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First time ever Sugar Diamond Official vs Little Rampage ft. glambarbellbombshell as the referee in a Topless 100% real catfight called “Catfight 4” video out and on sale #toplesswrestling #BlackFriday #catfight #toplesscatfight #Fights #slapping #slap #toplessfighting #submissionwrestling

Protein Wrestling

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21,300 görüntüleme • 9 ay önce •via X (Twitter)

NSFW #toplesswrestling #BlackFriday #catfight #toplesscatfight #Fights #slapping #slap #toplessfighting #submissionwrestling

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‼️🚨NEW POST🚨‼️ This is the BIGGEST Titty Tuesday present ever!!! in all the ruckus, I totally forgot that I had filmed a long topless driving session for the day before my expander ruptured…. Noting better than topless sunbathing while the motoring public looks on with shock and awe😏😎. Time to air out my 9000cc dual airbags🫨🏖️!!! (I wish I could’ve captured the reactions of the other drivers😂) So far, everything looks great as following surgery last Friday! If everything continues to go smoothly like this, I should be filled back up to 9000 and no time at all! In the meantime, feast, your eyes, as I drive home, topless, with some of the biggest tits ever in the world! FULL VIDEO HERE👉🏻

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Referee Angelica Suffren’s missed call on Alyssa Thomas vs Caitlin Clark demands accountability — (Video: AI) In the Fever-Mercury matchup, veteran official Angelica Suffren (#7) had a clear view of Alyssa Thomas driving her fist into Caitlin Clark’s neck/throat area during a loose-ball scramble. No whistle. Play continued. Clark later exited with a back injury. The WNBA reviewed it post-game and issued Thomas a Flagrant Foul 2 + suspension — proving the contact warranted a call in real time. Officials at this level must get these plays right. Missing flagrant-level fouls in high-stakes games undermines fairness, fan trust, and player safety. Consistent accountability for the crew (starting with the crew chief) is essential as the league grows. The WNBA needs to address officiating standards — no more excuses. How do you think they should reprimand referee Angelica Suffren?

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Paul A. Szypula 🇺🇸

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Simplifying AI

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Paul A. Szypula 🇺🇸

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He says he makes $6,286 a month copying YouTube Shorts. Pause his video at 0:12. A 22 year old in a red flannel and a backwards cap stands in his kitchen, points at a YouTube Studio dashboard, and tells you the part time job is dead. Just copy links. Easy money. The method: open a football channel called Avary. 48,600 subscribers from 44 videos. Click the most viral Short. Copy the link. Paste it into a tool called Viblo. Add a title in Archivo Black. Slap red numbers "1." and "2." on top of a stranger's goal compilation. Upload. Comment "Vib" for the link. That's the funnel. The link goes to a referral. $30 month subscription. He gets a cut of every kid who signs up. The dashboard he shows isn't his. YouTube demonetizes Reused Content on the first sweep. A channel built on stolen Shorts with cartoon numbers on top never sees a Partner Program approval. The $6,286 is a screenshot. The kitchen is real. The flannel is real. The green AliExpress stylus he pokes the screen with cost him $4. Here's what the whole stack actually is: yt-dlp downloads the Short. Claude reads the transcript and writes the title. FFmpeg crops it, adds the green border, burns in the text. n8n runs the whole thing from a Telegram message. Total cost: a few cents in API calls. He's selling a Python script with a logo for $30 month. The football channel doesn't make him money. The kids in the comments do.

Aeron

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Paul A. Szypula 🇺🇸

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Part Four (4/4): Watch ‘The Switch.’ Watch the first video in real time. Watch the second in slow motion. Notice the men and blur go directly where the Hatch Door is located? Notice guy kneeling in Tan picking up with other men after the blur passes? Two steps wouldn’t have been needed if this was real… They’d rolled around that camera and off to safety. Details matter. The original footage doesn’t blur as Sensitive Content on Social Media and ChatGPT says Artificial Intelligence. You cannot believe one video is and the other isn’t. That’s why it’s better to remain silent and thought a fool than to open one’s mouth and remove all doubt. You all know who you are this past week. Enjoy the movie🍿🎥🎞️ Probably should know the Laws and Orders invoked by the man you claim to support. They outline what’s going on. 🤫♠️🇺🇸

Part Four (4/4): Watch ‘The Switch.’ Watch the first video in real time. Watch the second in slow motion. Notice the men and blur go directly where the Hatch Door is located? Notice guy kneeling in Tan picking up with other men after the blur passes? Two steps wouldn’t have been needed if this was real… They’d rolled around that camera and off to safety. Details matter. The original footage doesn’t blur as Sensitive Content on Social Media and ChatGPT says Artificial Intelligence. You cannot believe one video is and the other isn’t. That’s why it’s better to remain silent and thought a fool than to open one’s mouth and remove all doubt. You all know who you are this past week. Enjoy the movie🍿🎥🎞️ Probably should know the Laws and Orders invoked by the man you claim to support. They outline what’s going on. 🤫♠️🇺🇸

Derek Johnson

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Trump Assassination Attempt - Help Me Out with this one Plz A Review of Shots Fired — How Many were Hit on the First Shot? 🔴 VIDEO #1 • Shows a man in a white shirt appearing to take have taken a shot to the abdominal area and falls down. —— this occurs during the first shot ( 🔴 VIDEO #2 • Shows two people who appears to have been hit near the low and high abdominal area. —— the FIRST shot appears to have grazed or come extremely close to the man in the dark shirt as he immediately looks down and falls. Not 100% sure he was hit, but other videos confirm the bleacher next to him was hit. —— the SECOND shot definitely hits the man in the American flag shirt as he grabs his abdomen and falls. ( 🔴 VIDEO #3 • This is a wide-angled video showing their locations. Along with Competatore’s location. —— Comperatore is said to be hit in the second volley of shots, after the first three. —— for the sake of clarity, here is the full unedited wide-angled video. ( 🔴 VIDEO #4 • Video of Comperatore reportedly on the ground with what appears to be his family going hysterical. People point to their head, confirming shot. Reportedly hit in the volley of shots after the first 3. 🔴 VIDEO #5 • This model shows an accurate depiction of the line of sight between the shooter, Trump, and stands. ( The only thing that doesn’t make sense to me is the first shot… —— This model does not include the man in the white shirt from Video #1 and appears misaligned between the shooter, Trump, and video #2 victim. Talk about a magic bullet… Am I missing something?

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A college student just killed the biggest advantage politicians have ever had. The gap between the lie and the fact-check. He built a Chrome extension called InTruth. It listens to any live speech, debate, or interview. Transcribes every word. And checks every claim against real sources in real time. Before the speaker even finishes the sentence. It works on debates. Press conferences. Town halls. Interviews. Anything with someone talking on video. The fact-check shows up on your screen while they're still talking. Until now, fact-checking happened hours or days later. By then the clip has been shared, the headline has been written, and the damage is done. Nobody reads the correction. InTruth closes that gap to seconds. The claim and the fact-check exist in the same moment. A college student, a Chrome extension, and an AI model just did what entire newsrooms couldn't figure out for decades.

A college student just killed the biggest advantage politicians have ever had. The gap between the lie and the fact-check. He built a Chrome extension called InTruth. It listens to any live speech, debate, or interview. Transcribes every word. And checks every claim against real sources in real time. Before the speaker even finishes the sentence. It works on debates. Press conferences. Town halls. Interviews. Anything with someone talking on video. The fact-check shows up on your screen while they're still talking. Until now, fact-checking happened hours or days later. By then the clip has been shared, the headline has been written, and the damage is done. Nobody reads the correction. InTruth closes that gap to seconds. The claim and the fact-check exist in the same moment. A college student, a Chrome extension, and an AI model just did what entire newsrooms couldn't figure out for decades.

Vaibhav Sisinty

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🚨 THIS IS EXACTLY WHAT I WARNED YOU ABOUT SPACEX If you own $SPCX or you're thinking about buying the dip, read this before you do anything! Three weeks ago, I said SpaceX buyers were about to get wiped out. The float was 4%. The unlock wave was coming on August 6. Look at what's happened since: SpaceX hit an all-time high of $225 in June. Today it's trading below its IPO price for the first time - $133! That's a 41% drop in three weeks! Six months of gains, gone, before the real unlock wave even started. And August 6 hasn't happened yet. That's when Q2 earnings drop and 20% of insider shares unlock instantly. Most people bought the top thinking they'd caught the next Tesla. They're now underwater on their entry, before the actual supply flood begins. I called how the lockup structure would hit this stock before the float ever changed - before the price ever cracked. My target: $80-90 remains on the table once the real unlock wave hits in August. Follow now - you don't want to miss what's coming next.

🚨 THIS IS EXACTLY WHAT I WARNED YOU ABOUT SPACEX If you own $SPCX or you're thinking about buying the dip, read this before you do anything! Three weeks ago, I said SpaceX buyers were about to get wiped out. The float was 4%. The unlock wave was coming on August 6. Look at what's happened since: SpaceX hit an all-time high of $225 in June. Today it's trading below its IPO price for the first time - $133! That's a 41% drop in three weeks! Six months of gains, gone, before the real unlock wave even started. And August 6 hasn't happened yet. That's when Q2 earnings drop and 20% of insider shares unlock instantly. Most people bought the top thinking they'd caught the next Tesla. They're now underwater on their entry, before the actual supply flood begins. I called how the lockup structure would hit this stock before the float ever changed - before the price ever cracked. My target: $80-90 remains on the table once the real unlock wave hits in August. Follow now - you don't want to miss what's coming next.

Qmo

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Real Club Valderrama hosted its first event on the LIV Golf League in 2023 and has been a staple on the schedule since. The GM, Javier Reviriego, says they are very happy with their partnership and they will be looking to renew their contract when it’s up next season. Speaking to Flushing It Golf, Javier said: “We're very happy. I mean, for us, the event has been great, giving us a lot of visibility. “The best thing is to have these great players here. I mean, these players, we would have never dreamed of having them here in a DP World Tour event. That's a fact. “And we couldn't dream of bringing a PGA Tour event to Spain because I don't think that was ever going to happen either. So, we wanted this quality of players, and there was no choice, really.” LIV Golf Andalucía is just 5 weeks away and the build out is currently going up all over the course, with a huge hospitality area on the bank behind the 17th green striking an imposing presence. Advertising boards promoting the event greet arrivals at Gibraltar Airport and they are in the process of thickening the rough to make the course as challenging as ever. Javier says he has spoken to league executives who assure him it’s business as usual and Valderrama are even considering some renovations to the golf course to help improve the venue for future years. Their contract with LIV Golf ends after the 2027 season, and Javier says they are looking to renew and would be “happy to continue the relationship.” The LIV Golf League returns to Valderrama on June 4th as Talor Gooch aims to defend and win the title for the 3rd time in 4 seasons. Jon Rahm’s Legion XIII will defend the team title. Real Club Valderrama Javier Reviriego LIV Golf

Real Club Valderrama hosted its first event on the LIV Golf League in 2023 and has been a staple on the schedule since. The GM, Javier Reviriego, says they are very happy with their partnership and they will be looking to renew their contract when it’s up next season. Speaking to Flushing It Golf, Javier said: “We're very happy. I mean, for us, the event has been great, giving us a lot of visibility. “The best thing is to have these great players here. I mean, these players, we would have never dreamed of having them here in a DP World Tour event. That's a fact. “And we couldn't dream of bringing a PGA Tour event to Spain because I don't think that was ever going to happen either. So, we wanted this quality of players, and there was no choice, really.” LIV Golf Andalucía is just 5 weeks away and the build out is currently going up all over the course, with a huge hospitality area on the bank behind the 17th green striking an imposing presence. Advertising boards promoting the event greet arrivals at Gibraltar Airport and they are in the process of thickening the rough to make the course as challenging as ever. Javier says he has spoken to league executives who assure him it’s business as usual and Valderrama are even considering some renovations to the golf course to help improve the venue for future years. Their contract with LIV Golf ends after the 2027 season, and Javier says they are looking to renew and would be “happy to continue the relationship.” The LIV Golf League returns to Valderrama on June 4th as Talor Gooch aims to defend and win the title for the 3rd time in 4 seasons. Jon Rahm’s Legion XIII will defend the team title. Real Club Valderrama Javier Reviriego LIV Golf

Flushing It

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Made with Seedance 2.0 on Pollo AI Live-Action + 2D Anime Sticker Composite, First-Person Cooking POV, Realistic Kitchen Texture vs Flat Cartoon Style, HD, Static Camera, 【Duration】 15 seconds 【Scene】 Real Home Kitchen First-Person View: Black skillet on a gas stove cooking sliced mushrooms and butter. Background features white subway tiles, hanging copper pans, ceramic jars, a wooden cutting board, and bright natural light from a window. 【Character】 Q-Version Anime Sticker Character: Flat 2D sticker style, thick outlines. Small girl with light blue hair, a green leaf hat, brown cape, and white apron. Simple dot eyes and rosy cheeks. Pure 2D flat quality, unaffected by real lighting, portraying a cheerful but accident-prone helper. Shot 1: Cooperative Stirring. First-person POV: Real hands use a wooden spoon to stir mushrooms in the pan. The 2D girl stands on the stove, cheerfully holding the spoon handle to help stir. Sound Effects: Sizzling butter. Shot 2: Pepper Seasoning. Real Real hands bring in a tall wooden pepper grinder. The girl hugs the grinder to assist as pepper dust falls over the food. The real hands then exit the frame, leaving her on the stovetop. Sound Effects: Grinding clicks, sizzling. Shot 3: Pepper Sneeze Launch. Floating pepper dust surrounds the girl. She inhales it, her face scrunches up, and she unleashes a massive cartoon sneeze. The sheer force, accompanied by flying cartoon leaves, launches her backward through the air. Sound Effects: Large "Ah-choo," wind whoosh. Shot 4: Dizzy Bowl Landing. The girl flies off-screen and lands in a beige ceramic mixing bowl on the counter. Her leaf hat flies off. She pops her head up with swirling spiral eyes, her tongue hanging out, and cartoon dizzy rings circling her head. Sound Effects: Clatter, cartoon dizzy twinkling.

Iris

46,703 görüntüleme • 29 gün önce

2/4 The drive from Ungma to Jorhat itself felt different. The roads were smooth. The journey was comfortable. We left home in the morning, and by evening, we were sitting together in my home in Delhi. There was a time when such a thing would have sounded impossible. Then came the IndiGo UDAN flight. As the aircraft took off, I kept looking at my parents instead of looking outside the window. Their eyes said everything-wonder, curiosity, disbelief, and gratitude. The tunnels we crossed, the highways we travelled, the infrastructure they had only ever seen on television-for the first time, they were living those moments themselves. When we reached Delhi, another adventure began: the Airport Metro. Watching my parents experience what is said to be India’s fastest metro was a moment I will treasure forever. Every station, every announcement, every escalator, every passing train-everything fascinated them. And then there was my mother. She became a little girl again....contd/-

2/4 The drive from Ungma to Jorhat itself felt different. The roads were smooth. The journey was comfortable. We left home in the morning, and by evening, we were sitting together in my home in Delhi. There was a time when such a thing would have sounded impossible. Then came the IndiGo UDAN flight. As the aircraft took off, I kept looking at my parents instead of looking outside the window. Their eyes said everything-wonder, curiosity, disbelief, and gratitude. The tunnels we crossed, the highways we travelled, the infrastructure they had only ever seen on television-for the first time, they were living those moments themselves. When we reached Delhi, another adventure began: the Airport Metro. Watching my parents experience what is said to be India’s fastest metro was a moment I will treasure forever. Every station, every announcement, every escalator, every passing train-everything fascinated them. And then there was my mother. She became a little girl again....contd/-

Temsutula Imsong #SwachhagrahiSammanDiwas #08th

14,365 görüntüleme • 1 ay önce

🚨 $SPCX DID EXACTLY WHAT I WARNED ABOUT. $125 REJECTED. Musk announcements could not hold it. Nothing could. Now comes the part I have been telling you about for two weeks. Tomorrow 911M shares unlock. At $115 that is $105 billion of supply. The entire Nasdaq-100 inclusion brought a $4.3 billion bid. That is 4% of what is coming. My plan has not changed: - Bounce $105 to $120 and retest of $120-$125 resistance → DONE - August 6 unlock dump → LOADING - Break below $100 - Bottom test at $75 to $85 This $110 area is not support. It is a lower high built to absorb late buyers before the avalanche. Every person buying this level is providing the exit. I am still flat. I start building at $85. I called the early $SPCX pump. I called this drop step by step, in public, before it happened. Bookmark this and check it Friday. The moment I place my first buy, I post it here in real time. Follow and turn notifications on. You will see it first.

🚨 $SPCX DID EXACTLY WHAT I WARNED ABOUT. $125 REJECTED. Musk announcements could not hold it. Nothing could. Now comes the part I have been telling you about for two weeks. Tomorrow 911M shares unlock. At $115 that is $105 billion of supply. The entire Nasdaq-100 inclusion brought a $4.3 billion bid. That is 4% of what is coming. My plan has not changed: - Bounce $105 to $120 and retest of $120-$125 resistance → DONE - August 6 unlock dump → LOADING - Break below $100 - Bottom test at $75 to $85 This $110 area is not support. It is a lower high built to absorb late buyers before the avalanche. Every person buying this level is providing the exit. I am still flat. I start building at $85. I called the early $SPCX pump. I called this drop step by step, in public, before it happened. Bookmark this and check it Friday. The moment I place my first buy, I post it here in real time. Follow and turn notifications on. You will see it first.

Nonzee

46,070 görüntüleme • 19 gün önce

49ers just wrapped up Block 2 of camp with a reminder of how good Brock Purdy is — even without his top 3 WR (Evans/Stribling injuries are NOT serious), Purdy's offense managed some crisp success: 🏈Demarcus Robinson was Purdy's favorite WR, reminiscent of when 49ers beat Philly with a skeleton crew. The deep out was the duo's bread and better 🏈Best play: Excellent one-handed catch from TE Brayden Willis on a corner route from Mac Jones. 🏈Deommodore Lenoir had two more PBUs — including one on a Purdy-Robinson deep out. CB1 been very active this camp and said this morning on KNBR that he's as locked in as ever 🏈6-3 rookie CB Ephesians Prysock notched a nice reaching PBU vs 5-9 Junior Bergen. 🏈Speaking of Bergen, he's making quite a few plays on offense and I wouldn't be quick to discount him in the punt return battle. FWIW, Bergen has made more offensive plays than Jacob Cowing, with whom he may be in a battle for a 53-man spot 🏈49ers did some red-zone work today where safety Ji'Ayir Brown had a nice, athletic PBU in the corner against TE Jake Tonges. Jordan Watkins later caught a TD from Jones in the corner 🏈New RB Khalil Herbert is wearing No. 40. He dished out some real contact on his first run — at 212 but just 5-9, Herbert is not a player defenders enjoy running in to. He'll be in the KR mix alongside Deebo Samuel — "hell yeah, let's go!" was Boyer's reaction to the Deebo signing 🏈LB Nick Martin dropped what should've been an easy INT from Kurtis Rourke, but he was in correct position. Later he made a nice stop on a Kyle Juszczyk catch 🏈Team drills started with a nice CMC run (he's had a handful already). And yes, as I've stated already and will discuss more, rookie Jaden Dugger worked with the thinned-out DE group for the first time. He did notch a would-be sack. A lot to unpack when it comes to his talent and that move as the 49ers navigate the dog days. More soon...

49ers just wrapped up Block 2 of camp with a reminder of how good Brock Purdy is — even without his top 3 WR (Evans/Stribling injuries are NOT serious), Purdy's offense managed some crisp success: 🏈Demarcus Robinson was Purdy's favorite WR, reminiscent of when 49ers beat Philly with a skeleton crew. The deep out was the duo's bread and better 🏈Best play: Excellent one-handed catch from TE Brayden Willis on a corner route from Mac Jones. 🏈Deommodore Lenoir had two more PBUs — including one on a Purdy-Robinson deep out. CB1 been very active this camp and said this morning on KNBR that he's as locked in as ever 🏈6-3 rookie CB Ephesians Prysock notched a nice reaching PBU vs 5-9 Junior Bergen. 🏈Speaking of Bergen, he's making quite a few plays on offense and I wouldn't be quick to discount him in the punt return battle. FWIW, Bergen has made more offensive plays than Jacob Cowing, with whom he may be in a battle for a 53-man spot 🏈49ers did some red-zone work today where safety Ji'Ayir Brown had a nice, athletic PBU in the corner against TE Jake Tonges. Jordan Watkins later caught a TD from Jones in the corner 🏈New RB Khalil Herbert is wearing No. 40. He dished out some real contact on his first run — at 212 but just 5-9, Herbert is not a player defenders enjoy running in to. He'll be in the KR mix alongside Deebo Samuel — "hell yeah, let's go!" was Boyer's reaction to the Deebo signing 🏈LB Nick Martin dropped what should've been an easy INT from Kurtis Rourke, but he was in correct position. Later he made a nice stop on a Kyle Juszczyk catch 🏈Team drills started with a nice CMC run (he's had a handful already). And yes, as I've stated already and will discuss more, rookie Jaden Dugger worked with the thinned-out DE group for the first time. He did notch a would-be sack. A lot to unpack when it comes to his talent and that move as the 49ers navigate the dog days. More soon...

David Lombardi

46,415 görüntüleme • 22 gün önce

Hero Civilian Stops In-N-Out Shooter After Years of Training Jordan Salinas, a 35-year-old healthcare worker and full-time caregiver to his wheelchair-bound brother, was horseback riding with his girlfriend when they pulled into the Twin Falls, Idaho In-N-Out for lunch on Saturday, August 1. A crowd was pouring out the doors. Then came the unmistakable sound of gunfire. Operating on pure instinct, Salinas sprinted toward the threat. He later described the response as “automatic” and “mechanical.” Drawing his FN Five-Seven, he moved with deliberate cover, spotted the gunman raising a rifle toward vehicles, and engaged. “OK, this is the guy,” he thought. It was the first time he had ever aimed at a living target. “He did not like it when bullets started firing both ways,” Salinas said. The gunman, identified as Chad Williams, retreated after return fire from Salinas and an off-duty officer. Williams killed three people and wounded seven others before dying of a self-inflicted gunshot wound. Police confirmed the death toll would have been higher without their actions. Twin Falls County Sheriff Jack Johnson called them “true heroes in our community” who “diverted the shooter and without a doubt saved many lives.” Salinas had prepared for exactly this moment. After witnessing the 2021 Boise Towne Square mall shooting, he realized gunmen go after soft targets—and that he and his brother would be among them. So he trained. When police arrived, he stood down. “My part is done.” (Video: AI) Pray for the victims and their families.

Hero Civilian Stops In-N-Out Shooter After Years of Training Jordan Salinas, a 35-year-old healthcare worker and full-time caregiver to his wheelchair-bound brother, was horseback riding with his girlfriend when they pulled into the Twin Falls, Idaho In-N-Out for lunch on Saturday, August 1. A crowd was pouring out the doors. Then came the unmistakable sound of gunfire. Operating on pure instinct, Salinas sprinted toward the threat. He later described the response as “automatic” and “mechanical.” Drawing his FN Five-Seven, he moved with deliberate cover, spotted the gunman raising a rifle toward vehicles, and engaged. “OK, this is the guy,” he thought. It was the first time he had ever aimed at a living target. “He did not like it when bullets started firing both ways,” Salinas said. The gunman, identified as Chad Williams, retreated after return fire from Salinas and an off-duty officer. Williams killed three people and wounded seven others before dying of a self-inflicted gunshot wound. Police confirmed the death toll would have been higher without their actions. Twin Falls County Sheriff Jack Johnson called them “true heroes in our community” who “diverted the shooter and without a doubt saved many lives.” Salinas had prepared for exactly this moment. After witnessing the 2021 Boise Towne Square mall shooting, he realized gunmen go after soft targets—and that he and his brother would be among them. So he trained. When police arrived, he stood down. “My part is done.” (Video: AI) Pray for the victims and their families.

Paul A. Szypula 🇺🇸

237,777 görüntüleme • 22 gün önce

I just ran Gemma 4 31B on @CerebrasSystems at 1,800+ tokens/sec and it's multimodal. For context: that's 35x faster than a typical GPU endpoint, and the first token (reasoning included) lands in 1.5 seconds. This isn't a benchmark slide, I recorded the inference live. Prompt I used: "Create a simulation of an iPhone. Include at least one working dummy note taking app, a functional notification pulldown, high quality graphics, single HTML file, any libs via CDN." - Generation time: 3 seconds. - Notes app worked. - Notification panel worked. - Rendered first try. This is what wafer-scale inference unlocks, not just "faster," but a different category of product. When generation is this fast, you stop waiting and start iterating in real time. Why this matters: Gemma 4 31B is Google DeepMind's flagship open weight model, Apache 2.0 licensed, dense (not MoE), and built for efficiency over raw parameter count. It scores close to Claude Haiku 4.5 on the Artificial Analysis Intelligence Index (30 vs 29) but runs ~18x faster on Cerebras. It's also the first multimodal model on Cerebras's platform, meaning you can now feed it screenshots, documents, charts, and UI states at wafer scale speed. # Applications I'm most excited about: - Screenshot → Insight: Drop in a dashboard or document screenshot, get structured findings back instantly. no waiting, no batching. - Live UI generation: Full interactive interfaces (like my iPhone sim) generated and rendered in under 2 seconds. - Screenshot -> Patch: Feed it a broken UI + console error, get a minimal code fix and verification steps back. - Computer use & agentic loops: See -> reason -> act - verify, fast enough to keep a human in the loop instead of waiting on the model. - Long context summarization: Full research reports condensed into decision ready summaries you can read and requery in one sitting. The bigger unlock isn't the speed number itself, it's that agentic and multimodal loops (see -> reason -> output -> tool call -> verify -> retry) finally run in real time instead of feeling sluggish. As Logan Kilpatrick (Logan Kilpatrick) put it: "If every model was doing 2,000 tokens per second, you wouldn't build the same product and just have it be faster, you'd build different products." Gemma 4 31B is live now on Cerebras Inference Cloud in public preview. If you're building multimodal, agentic, or real time apps, this is worth testing today. What would you build with such insane inference throughput?

I just ran Gemma 4 31B on @CerebrasSystems at 1,800+ tokens/sec and it's multimodal. For context: that's 35x faster than a typical GPU endpoint, and the first token (reasoning included) lands in 1.5 seconds. This isn't a benchmark slide, I recorded the inference live. Prompt I used: "Create a simulation of an iPhone. Include at least one working dummy note taking app, a functional notification pulldown, high quality graphics, single HTML file, any libs via CDN." - Generation time: 3 seconds. - Notes app worked. - Notification panel worked. - Rendered first try. This is what wafer-scale inference unlocks, not just "faster," but a different category of product. When generation is this fast, you stop waiting and start iterating in real time. Why this matters: Gemma 4 31B is Google DeepMind's flagship open weight model, Apache 2.0 licensed, dense (not MoE), and built for efficiency over raw parameter count. It scores close to Claude Haiku 4.5 on the Artificial Analysis Intelligence Index (30 vs 29) but runs ~18x faster on Cerebras. It's also the first multimodal model on Cerebras's platform, meaning you can now feed it screenshots, documents, charts, and UI states at wafer scale speed. # Applications I'm most excited about: - Screenshot → Insight: Drop in a dashboard or document screenshot, get structured findings back instantly. no waiting, no batching. - Live UI generation: Full interactive interfaces (like my iPhone sim) generated and rendered in under 2 seconds. - Screenshot -> Patch: Feed it a broken UI + console error, get a minimal code fix and verification steps back. - Computer use & agentic loops: See -> reason -> act - verify, fast enough to keep a human in the loop instead of waiting on the model. - Long context summarization: Full research reports condensed into decision ready summaries you can read and requery in one sitting. The bigger unlock isn't the speed number itself, it's that agentic and multimodal loops (see -> reason -> output -> tool call -> verify -> retry) finally run in real time instead of feeling sluggish. As Logan Kilpatrick (Logan Kilpatrick) put it: "If every model was doing 2,000 tokens per second, you wouldn't build the same product and just have it be faster, you'd build different products." Gemma 4 31B is live now on Cerebras Inference Cloud in public preview. If you're building multimodal, agentic, or real time apps, this is worth testing today. What would you build with such insane inference throughput?

Alok

12,962 görüntüleme • 1 ay önce