.
- “They’re equipped with 15cm claws, can run at speeds of 50kph, clear 2m when …: A personal quest to encounter the elusive southern cassowary reveals the bird’s formidable defenses and rainforest habitat.
Deep Sea Mineral Riches
Four kilometers down the nodules gleam, With cobalt, manganese in endless stream; More than land’s reserves these apple stones contain, Yet undescribed species face the miner’s claim. In Clarion-Clipperton the race begins, To harvest wealth while fragile life contends.
- Apple-sized rocks four kilometres below the central Pacific Ocean contain more cobalt and manganese than all known land deposits combined, and mining companies are now racing to extract them from one of the least-explored ecosystems on Earth, where over 90 per cent of the local species are still undescribed.: Polymetallic nodules in the Clarion-Clipperton

Zone hold unprecedented mineral wealth, sparking a mining rush amid largely undescribed ecosystems.
UAP Disclosure and Cosmic Inquiry
From Harvard’s halls to Congress halls they call, For UAP records freed from shadows tall; Reality itself resists the classified veil, As Loeb demands the truth we must unveil. The best and worst of futures yet await, Where progress marches past our current state.
- Reality Should Not be Classified: A Call for Action on UAP Disclosure: Avi Loeb responds to lawmakers’ push for UAP transparency, balancing national security concerns with the need for open scientific records.
- The Best and Worse Are Yet to Come | by Avi Loeb | Jun, 2026 | Medium: Avi Loeb reflects on humanity’s long arc of progress amid doomsday fears, celebrating scientific gains while noting persistent risks of censorship.

Developer Productivity Tools
In VS Code’s realm the extensions reign supreme, Where Prettier tames the code and keeps it clean; TypeScript flows with speed and fewer bugs, As tools transform the daily developer’s shrugs. For 2026 the pro’s edge grows sharp and bright, When uniform code ships faster through the night.
- Best VS Code Extensions for TypeScript Developers in 2026: Prettier and other targeted extensions automate formatting, catch errors, and dramatically boost productivity for modern TypeScript workflows.

Media Shifts and Cultural Notes
Bari Weiss steps toward CNN’s guiding chair, While Gad Saad shares Musk’s first meeting rare; Gwyneth stands for Israel proud and free, As Goop’s fresh meals earn their luxury. In shifting newsrooms influence takes its stand, And cool connections bridge the public land.
- New York Post (@nypost) on X: Reports suggest Bari Weiss may soon shape editorial direction at CNN following her CBS News leadership role.
- Gad Saad on X: "It is incontestable that @elonmusk is one of the sweetest and…: Gad Saad recounts his spy-thriller-style first meeting with Elon Musk and praises his character.
- David Lange on X: "Props to Oscar-winning actress @GwynethPaltrow for agreein…: Gwyneth Paltrow lends her image to an Israeli real-estate campaign, defying cancel-culture pressures.

Miscellaneous
- The Mad Lover: V. Aire. Ground (Arr. Diluka for Piano): Shani Diluka delivers an elegant piano arrangement of the baroque ground from The Mad Lover.
- Daily Activity and Positive Mood Form a Continuous Loop - Neuroscience News: Wearable data from thousands reveals a virtuous cycle where light movement instantly lifts mood, which in turn encourages more activity.
- **[Food That Time Forgot: Tea Caudles - YouTube](https://m.youtube.com/watch?v=6
Z8EU6hWOIc&pp=iggCQAE%3D)**: A forgotten 500-year-old drinkable meal returns in this exploration of historical caudles and their cozy preparation.
Debug: Full Input Data Sent to Grok
This section displays the exact prompt and enriched bookmark data provided to the model (including Playwright-extracted long-form text from Premium X posts, article bodies, trending topics, threads, and YouTube transcripts where available).
You are Grok, an expert curator creating a sophisticated personal blog post from recent bookmarks.
Here are my 40 most recent bookmarks (as of Wed Jun 10 2026), enriched with Open Graph metadata and (where available) full long-form text from Premium X posts, article bodies, trending topics, threads, and YouTube transcripts:
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"og_title": "Best VS Code Extensions for TypeScript Developers in 2026",
"og_description": "\n\nOriginal Video Description:\n\nYour editor is only as powerful as the tools inside it and most developers are leaving serious productivity on the table.\n\nFull Article Text:\nBest VS Code Extensions for TypeScript Developers in 2026 — Boost Your Productivity Today | MediumSitemapOpen in app Sign up Sign in Medium LogoGet appWriteSearch Sign up Sign in Member-only story BEST VS CODE EXTENSIONS FOR TYPESCRIPT DEVELOPERS IN 2026 Kevin - MERN Stack Developer3 min read·May 11, 2026 -- Listen Share Your editor is only as powerful as the tools inside it and most developers are leaving serious productivity on the table. Press enter or click to view image in full size If you have been writing TypeScript while using a “vanilla” VS Code setup, then you are doing unnecessary manual labor. The right extensions do more than just add features they transform the speed and confidence with which you ship code. Currently, TypeScript is underlying modern web development. Now, irrespective of whether you build with React, Next. js, or a Node. js back end, TypeScript type safeguards against bugs reaching production, external to your app. The language alone though — is not enough, you will need to configure your VS Code environment right. Those are the extensions that will mean something in 2026. 1. PRETTIER — CODE FORMATTER Give it a rest on tabs vs spaces Prettier will automatically format your TypeScript, TSX and JSON files on every save. Minimum configuration, maximum uniformity across your entire team. Why it matters: In large codebases, this is hours wasted in the review of the code. Let Prettier handle it silently. // Before Prettierconst greet=(name:string)=>{return `Hello, ${name}`}// After Prettier (auto-formatted on… -- -- WRITTEN BY KEVIN - MERN STACK DEVELOPER 1.3K followers·5 following MERN Stack Developer | MongoDB • Express • React • Node.js | Writing about full-stack JavaScript, clean code & scalable app development. Help Status About Careers Press Blog Store Privacy Rules Terms Text to speech",
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"original_title": "Belfast HAS HAD ENOUGH, The IRISH Are RISING UP | Tim Pool - YouTube",
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"og_title": "Belfast HAS HAD ENOUGH, The IRISH Are RISING UP | Tim Pool",
"og_description": "YouTube Auto-Generated Transcript:\n\nCivil war is coming and uh not to the Civil war is coming and uh not to the Civil war is coming and uh not to the United States. This is the United United States. This is the United United States. This is the United Kingdom. This is Northern Ireland and Kingdom. This is Northern Ireland and Kingdom. This is Northern Ireland and it's over the stabbing. I don't know if it's over the stabbing. I don't know if it's over the stabbing. I don't know if you guys saw the news last night. We you guys saw the news last night. We you guys saw the news last night. We talked about an IRL. What you will see talked about an IRL. What you will see talked about an IRL. What you will see is absolutely shocking and I'm of uh is absolutely shocking and I'm of uh is absolutely shocking and I'm of uh mixed minds about it. Mixed minds about mixed minds about it. Mixed minds about mixed minds about it. Mixed minds about it. I think the important thing people it. I think the important thing people it. I think the important thing people on the right need to understand is on the right need to understand is on the right need to understand is principles and power. And I think for principles and power. And I think for principles and power. And I think for the longest time, conservatives have the longest time, conservatives have the longest time, conservatives have poorly framed their moral arguments and poorly framed their moral arguments and poorly framed their moral arguments and thus have continually tried to argue thus have continually tried to argue thus have continually tried to argue against left-wing violence to their against left-wing violence to their against left-wing violence to their ends. When something like this happens, ends. When something like this happens, ends. When something like this happens, the question emerges on the right about the question emerges on the right about the question emerges on the right about the justification for the use of the justification for the use of the justification for the use of violence against civilian populations, violence against civilian populations, violence against civilian populations, rioting, etc. And that's why I think rioting, etc. And that's why I think rioting, etc. And that's why I think it's always important to question morals it's always important to question morals it's always important to question morals versus principles. An example of this versus principles. An example of this versus principles. An example of this w\n\n[Transcript truncated for length – full video for complete content]\n\nOriginal Video Description:\n\nNMLS #182334 nmlsconsumeraccess.org. APR for rates in the 5s start at 6.327% for well qualified borrowers. Call 866-890-7811 for details about credit, costs...",
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"og_title": "THIS IS TERRIFYING",
"og_description": "YouTube Auto-Generated Transcript:\n\nDid you know that more than half of all Did you know that more than half of all Did you know that more than half of all internet traffic is fake? It's bots. It internet traffic is fake? It's bots. It internet traffic is fake? It's bots. It is computers viewing content making it is computers viewing content making it is computers viewing content making it look like people are actually look like people are actually look like people are actually interested. Now with the expansion of interested. Now with the expansion of interested. Now with the expansion of artificial intelligence, many of the artificial intelligence, many of the artificial intelligence, many of the replies and comments, posts themselves, replies and comments, posts themselves, replies and comments, posts themselves, the art itself is all becoming AI the art itself is all becoming AI the art itself is all becoming AI generated, fake, not real. And the generated, fake, not real. And the generated, fake, not real. And the second layer to all of this, there's a second layer to all of this, there's a second layer to all of this, there's a lot going on. I'd like to discuss the lot going on. I'd like to discuss the lot going on. I'd like to discuss the Ethan Klein lawsuit as it also pertains Ethan Klein lawsuit as it also pertains Ethan Klein lawsuit as it also pertains to this video. I'm sorry to single you to this video. I'm sorry to single you to this video. I'm sorry to single you out, bud, but uh it's not just about out, bud, but uh it's not just about out, bud, but uh it's not just about you, the guy who made this video. I you, the guy who made this video. I you, the guy who made this video. I don't I don't know what it is. Here's an don't I don't know what it is. Here's an don't I don't know what it is. Here's an image you may you may have seen, maybe image you may you may have seen, maybe image you may you may have seen, maybe not, of a guy who is replicating the not, of a guy who is replicating the not, of a guy who is replicating the same joke that has been done ad same joke that has been done ad same joke that has been done ad nauseium. I think I have about 30 tabs nauseium. I think I have about 30 tabs nauseium. I think I have about 30 tabs pulled up on my browser right now OF THE pulled up on my browser right now OF THE pulled up on my browser right now OF THE EXACT SAME VIDEO REMADE over and over EXACT SAME VIDEO REMADE over and over EXACT SAME VIDEO REMADE over and over and over agai\n\n[Transcript truncated for length – full video for complete content]\n\nOriginal Video Description:\n\nyou are being programmedTim Pool discusses the algorithmic control over people and the AI dystopian apocalypse BUY CAST BREW COFFEE TO FIGHT BACK - https://c...",
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"original_title": "MAGA vs. AMERICA FIRST: The Great MAGA Divide | OFFICIAL TRAILER - YouTube",
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"og_description": "YouTube Auto-Generated Transcript:\n\nSo when Trump comes out and says we have So when Trump comes out and says we have So when Trump comes out and says we have [music] to keep the workers here because [music] to keep the workers here because [music] to keep the workers here because our economy needs them. So we're not our economy needs them. So we're not our economy needs them. So we're not doing mass deportations. How do you doing mass deportations. How do you doing mass deportations. How do you explain that? You explain that? You explain that? You keep doing these blanket statements. keep doing these blanket statements. keep doing these blanket statements. Yes, he did [music] say that we need to Yes, he did [music] say that we need to Yes, he did [music] say that we need to keep some illegals here. That doesn't keep some illegals here. That doesn't keep some illegals here. That doesn't mean he doesn't want to deport as many mean he doesn't want to deport as many mean he doesn't want to deport as many as humanly possible. So here's the as humanly possible. So here's the as humanly possible. So here's the question hanging over this debate. What question hanging over this debate. What question hanging over this debate. What has changed that has [music] caused once has changed that has [music] caused once has changed that has [music] caused once staunch supporters of President Trump staunch supporters of President Trump staunch supporters of President Trump and the MAGA movement to walk away? The and the MAGA movement to walk away? The and the MAGA movement to walk away? The war in Iran, first of which isn't a war, war in Iran, first of which isn't a war, war in Iran, first of which isn't a war, it's military engagement. Come on. and it's military engagement. Come on. and it's military engagement. Come on. and to [music] ask if this separation can be to [music] ask if this separation can be to [music] ask if this separation can be fixed. fixed. fixed. You need to know your place in your You need to know your place in your You need to know your place in your coalition. coalition. coalition. You are so disrespectful to us. It's You are so disrespectful to us. It's You are so disrespectful to us. It's it's it's ridiculous. And you're abusing it's it's ridiculous. And you're abusing it's it's ridiculous. And you're abusing us and then you're like, \"Oh my god, I'm us and then you're like, \"Oh my god, I'm us and then you're like, \"Oh my god, I'm abusing you. Here comes the woman. abusing you. Here co\n\n[Transcript truncated for length – full video for complete content]\n\nOriginal Video Description:\n\nMAGA vs. AMERICA FIRSTLive Wednesday • June 10 • 7PM ET on #WalkAway Campaign YouTube/and X @BrandonStraka/@RealWalkAwayThe MAGA Divide is not just ideologic...",
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"original_title": "James Comer on the Deep State - YouTube",
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"og_title": "James Comer on the Deep State",
"og_description": "YouTube Auto-Generated Transcript:\n\nDeep state bureaucrats, if you if you Deep state bureaucrats, if you if you Deep state bureaucrats, if you if you look at all the government agencies, look at all the government agencies, look at all the government agencies, whether it's the Department of whether it's the Department of whether it's the Department of Agriculture, whether it's the EPA, Agriculture, whether it's the EPA, Agriculture, whether it's the EPA, whether it's the Department of Energy, whether it's the Department of Energy, whether it's the Department of Energy, and especially the intelligence and especially the intelligence and especially the intelligence agencies, the CIA, the FBI, the agencies, the CIA, the FBI, the agencies, the CIA, the FBI, the Department of Justice, the overwhelming Department of Justice, the overwhelming Department of Justice, the overwhelming majority of employees at the top at the majority of employees at the top at the majority of employees at the top at the top are uh left-wing activists, they top are uh left-wing activists, they top are uh left-wing activists, they hate Donald Trump, they hate hate Donald Trump, they hate hate Donald Trump, they hate Republicans, they hate transparency, Republicans, they hate transparency, Republicans, they hate transparency, uh they they don't want anyone invading uh they they don't want anyone invading uh they they don't want anyone invading on their turf, they uh had decades of on their turf, they uh had decades of on their turf, they uh had decades of abusing power, abusing power, abusing power, and they will not cooperate with and they will not cooperate with and they will not cooperate with Congress, even though by law they're Congress, even though by law they're Congress, even though by law they're supposed to.\n\nOriginal Video Description:\n\nPlease remember to subscribe if you enjoyed this episode of Pod Force One: https://www.youtube.com/@PodForce1Watch full clips of Pod Force One with Miranda D...",
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"og_description": "\n\nOriginal Video Description:\n\nHello! We are Sasha and Masha, and this is our puma, his name is Messi. \nWe bought this puma from the Petting Zoo at the age of one year. We live in an ordinary apartment where Messi has his organized cozy corner. We go outside to the toilet twice a day, we walk there and waste energy. The cat eats only meat products, a properly balanced diet. In addition, we go to training classes 3 times a week. \nMessi is a very affectionate and contact cat, does not bite, does not spoil furniture. He likes to be stroked and loves to talk. Still with us lives a pussycat (sphinx) name Kira and she does not really like Messi. She pounds him with his paws and hisses at him. \nPlease, no need to offer to let the puma out to the nearest forest or hand over to the reserve. The state of health of this animal does not allow him to live not only in the wild but even in the aviary outside. \nWe sincerely do not recommend to have a cougar at home. It is very dangerous! \nMessi is unique, do not repeat this!",
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"original_title": "The Best and Worse Are Yet to Come | by Avi Loeb | Jun, 2026 | Medium",
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"og_description": "\n\nOriginal Video Description:\n\nHumanity is definitely on a path of bettering itself. When averaged over temporary ups and downs, the general trend of human history shows…\n\nFull Article Text:\nThe Best and Worst Are Yet to Come | by Avi Loeb | Jun, 2026 | MediumSitemapOpen in app Sign up Sign in Medium LogoGet appWriteSearch Sign up Sign in THE BEST AND WORST ARE YET TO COME Avi Loeb7 min read·9 hours ago -- 6 Listen Share Press enter or click to view image in full size(Image credit: Greg Wyatt) Humanity is definitely on a path of bettering itself. When averaged over temporary ups and downs, the general trend of human history shows progress towards a superior future (as advocated by my Harvard colleague, Steven Pinker, in a recent essay posted here). Yet, we are often occupied by nightmares. Adults bring up doomsday scenarios while youngsters complain about the challenges facing them. Nevertheless, our quality of life today is far better than it was centuries ago thanks to advances in science and technology. This was apparent to me when I visited mansions from the Gilded Age in Newport, Rhode Island. Despite the fancy furniture and luxurious architecture that benefitted the wealthiest individuals more than a century ago, their medical care and quality of life was inferior to what is available today to most members of our society. Press enter or click to view image in full size(Image credit: Greg Wyatt) The improvement is also apparent in academia. The risk from advocating disruptive ideas has definitely declined. In the 16th century, Italian philosopher Giordano Bruno stated that every star in the sky is actually a distant sun, orbited by its own planets and populated by intelligent life. Since these beliefs opposed the Church’s geocentric model, he was tried for heresy and ultimately burned at the stake in 1600. When I started my career in astrophysics 388 years later, it was thought that the existence of exoplanets is a highly speculative idea. The first planet around a sun-like star, 51 Pegasi b, was discovered in 1995, just 395 years after Bruno’s burning. This discovery occurred too late to reincarnate Bruno from the ashes, since burning of genetic material is irreversible. In today’s academic climate, Bruno’s level of disruption would have been triggered blocking of the publication of his writings in scientific journals by editors and reviewers as well as blocking of the posting of preprint versions of these manuscripts on the arXiv — requiring Bruno to acknowledge explicitly that his notion is in conflict to popular views and admit why it is unlikely to hold. There is no doubt that he would have been canceled on social media. Bruno also a... [Truncated]",
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"original_title": "James Comer: What really happened with Epstein, Clinton, and Trump - YouTube",
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"og_title": "James Comer: What really happened with Epstein, Clinton, and Trump",
"og_description": "YouTube Auto-Generated Transcript:\n\nthe overwhelming majority of employees the overwhelming majority of employees the overwhelming majority of employees at the top at the top are uh left-wing at the top at the top are uh left-wing at the top at the top are uh left-wing activists. And that's a problem that I activists. And that's a problem that I activists. And that's a problem that I have especially with Democrat governors, have especially with Democrat governors, have especially with Democrat governors, Democrat mayors. It's federal money. So, Democrat mayors. It's federal money. So, Democrat mayors. It's federal money. So, what does it matter? You know, that's what does it matter? You know, that's what does it matter? You know, that's the attitude. And he's trashing the attitude. And he's trashing the attitude. And he's trashing President Trump. Doesn't matter what. President Trump. Doesn't matter what. President Trump. Doesn't matter what. You know, I mean, again, it's okay to You know, I mean, again, it's okay to You know, I mean, again, it's okay to disagree with the president, but he's disagree with the president, but he's disagree with the president, but he's trashed him with everything. Welcome to Pod Force One Chairman James Welcome to Pod Force One Chairman James Welcome to Pod Force One Chairman James Coma. You run the uh oversight Coma. You run the uh oversight Coma. You run the uh oversight committee, all important way of trying committee, all important way of trying committee, all important way of trying to hold uh the the various wrongdoers to hold uh the the various wrongdoers to hold uh the the various wrongdoers who uh tried to stage a coup against who uh tried to stage a coup against who uh tried to stage a coup against Donald Trump and have persecuted his um Donald Trump and have persecuted his um Donald Trump and have persecuted his um his allies for the past decade. Um, his allies for the past decade. Um, his allies for the past decade. Um, welcome and tell us what what hope do we welcome and tell us what what hope do we welcome and tell us what what hope do we have? Lots of people ask me when is have? Lots of people ask me when is have? Lots of people ask me when is someone going to go to jail? What hope someone going to go to jail? What hope someone going to go to jail? What hope do we have that there is going to be do we have that there is going to be do we have that there is going to be accountability soon? accountability soon? accountability soon? Yeah. And that's \n\n[Transcript truncated for length – full video for complete content]\n\nOriginal Video Description:\n\nHouse Oversight chairman James Comer tells Miranda Devine what his investigation has discovered about the connections between pervert Jeffrey Epstein, the Cl...",
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"original_title": "Karmelo Anthony GUILTY OF MURDER, Belfast Anti-Migrant RIOTS | Timcast IRL - ...",
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"og_description": "YouTube Auto-Generated Transcript:\n\nRace tensions are on the menu tonight, Race tensions are on the menu tonight, Race tensions are on the menu tonight, boys, because the Carmelo Anthony case, boys, because the Carmelo Anthony case, boys, because the Carmelo Anthony case, it's over. He was found guilty of it's over. He was found guilty of it's over. He was found guilty of firstdegree murder in the killing of firstdegree murder in the killing of firstdegree murder in the killing of Austin Metaf, and it was an open andsh Austin Metaf, and it was an open andsh Austin Metaf, and it was an open andsh shut case. I mean, the jury barely shut case. I mean, the jury barely shut case. I mean, the jury barely deliberated. Every single witness was deliberated. Every single witness was deliberated. Every single witness was like, \"Yo, dude was in the wrong.\" And like, \"Yo, dude was in the wrong.\" And like, \"Yo, dude was in the wrong.\" And the testimony we got was it's it's it's the testimony we got was it's it's it's the testimony we got was it's it's it's merciless. I don't even know what the merciless. I don't even know what the merciless. I don't even know what the defense thought they were doing by going defense thought they were doing by going defense thought they were doing by going to trial. The story is just not to bury to trial. The story is just not to bury to trial. The story is just not to bury the lead. Carmelo Anthony drew his the lead. Carmelo Anthony drew his the lead. Carmelo Anthony drew his knife, unfolded it, prepared it before knife, unfolded it, prepared it before knife, unfolded it, prepared it before there was any conflict, then told these there was any conflict, then told these there was any conflict, then told these people, \"Touch me,\" was explicitly told people, \"Touch me,\" was explicitly told people, \"Touch me,\" was explicitly told by Austin, \"I will not fight you, dude.\" by Austin, \"I will not fight you, dude.\" by Austin, \"I will not fight you, dude.\" And when he walked towards him, And when he walked towards him, And when he walked towards him, according to one witness, before he even according to one witness, before he even according to one witness, before he even could put his hands on him to move, to could put his hands on him to move, to could put his hands on him to move, to push him out of the tent, I want to be push him out of the tent, I want to be push him out of the tent, I want to be careful how I describe this because he careful how I describe this because he care\n\n[Transcript truncated for length – full video for complete content]\n\nOriginal Video Description:\n\nGo to FreedomTicket26.com now to reserve your spot for the Freedom Summit! It’s time to reclaim control of your family’s wealth from Wall Street & the govern...",
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"og_title": "Karmelo Anthony SENTENCED TO 35 YEARS, Its Gunna Get BAD | Tim Pool",
"og_description": "YouTube Auto-Generated Transcript:\n\nYesterday, the verdict came in and a Yesterday, the verdict came in and a Yesterday, the verdict came in and a sentence was delivered. 35 years in sentence was delivered. 35 years in sentence was delivered. 35 years in prison for firstdegree murder. prison for firstdegree murder. prison for firstdegree murder. Carmemelllo Anthony sobbed as he was Carmemelllo Anthony sobbed as he was Carmemelllo Anthony sobbed as he was delivered this news. Austin Metaf's delivered this news. Austin Metaf's delivered this news. Austin Metaf's father and his brother delivered a father and his brother delivered a father and his brother delivered a powerful impact statement. And this is powerful impact statement. And this is powerful impact statement. And this is where it gets culturally divisive. I where it gets culturally divisive. I where it gets culturally divisive. I suppose donations to Camalo Anony's suppose donations to Camalo Anony's suppose donations to Camalo Anony's official fund are continuing to stream official fund are continuing to stream official fund are continuing to stream in. People are giving his family money. in. People are giving his family money. in. People are giving his family money. You know why? It was always the game. A You know why? It was always the game. A You know why? It was always the game. A question has been asked. Why is it that question has been asked. Why is it that question has been asked. Why is it that Carmelo Anthony did not accept a plea Carmelo Anthony did not accept a plea Carmelo Anthony did not accept a plea deal? Why did he not just plead guilty? deal? Why did he not just plead guilty? deal? Why did he not just plead guilty? He'd have gotten less time. And you know He'd have gotten less time. And you know He'd have gotten less time. And you know what the theory is? And I think it's a what the theory is? And I think it's a what the theory is? And I think it's a fair theory. The family brought on a fair theory. The family brought on a fair theory. The family brought on a spokesman, made this about race, and spokesman, made this about race, and spokesman, made this about race, and made over a million dollars for which made over a million dollars for which made over a million dollars for which their fundraiser explicitly states their fundraiser explicitly states their fundraiser explicitly states they're going to use that money on they're going to use that money on they're going to use that money on themselves. themselves. themsel\n\n[Transcript truncated for length – full video for complete content]\n\nOriginal Video Description:\n\nTim Pool discusses the Karmelo Anthony verdict, sentencing, and race relations - https://www.youtube.com/watch?v=UA7YYHmWU2YBUY CAST BREW COFFEE TO FIGHT BAC...",
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"og_title": "Apple-sized rocks four kilometres below the central Pacific Ocean contain more cobalt and manganese than all known land deposits combined, and mining companies are now racing to extract them from one of the least-explored ecosystems on Earth, where over 90 per cent of the local species are still undescribed.",
"og_description": "\n\nOriginal Video Description:\n\nThe region is called the Clarion-Clipperton Zone. It is approximately six million square kilometres of abyssal plain stretching between Mexico and Hawaii, roughly the width of the continental United States, with an average depth of around 5,000 metres. The seafloor across this region is, in places, densely covered in polymetallic nodules: dark, rounded, mineral-rich rocks […]\n\nFull Article Text:\nApple-sized rocks four kilometres below the central Pacific Ocean contain more cobalt and manganese than all known land deposits combined, and mining companies are now racing to extract them from one of the least-explored ecosystems on Earth, where over 90 per cent of the local species are still undescribed. Space, science, and the human mind. Since 1995. Subscribe Est. 1995 Space Science Mind & Meaning Long Reads Archive About Space Science Mind & Meaning Long Reads Archive About Search Earth News APPLE-SIZED ROCKS FOUR KILOMETRES BELOW THE CENTRAL PACIFIC OCEAN CONTAIN MORE COBALT AND MANGANESE THAN ALL KNOWN LAND DEPOSITS COMBINED, AND MINING COMPANIES ARE NOW RACING TO EXTRACT THEM FROM ONE OF THE LEAST-EXPLORED ECOSYSTEMS ON EARTH, WHERE OVER 90 PER CENT OF THE LOCAL SPECIES ARE STILL UNDESCRIBED. The region is called the Clarion-Clipperton Zone. It is approximately six million square kilometres of abyssal plain stretching between Mexico and Hawaii, roughly the width of the continental United States, with an average depth of around 5,000 metres. By Space Daily Editorial Team · Editorial process Published June 9, 2026 The region is called the Clarion-Clipperton Zone. It is approximately six million square kilometres of abyssal plain stretching between Mexico and Hawaii, roughly the width of the continental United States, with an average depth of around 5,000 metres. The seafloor across this region is, in places, densely covered in polymetallic nodules: dark, rounded, mineral-rich rocks roughly the size of an apple or a small potato. They sit on the sediment surface like scattered eggs across a vast muddy plain. The closest light from the surface has not reached them in at least four billion years. The nodules took millions of years to form. Each one began as a fragment of shell, bone, or hardened sediment on the abyssal floor. Around that nucleus, dissolved metals in the surrounding seawater and porewater have, layer by layer, slowly precipitated and crystallised. The growth rate is approximately a few millimetres per million years. The nodules currently lying on the Pacific seabed are, in some cases, older than the species of human looking at them. Some are older than the species of primate that humans descended from. Each nodule, on the strongest current dating estimates, is between 2 and 10 million years old at minimum. WHAT THE ROCKS ACTUALLY ARE The mineral content varies by region, but the nodules in the Clarion-Clipperton Zone are particularly r... [Truncated]",
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"og_description": "\n\nOriginal Video Description:\n\nGad Saad tells Sean Hannity the story of the first time he met Elon Musk — and it’s something lifted from the pages of a spy thriller novel. \n\nSAAD: “Can I tell you a very quick story about how we first met?”\n\nHANNITY: “Yeah.”\n\nSAAD: “I don’t think he’d mind this.”\n\n“I receive a https://t.co/uKrSovbAwu",
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"original_title": "Food That Time Forgot: Tea Caudles - YouTube",
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"og_description": "YouTube Auto-Generated Transcript:\n\nWhat if there was a whole meal that you What if there was a whole meal that you What if there was a whole meal that you could just drink? And what if that was could just drink? And what if that was could just drink? And what if that was so popular that it shows up in cookbooks so popular that it shows up in cookbooks so popular that it shows up in cookbooks for over 500 years and then by 1900 it for over 500 years and then by 1900 it for over 500 years and then by 1900 it has disappeared and today we just have has disappeared and today we just have has disappeared and today we just have one solitary example. I'm sure you've one solitary example. I'm sure you've one solitary example. I'm sure you've heard of the word coddle. To cuddle heard of the word coddle. To cuddle heard of the word coddle. To cuddle someone, to cuddle a child, usually we someone, to cuddle a child, usually we someone, to cuddle a child, usually we use it in a negative connotation. It use it in a negative connotation. It use it in a negative connotation. It means to uh treat them very very means to uh treat them very very means to uh treat them very very tenderly. possibly when they don't tenderly. possibly when they don't tenderly. possibly when they don't deserve it. Well, this word is actually deserve it. Well, this word is actually deserve it. Well, this word is actually related to the term for this kind of related to the term for this kind of related to the term for this kind of drink/meal. drink/meal. drink/meal. And they were called coddles in the time And they were called coddles in the time And they were called coddles in the time period. It's spelled slightly period. It's spelled slightly period. It's spelled slightly differently than we spell it, but the differently than we spell it, but the differently than we spell it, but the word is actually very very related and word is actually very very related and word is actually very very related and connected. It has to do with the term to connected. It has to do with the term to connected. It has to do with the term to warm up slowly. When we cuddle someone, warm up slowly. When we cuddle someone, warm up slowly. When we cuddle someone, we might cuddle them in a blanket, we might cuddle them in a blanket, we might cuddle them in a blanket, right? Something like that. But if right? Something like that. But if right? Something like that. But if you're serving something that you've you're serving something that you've you're serving\n\n[Transcript truncated for length – full video for complete content]\n\nOriginal Video Description:\n\nOur Brand New Viewing Experience ➧ https://townsendsplus.com/ ➧➧Retail Website ➧ http://www.townsends.us/ ➧➧Help support the channel with Patreon ➧ https://w...",
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"og_description": "YouTube Auto-Generated Transcript:\n\nThis is now the best open-source image This is now the best open-source image This is now the best open-source image generator you can use. It's called generator you can use. It's called generator you can use. It's called Ideogram 4, and this has incredible Ideogram 4, and this has incredible Ideogram 4, and this has incredible quality and prompt adherence and world quality and prompt adherence and world quality and prompt adherence and world understanding. But, it works really understanding. But, it works really understanding. But, it works really differently from the other top models differently from the other top models differently from the other top models you may be familiar with. In fact, the you may be familiar with. In fact, the you may be familiar with. In fact, the funny thing is, I almost gave up on this funny thing is, I almost gave up on this funny thing is, I almost gave up on this the first time I tried it. But, I gave the first time I tried it. But, I gave the first time I tried it. But, I gave it a second chance, and after doing a it a second chance, and after doing a it a second chance, and after doing a few tweaks, after playing around with it few tweaks, after playing around with it few tweaks, after playing around with it a bit more, I found that it's incredibly a bit more, I found that it's incredibly a bit more, I found that it's incredibly powerful and extremely underrated. So, powerful and extremely underrated. So, powerful and extremely underrated. So, in this video, I'm going to go over all in this video, I'm going to go over all in this video, I'm going to go over all the incredible things you can do with it the incredible things you can do with it the incredible things you can do with it and how to use it properly. Plus, I'm and how to use it properly. Plus, I'm and how to use it properly. Plus, I'm going to show you how to install this on going to show you how to install this on going to show you how to install this on your computer so you can run it for free your computer so you can run it for free your computer so you can run it for free and unlimited times offline. Let's jump and unlimited times offline. Let's jump and unlimited times offline. Let's jump right in with all the amazing things it right in with all the amazing things it right in with all the amazing things it can do. First of all, this has so much can do. First of all, this has so much can do. First of all, this has so much knowledge jam-packed into it. For kno\n\n[Transcript truncated for length – full video for complete content]\n\nOriginal Video Description:\n\nIdeogram 4 tutorial. Best open-source AI image generator. Free & uncensored #ai #aitools #aiart #imagegenerationThanks to our sponsor Higgsfield. Try Higgsfi...",
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"original_title": "David Lange on X: \"Props to Oscar-winning actress @GwynethPaltrow for agreein...",
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"original_title": "Daily Activity and Positive Mood Form a Continuous Loop - Neuroscience News",
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"og_description": "\n\nOriginal Video Description:\n\nA new study reveals a bidirectional loop between light daily movement and immediate mood boosts.\n\nFull Article Text:\nDaily Activity and Positive Mood Form a Continuous Loop - Neuroscience News A new study demonstrates a continuous, bidirectional loop where everyday light physical activity immediately elevates happiness and energy, which subsequently drives further movement. Credit: Neuroscience News DAILY ACTIVITY AND POSITIVE MOOD FORM A CONTINUOUS LOOP FeaturedNeurosciencePsychology·June 8, 2026 Summary: A new study has established a dynamic, bidirectional relationship between micro-bursts of physical activity and short-term mood optimization. The massive collaborative project synthesized data from over 8,000 global participants using wearable sensors and real-time electronic tracking. Investigators discovered that even light, non-structured physical movements, such as household chores, climbing stairs, or short walks, trigger immediate elevations in happiness and energy. Strikingly, the data unmasked a continuous virtuous cycle: individuals experience a sharp mood boost shortly after increasing their physical movement, and conversely, experiencing an elevated mood naturally primes individuals to become physically active shortly thereafter. Key Facts The Scale of the Meta-Analysis: The investigation stands as one of the largest real-world behavioral tracking initiatives ever compiled, analyzing more than 8,000 international participants and over 320,000 individual mood ratings spanning 67 distinct datasets.The Dynamic Bidirectional Loop: The study mathematically proves a reciprocal relationship in human behavior. An increase in physical activity above an individual’s personal baseline rapidly yields a happier, more energetic state. Simultaneously, when a person feels naturally better than usual, their probability of engaging in movement shortly afterward spikes.Redefining Physical Activity via Wearables: Moving past traditional clinical definitions that limit exercise to high-intensity gym workouts, the research utilized wearable sensors to track spontaneous everyday bodily movements. This captured the profound biological impact of light- and moderate-intensity tasks, such as walking, climbing stairs, and doing routine housework.The Daily Well-Being Paradigm: Dr. Yue Liao, assistant professor of kinesiology and director of the Physical Activity and Wearable Sensors Lab at UT Arlington, notes that individuals do not require structured, intense fitness sessions to harvest psychological rewards. Simply exceeding one’s personal baseline of movement triggers immediate mood-... [Truncated]",
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"og_description": "\n\nOriginal Video Description:\n\nBrazil's former president is in prison.\n\nFlávio Bolsonaro says Americans should be paying attention.\n\nWatch the full conversation at PragerU.",
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"og_title": "Reality Should Not be Classified: A Call for Action on UAP Disclosure",
"og_description": "\n\nOriginal Video Description:\n\nToday, June 9, 2026, a press conference of lawmakers and UAP (Unidentified Anomalous Phenomena) whistleblowers in Washington DC, called for…\n\nFull Article Text:\nReality Should Not be Classified: A Call for Action on UAP Disclosure | by Avi Loeb | Jun, 2026 | MediumSitemapOpen in app Sign up Sign in Medium LogoGet appWriteSearch Sign up Sign in REALITY SHOULD NOT BE CLASSIFIED: A CALL FOR ACTION ON UAP DISCLOSURE Avi Loeb5 min read·14 hours ago -- 14 Listen Share Press enter or click to view image in full size(Image credit: NewsNation) Today, June 9, 2026, a press conference of lawmakers and UAP (Unidentified Anomalous Phenomena) whistleblowers in Washington DC, called for action on UAP disclosure (for access to its full video, click here). Shortly afterwards, I was asked by Nichole Berlie from NewsNation to share my perspective on this press conference. Below is a transcript of that interview (which is also accessible in video format here). Nichole’s questions are labeled by NB and my answers by AL. *** NB: Here to discuss the UAP disclosure effort and what we have seen from the government release in recent weeks, Professor of Science at Harvard University, Avi Loeb. Always so great to talk to you. So, several lawmakers were speaking at this afternoon’s press conference. I’d like to hear from one of them. This is Missouri Republican Congressman, Eric Burlison. Let’s listen to some of what he said. Eric Burlison: “We are no longer asking hypothetical questions anymore. Congress is requesting specific records and videos. These agencies and contractors know that we know that they exist and we’re going to get them released. We continue to receive credible claims of recovered craft and reverse engineering programs that may have operated for decades outside of any oversight. Those claims point to specific facilities, contractors, records, and people. Congress has a constitutional duty to follow them. And that duty does not vanish because someone stamped a document classified 30 years ago.” All right, so Professor Loeb: what is your reaction to today’s call for more transparency? AL: Thanks for having me. Obviously, the main tension is with national security priorities. The U.S. might be developing new technologies that it doesn’t want the world to know about, and some people notice them. Even within the government, there might be employees who are not involved in those programs. In addition, there may be crash retrieval and reverse engineering efforts that involve retrieving technological gadgets from adversarial nations and as well as pilots from adversarial nations. So, when we hear about biological entities in crash ... [Truncated]",
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"original_title": "ITS OVER - YouTube",
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"og_title": "ITS OVER",
"og_description": "YouTube Auto-Generated Transcript:\n\nThe latest polling coming out across the The latest polling coming out across the The latest polling coming out across the board shows incredibly bad news for the board shows incredibly bad news for the board shows incredibly bad news for the Democrats. My friends, when you see the Democrats. My friends, when you see the Democrats. My friends, when you see the latest map of the midterm layout, you latest map of the midterm layout, you latest map of the midterm layout, you will be shocked cuz I certainly am. will be shocked cuz I certainly am. will be shocked cuz I certainly am. Based on prediction data and polling, Based on prediction data and polling, Based on prediction data and polling, everybody's making the argument that everybody's making the argument that everybody's making the argument that Democrats are going to win the House and Democrats are going to win the House and Democrats are going to win the House and maybe the Senate. Maybe the Senate. Now, maybe the Senate. Maybe the Senate. Now, maybe the Senate. Maybe the Senate. Now, for the most part, it looks like they for the most part, it looks like they for the most part, it looks like they ain't going to be able to take the ain't going to be able to take the ain't going to be able to take the Senate because they have to flip a Senate because they have to flip a Senate because they have to flip a Republican seat and win every single Republican seat and win every single Republican seat and win every single toss up, which is nuts. But now, Inside toss up, which is nuts. But now, Inside toss up, which is nuts. But now, Inside Elections Map shows Republicans need to Elections Map shows Republicans need to Elections Map shows Republicans need to win a single toss up. I'm not kidding. win a single toss up. I'm not kidding. win a single toss up. I'm not kidding. According to Inside Elections, According to Inside Elections, According to Inside Elections, considered to be one of the most considered to be one of the most considered to be one of the most accurate pollsters, and maybe they're accurate pollsters, and maybe they're accurate pollsters, and maybe they're wrong. If Republicans win one tossup wrong. If Republicans win one tossup wrong. If Republicans win one tossup seat, they will hold a majority in seat, they will hold a majority in seat, they will hold a majority in Congress this midterm election. It's Congress this midterm election. It's Congress this midterm election. It's massive. Considerin\n\n[Transcript truncated for length – full video for complete content]\n\nOriginal Video Description:\n\nTim Pool discusses new polling data heavily favoring Republicans in the midterms. However prediction markets say the opposite with a Democrat victoryBUY CAST...",
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"original_title": "How Terry Tao Became an Evangelist for AI in Math | Quanta Magazine",
"url": "https://www.quantamagazine.org/how-terry-tao-became-an-evangelist-for-ai-in-math-20260608/",
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"og_title": "How Terry Tao Became an Evangelist for AI in Math | Quanta Magazine",
"og_description": "\n\nOriginal Video Description:\n\nWith automated proof-checkers, a problem can be broken up into small chunks, solved bit-by-bit, then reassembled with confidence that every piece is correct. For some, this heralds a new area in mathematical research.\n\nFull Article Text:\nHow Terry Tao Became an Evangelist for AI in Math | Quanta Magazine Quanta Homepage Physics Mathematics Biology Computer Science Topics Archive Special Issues Podcasts Videos Qualia Essays Multimedia Q&As Explainers About Quanta Search Search for: Search Search Newsletter Get the latest news delivered to your inbox. Email Subscribe Recent newsletters Follow Quanta Facebook Youtube Instagram RSS An editorially independent publication supported by the Simons Foundation. Quanta Homepage Physics Mathematics Biology Computer Science Topics Archive Saved articles SAVED ARTICLES Create a reading list by clicking the Read Later icon next to the articles you wish to save. See all saved articles Login Log out Change password Search Type search term(s) and press enter What are you looking for? Search Popular Searches Mathematics Physics Black Holes Evolution Home How Terry Tao Became an Evangelist for AI in Math Comment Save Article Read Later Share Facebook Copied! Copy link Email Pocket Reddit Ycombinator Comment Comments Save Article Read Later Read Later computer-assisted proofs HOW TERRY TAO BECAME AN EVANGELIST FOR AI IN MATH By Kevin Hartnett June 8, 2026 With automated proof-checkers, a problem can be broken up into small chunks, solved bit-by-bit, then reassembled with confidence that every piece is correct. For some, this heralds a new area in mathematical research. Comment Save Article Read Later Automated proof-checkers such as Lean can provide ironclad assurances that mathematical proofs are valid. Samuel Velasco/Quanta Magazine. Code courtesy of Alex Kontorovich INTRODUCTION The following has been adapted from The Proof in the Code: How a Truth Machine Is Transforming Math and AI by Kevin Hartnett. By Kevin Hartnett Contributing Writer June 8, 2026 View PDF/Print Mode book excerpts computer science computer-assisted proofs mathematics proofs All topics Terry Tao has never been afraid of unconventional ideas. In November 2014, he was on a panel of five distinguished mathematicians, all inaugural recipients of the Breakthrough Prize in Mathematics, which came with a $3 million award. The laureates’ conversation ranged from whether mathematics is invented or discovered — most of the mathematicians agreed that, at the very least, it feels like an act of discovery — to an assessment of the odds that we’re living in a digital simulation. “Yeah, I think we’re actually not real,” said Maxim Kontsevich, who did his most important work in the 1990s at the interse... [Truncated]",
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"original_title": "“They're equipped with 15cm claws, can run at speeds of 50kph, clear 2m when ...",
"url": "https://www.discoverwildlife.com/animal-facts/birds/search-of-the-cassowary",
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"og_title": "“They're equipped with 15cm claws, can run at speeds of 50kph, clear 2m when jumping and deliver a mean kick – just how worried should I be?” | Discover Wildlife",
"og_description": "\n\nOriginal Video Description:\n\nOne man’s quest to find the elusive Southern Cassowary, a magnificent bird concealed within the enchanting rainforests of Queensland.\n\nFull Article Text:\n“They're equipped with 15cm claws, can run at speeds of 50kph, clear 2m when jumping and deliver a mean kick – just how worried should I be?” | Discover Wildlife About BBC WildlifeContact usCompetitionsAnimalsPlantsHolidaysEnvironmentDavid AttenboroughOn The BBCMagazineSubscribeNewsletterHome Animal Facts Birds “They're equipped with 15cm claws, can run at speeds of 50kph, clear 2m when jumping and deliver a mean kick – just how worried should I be?” “THEY'RE EQUIPPED WITH 15CM CLAWS, CAN RUN AT SPEEDS OF 50KPH, CLEAR 2M WHEN JUMPING AND DELIVER A MEAN KICK – JUST HOW WORRIED SHOULD I BE?” Deep in the heart of a rainforest in Queensland, Stuart Portugal's childhood dream of encountering a cassowary in the wild could become a reality. But despite being one of the world’s tallest species of bird, catching a glimpse of this elusive creature is easier said than done. A cassowary roaming in a rainforest area. Steve Portugal Published: June 8, 2026 at 5:26 pm Cassowaries live in the rainforests of Queensland. But despite their size, they're not easy to find, explains Steve Portugal. There can be few more imposing sights in nature than an adult cassowary. Standing nearly 2m tall and weighing up to 50kg, it is no mystery why these large, flightless birds, found in north-eastern Australia and Papua New Guinea, have long conjured up comparisons to prehistoric dinosaurs. Impaling on spikes, water bombing and stabbing – birds are more brutal than you realised. Here's 5 gruesome techniques they use to kill \"They attack without hesitation and can rake down the front of a frail human body in seconds, with horrifying consequences\" 10 violent birds that attack humans As a boy, I always dreamed of seeing one in the wild but, growing up in the 1980s, Australia seemed unimaginably exotic and far away. The opportunity for that childhood dream to become reality landed in February 2023, when I was offered a work trip to Australia. Finally, I had my chance to seek cassowaries in the wild – and I jumped at it. The mysterious Cassowary. Credit: Getty HOW MANY SPECIES OF CASSOWARY ARE THERE? The magnificent name ‘cassowary’ originates from the Papuan for ‘horned’ (kasu) and ‘head’ (weri), a reference to its casque. The species found in the tropical rainforests of north-eastern Queensland is the southern cassowary. It can also be found in Papua New Guinea, along with its cousin, the northern cassowary and a third species, the dwarf cassowary. WHERE DO CASSOWARY LIVE IN AUSTRALIA? Vie... [Truncated]",
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"original_title": "Researchers pinpoint why larger language models pick up skills that small one...",
"url": "https://the-decoder.com/researchers-pinpoint-why-larger-language-models-pick-up-skills-that-small-ones-miss/",
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"og_title": "Researchers pinpoint why larger language models pick up skills that small ones miss",
"og_description": "\n\nOriginal Video Description:\n\nSmall language models fail at rare tasks because frequent ones constantly overwrite what they've learned. A new study with models ranging from 4 million to 4 billion parameters shows this mechanism in detail and offers a practical fix: instead of scaling up models, it may be enough to increase how often the target task appears in the training data.\n\nFull Article Text:\nResearchers pinpoint why larger language models pick up skills that small ones miss Ad Skip to content Log In Subscribe DESwitch to German Primary Menu Log In Subscribe DESwitch to German Primary Menu Sign In Register Subscribe Now THE DECODER Opens discord in a new tab Opens LinkedIn in a new tab AI research Copy the url to clipboard Share this article Go to comment section RESEARCHERS PINPOINT WHY LARGER LANGUAGE MODELS PICK UP SKILLS THAT SMALL ONES MISS Jonathan Kemper View the LinkedIn Profile of Jonathan Kemper Jun 7, 2026 Nano Banana Pro prompted by THE DECODER A new study suggests that instead of endlessly inflating models, it may be more efficient to increase the frequency of specific tasks in training data to anchor rare skills in smaller models. A new study from researchers at Anthropic, Stanford, and other institutions explains why larger language models learn certain tasks that smaller ones fail at. The finding goes beyond the conventional wisdom that big models simply learn faster. In some cases, small models can't reliably learn rare tasks even with extremely long training runs. Even well-known scaling laws show that a small model never reaches the loss of a large one, no matter how much data you throw at it. Only the larger OLMo models learn the rarely interspersed tasks reliably, as can be seen from the orange-colored fields at the bottom right of both tasks. | Image: Huang et al. COMMON TASKS CROWD OUT RARE ONES To isolate the mechanism, the researchers tested a mix of tasks with varying frequency and complexity. A model with N neurons gets assigned the N \"most useful\" features, where usefulness is based on how often a task appears and how important it is. Frequent, simple tasks get priority. Rare, complex ones get dropped. In the experiments, only models that were large enough learned tasks that made up just 0.25 percent of the training data. A model with N neurons assigns the N most useful features, while larger models also pick up rarer tasks further down the list. | Image: Huang et al. The core of the paper is its explanation of why size helps. As long as frequent tasks aren't well-learned yet, they pull the model strongly in their direction at every training step, overwriting much of what the model picked up about rare tasks. Once a large model has mostly mastered the frequent tasks, that pull fades. The freed-up capacity goes to rare tasks, and learned signals are more likely to stick. Small models rarely reach that point, according... [Truncated]",
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"original_title": "Trump vows response after Iran downs U.S. helicopter",
"url": "https://www.axios.com/2026/06/09/us-army-apache-helicopter-strait-of-hormuz-iran",
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Your task is to produce a high-quality curated post using advanced grouping techniques:
- Employ sophisticated thematic analysis: detect latent connections, narrative arcs, opposing viewpoints, chronological progressions, intersections with current events, and deeper conceptual clusters.
- Create 5–12 meaningful, thematically coherent groups (aim to include as many bookmarks as possible; prefer more focused clusters over very broad ones while avoiding superficial or forced groupings).
- Choose precise, evocative topic names.
For each group:
- Start with "## Topic Name"
- Follow immediately with a classical rhymed and metrical poem (e.g., Shakespearean sonnet, Petrarchan sonnet, limerick sequence, heroic couplets, or similar form) that serves as an engaging, insightful preamble capturing the theme, context, and why it matters now. Present the entire poem in italicized Markdown by wrapping the whole poem block between * and * on their own lines (like a block). NEVER add **bold** around the ## group titles — output them exactly as plain ## Title Name.
- Then list the relevant bookmarks as bullet points:
- **[og_title](url)**: One sharp, engaging sentence description (hooky, informative, and additive; refine og_description or write your own if better).
- If og_image is a valid http/https URL, place the following immediately on the next line (no blank line):

Any true singletons go in a final "## Miscellaneous" section with the same format.
Output EXACTLY the complete clean markdown body for the blog post (starting with the first ## header; no extra text, no introductions, no closing remarks, no separators).
Generation Info
Model: grok-4.3 (reasoningEffort: none) Skipped domains: None
(Images may be omitted when enrichment fails or domains are skipped.)