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Dwarkesh Patel's clip contrasts humans' efficient learning with AI's massive data hunger, sparking talks on why models falter in novel scenarios despite trillions of tokens. Humyn Labs argues for data diversity from varied regions like Africa and LATAM, sharing over 20,000 hours to teach models true invariants, not shortcuts—like a melanoma detector mistaking rulers for cancer. Commenters agree variance trumps volume for generalization in robotics and beyond, though some stress high-quality scaling remains key.

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A child learns to drive in 20 hours, while AI systems like Waymo gulp millions yet stumble in new settings. Podcaster Dwarkesh Patel calls this the 'data efficiency black hole.'

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Wrexham AFC midfielder George Dobson underwent a small operation after breaking his wrist during a match against Charlton Athletic. He joins injured defensive midfielders Matty James and Ben Sheaf, with doubts over Issy Kabore and Nathan Broadhead threatening the team's lineup for their upcoming FA Cup match against Chelsea.

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On June 9, Anthropic released Fable 5, their top 'Mythos-class' AI for coding and agent tasks. Brown demonstrated it first building a Replit-like mobile app for web app creation and editing, succeeding on the initial try with Daytona's sandboxing and Convex databases. He then used just two more prompts to replicate Lovable's interface, adding features like Swift app building, voice-to-text, and auto-shutdown sandboxes—claiming his 'Riley's Lovable' even outperforms the $6.6 billion startup's original. Developers praised the prototyping speed, while skeptics like engineer Omer Okumus dismissed it as a basic UI wrapper overlooking production-scale challenges.

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Riley Brown typed a handful of prompts into Anthropic's new Claude Fable 5, and out popped working clones of Replit and Lovable—app-building tools that usually take teams months to match.

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A circulating post shares familiar bodycam clips of Fanone walking unsteadily after the assault, aided by his partner amid the chaos, to question his severe injuries like a heart attack, concussion, and PTSD confirmed by medical records and testimony. Fanone was tased repeatedly in the neck by Daniel Rodriguez, who admitted the act, pleaded guilty, and received over 12 years before Trump's 2025 pardon of him and nearly 1,500 others. The debate ties into a new $1.776 billion DOJ fund for those claiming persecution, which Fanone calls a betrayal after 20 years of service protecting the Capitol.

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Former D.C. officer Michael Fanone still feels the scars from January 6, 2021, when rioters dragged him into a beating that left him unconscious for over four minutes.

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Blanche, Trump's former defense lawyer now leading the DOJ, shared on Sean Hannity's podcast how staff discovered the bags a few months ago in an obscure room, not on track for routine destruction. He suggested it looked intentional, possibly saved by an honorable FBI agent, echoing similar finds of Russia probe documents at FBI headquarters. The cases involved Trump's classified documents at Mar-a-Lago and 2020 election challenges, dismissed after his 2024 win, with no contents released yet amid ongoing reviews.

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Acting AG Todd Blanche described opening a tucked-away room at DOJ headquarters, revealing burn bags packed with files from Jack Smith's Trump investigations.

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Speaking at a campaign event in Suffern, New York, ahead of the 2026 midterms, Lutnick cheered the Knicks' 2-0 lead in the Eastern Conference finals, highlighted by Josh Hart's 26-point Game 2 explosion and Jalen Brunson's 38-point Game 1 comeback. Fans recoiled on X, citing Lutnick's past interactions with Jeffrey Epstein—including a 2012 island lunch and later business ties he described as inconsequential. Many told him to stay away from their team, with some even fearing a jinx on the Knicks' deepest playoff run in years.

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Commerce Secretary Howard Lutnick pumped up a Trump rally crowd with four fist-pumping 'Let's Go Knicks!' cheers, but New York fans quickly shut it down online.

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The 29-year-old forward scored three second-period goals and added an assist, giving the Golden Knights a commanding edge before Carolina's frantic three-goal burst in 39 seconds tied it. Shea Theodore's end-boards deflection won it in double OT, putting Vegas up 2-1 in the series. Marner leads the playoffs with a franchise-record 28 points in 19 games, thriving after a sign-and-trade from Toronto where playoff critics once hounded him—now he's pacing for back-to-back Cups.

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Mitch Marner lit up the ice with the fastest natural hat trick in Stanley Cup Final history, turning a 4-0 Vegas lead into a wild double-overtime thriller against Carolina.

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Traded from the Maple Leafs last July, Marner leads the playoffs with a point-per-game pace and starred in Vegas's 5-4 Game 1 win over Carolina on June 2. After clinching the Final berth, he hinted at tough moments from his nine frustrating seasons in Toronto, where early playoff exits drew heavy criticism of the core four including himself. The remark split opinions, with Vegas teammate Jack Eichel calling his Toronto treatment unfair, while Leafs panelist Jackie Redmond pushed back against fan-bashing narratives. Vegas leads 1-0 heading into Game 2 tonight, with Marner promising more details only if they win the Cup.

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Mitch Marner is dominating the Stanley Cup Final for Vegas, but a candid comment about his 'dark times' in hockey has pulled his Toronto history back into the spotlight.

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The sketch from Monty Python's German TV special pits Greek philosophers like Archimedes, played by Cleese, against German thinkers including Kant and Marx at Munich's Olympiastadion. Michael Palin narrates the absurd action, where players argue ontology while Franz Beckenbauer looks baffled and Archimedes scores with a 'Eureka!' yell. Cleese posted it on X Thursday amid packed games like Canada's 6-0 win over Qatar, drawing over 16,000 likes from soccer fans and philosophy lovers quoting lines about offside calls and categorical imperatives.

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John Cleese unearthed a 1972 Monty Python gem just as World Cup matches packed stadiums across North America. Fans lit up with laughter over philosophers debating instead of dribbling.

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The 25-year-old blueliner posted 11 goals, 31 assists, and a plus-15 rating over 82 games, anchoring Buffalo's top pairing at 22:20 per night before adding seven playoff points in their deep run. Acquired from Colorado in 2024, Byram enters 2026-27 on the last year of his $6.25 million AAV extension, with his agent known for pushing clients to free agency. New GM Jarmo Kekäläinen weighs moving him amid a stacked defense and forward needs, as Byram seeks top-pair roles and over $10 million annually—fans debate holding for playoffs or trading for a winger like Matthew Knies.

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Bowen Byram lit up the ice last season with career highs, but now trade talks swirl as his deal enters its final year and he eyes bigger minutes.

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The 38-year-old middleweight beat Brad Tavares by unanimous decision (30-27, 29-28, 29-28) in a gritty 15-minute prelim bout at UFC Vegas 114. Anders, a former Alabama linebacker with an 18-9 record and 10-9 in the UFC, retired right after, capping a career highlighted by knockouts of Chris Weidman and Vinicius Moreira. Tavares praised his opponent, and fans saluted Anders' relentless grit and entertainment value as he bowed out on a high note.

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Eryk Anders handed his gloves to his coach in front of his son, then told Joe Rogan, 'That's it for me, man.' It was a heartfelt end to his UFC journey.

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Toronto's BMO Field kicked things off with Canada's 1-1 draw against Bosnia and Herzegovina on June 12, followed by Ghana's 1-0 win over Panama. Vancouver's BC Place then hosted the 6-0 rout of Qatar, where Jonathan David's hat trick led to wild celebrations, praised by former Whitecaps keeper Maxime Crépeau as the best atmosphere ever. A Vancouver Sun op-ed claiming superiority over Toronto sparked city banter, while Conservative Leader Pierre Poilievre shared an airport story of a woman moving to Mexico for safety, drawing criticism over crime stats showing Vancouver's lower rates. Despite the side drama, both cities have delivered electric vibes as Canada eyes a Group B knockout spot.

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Vancouver's streets erupted after Canada's 6-0 thrashing of Qatar, with fans packing bridges and even Mexican supporters joining the chants. But local pride and a political story added extra layers to the excitement.

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Concertgoers captured rear views and hip-popping moves from recent shows, like Harry Styles' Wembley performance, NCT's Jaehyun striking a hand-on-hip pose in a silver shirt during his Seoul fan-con on June 6-7, and BTS members Jungkook and Taehyung in leather from their Busan anniversary gigs on June 12-13. These 'backshots' highlight performers' physiques in tight outfits, blending admiration with playful captions like 'Why did he do that' or 'the perfect angle.' Fans from NCT, Seventeen, IVE, and more celebrate the mix of cute 'kawaii' charm and edgy 'yabai' energy that defines live charisma amid summer tours.

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Harry Styles turned his back at Wembley Stadium on June 17, pink T-shirt and purple trousers glowing under neon lights, and fans couldn't look away.

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