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Destroyed Heaven

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🚨 OnlyFans model Courtney Clenney has been sentenced to ONLY 6 years for killing her boyfriend. She pleaded guilty to manslaughter after stabbing Christian Obumseli to death in their Miami apartment. With time already served, she could be out in about two years. A woman stabs her boyfriend to death and walks away with a sentence that could see her free again in two years. Is that justice?

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DRUGGED. STRIPPED and she says RAPED in a police cell. By the very officers meant to protect her. The doctors found her symptoms matched a date-rape drug. She was locked in that cell. So who gave it to her. The CCTV that could prove it? Four and a half hours, VANISHED. In the hands of the force she's accusing. Three and a half years on. Not one officer charged. No justice and it all happened in Andy Burnham's Manchester. His police. His watch. The man who says he should be your next PRIME MINISTER. Can't fix one cell in his own city. Wants to run the whole country. This is Zayna Iman and this is hard to watch. First, what she took, and what she didn't, because someone always tries that first. That evening she'd taken cocaine. A friend rang 999, worried. The police came to her home. That's all she did. At the door she knocked the glasses off a female officer's face, was arrested for it, and taken to a cell. Here's what matters. Cocaine doesn't do what happened to her next. The doctors were clear. Her symptoms matched a date-rape drug. GHB, or something like it. A completely different substance. She didn't walk in with that in her. She was behind a locked cell door. She couldn't have taken it herself. Someone inside that station gave it to her. Then the police said she'd had a psychotic episode. Except her medical records show no history of mental illness. The doctors said her belief she'd been drugged and raped was NOT delusional. It fit exactly what she described. A former Greater Manchester Police chief superintendent has said, out loud, that he believes her. She isn't the only one. Since she spoke, more than a dozen other women have come forward about this same force. Then there's the footage. On camera, you see her carried in and strip-searched. Then, for the hours that matter most, the screen goes black. The story kept changing. It existed. It was corrupted. It can't be recovered. She says four and a half hours are gone. They admit two. Either way, the proof vanished in the hands of the accused. And Burnham? She contacted him in 2021, two months after she got out. Silence, she says, until 2023, when she waived her anonymity and public outcry forced his hand. Only then did he move. An inquiry into how police treat women in custody. Except the woman at the centre of it says nobody from that inquiry properly spoke to her. Stonewalled. Gaslit. Her words. Nobody's been charged. The investigation still crawls on. Say that plainly. But strip it back. A woman took cocaine and needed help. She ended up drugged with something else entirely, in a cell, in the care of the state and the cameras went dark exactly when it mattered. If it can happen to her, and the proof can just disappear, it can happen to anyone the police put in a cell. Your daughter. Your sister. You. Three and a half years. Still no answers. And the man who moved only when the country was watching wants the keys to the whole country. Ask yourself what he does when nobody's filming.

DRUGGED. STRIPPED and she says RAPED in a police cell. By the very officers meant to protect her. The doctors found her symptoms matched a date-rape drug. She was locked in that cell. So who gave it to her. The CCTV that could prove it? Four and a half hours, VANISHED. In the hands of the force she's accusing. Three and a half years on. Not one officer charged. No justice and it all happened in Andy Burnham's Manchester. His police. His watch. The man who says he should be your next PRIME MINISTER. Can't fix one cell in his own city. Wants to run the whole country. This is Zayna Iman and this is hard to watch. First, what she took, and what she didn't, because someone always tries that first. That evening she'd taken cocaine. A friend rang 999, worried. The police came to her home. That's all she did. At the door she knocked the glasses off a female officer's face, was arrested for it, and taken to a cell. Here's what matters. Cocaine doesn't do what happened to her next. The doctors were clear. Her symptoms matched a date-rape drug. GHB, or something like it. A completely different substance. She didn't walk in with that in her. She was behind a locked cell door. She couldn't have taken it herself. Someone inside that station gave it to her. Then the police said she'd had a psychotic episode. Except her medical records show no history of mental illness. The doctors said her belief she'd been drugged and raped was NOT delusional. It fit exactly what she described. A former Greater Manchester Police chief superintendent has said, out loud, that he believes her. She isn't the only one. Since she spoke, more than a dozen other women have come forward about this same force. Then there's the footage. On camera, you see her carried in and strip-searched. Then, for the hours that matter most, the screen goes black. The story kept changing. It existed. It was corrupted. It can't be recovered. She says four and a half hours are gone. They admit two. Either way, the proof vanished in the hands of the accused. And Burnham? She contacted him in 2021, two months after she got out. Silence, she says, until 2023, when she waived her anonymity and public outcry forced his hand. Only then did he move. An inquiry into how police treat women in custody. Except the woman at the centre of it says nobody from that inquiry properly spoke to her. Stonewalled. Gaslit. Her words. Nobody's been charged. The investigation still crawls on. Say that plainly. But strip it back. A woman took cocaine and needed help. She ended up drugged with something else entirely, in a cell, in the care of the state and the cameras went dark exactly when it mattered. If it can happen to her, and the proof can just disappear, it can happen to anyone the police put in a cell. Your daughter. Your sister. You. Three and a half years. Still no answers. And the man who moved only when the country was watching wants the keys to the whole country. Ask yourself what he does when nobody's filming.

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Only if education could be this interactive ❤️‍🔥 I've had a looong wish to build something genuinely useful through vibe coding, and I finally did it. A 3D human anatomy application built with Three.js using GPT 5.6 Sol. It all started with a single design image that I created using GPT Image 2.0. I then used it to generate every 3D organ image, one by one. Next, I converted each of those images into 3D models using Tripo (and no, they didn't sponsor this 😄). After that, I opened Codex, wrote a master prompt based on the design, and gave it the prompt, the design image, and all the 3D models. Codex built the first version beautifully, but there was one big problem. Every single 3D model was nearly 120-150 MB. That obviously wasn't practical for the web and was giving a performance of 16fps. After a few iterations, Codex optimized each model down to roughly 2–5.5 MB while preserving the visual quality, reducing the total asset size from ~900 MB to just 28.6 MB. And each model loads on demand. Along the way, Codex also generated those anatomical illustrations showing where each organ sits in the human body, and even created the interactive hotspot markers that explain different parts of every organ. It handled all of that. The process wasn't exactly one shot, but it also wasn't difficult. You just have to do it step by step. It genuinely felt like building something that could make learning anatomy much more engaging. The inspiration came from Dilum Sanjaya's 3D animal plant cell project. I remember seeing it and thinking, "I want to build something like this one day." And I did it :D Live: Code:

Only if education could be this interactive ❤️‍🔥 I've had a looong wish to build something genuinely useful through vibe coding, and I finally did it. A 3D human anatomy application built with Three.js using GPT 5.6 Sol. It all started with a single design image that I created using GPT Image 2.0. I then used it to generate every 3D organ image, one by one. Next, I converted each of those images into 3D models using Tripo (and no, they didn't sponsor this 😄). After that, I opened Codex, wrote a master prompt based on the design, and gave it the prompt, the design image, and all the 3D models. Codex built the first version beautifully, but there was one big problem. Every single 3D model was nearly 120-150 MB. That obviously wasn't practical for the web and was giving a performance of 16fps. After a few iterations, Codex optimized each model down to roughly 2–5.5 MB while preserving the visual quality, reducing the total asset size from ~900 MB to just 28.6 MB. And each model loads on demand. Along the way, Codex also generated those anatomical illustrations showing where each organ sits in the human body, and even created the interactive hotspot markers that explain different parts of every organ. It handled all of that. The process wasn't exactly one shot, but it also wasn't difficult. You just have to do it step by step. It genuinely felt like building something that could make learning anatomy much more engaging. The inspiration came from Dilum Sanjaya's 3D animal plant cell project. I remember seeing it and thinking, "I want to build something like this one day." And I did it :D Live: Code:

The Bugged Dev

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#ZhaoLusi has filmed 《不好笑就露宿街头》 (literal english translation of the title is 'If It's Not Funny, You Sleep on the Street') as a special guest 不好笑就露宿街头 is a comedy reality variety show produced by the same Production Team for Youku's Mars Intelligence Agency (variety show that zhao lusi debuted in 2016) The programme has invited the "joke-making machine" 𝗗𝗮 𝗭𝗵𝗮𝗻𝗴𝘄𝗲𝗶 to team up with three top stand-up comedians to establish China's first city-inn–style comedy theater, aimed at supporting rising (yet-to-be-discovered) talents in the industry. They welcome celebrity friends, popular actors, and promising newcomers who must use every possible means to make the audience laugh. REPO of Zhao Lusi's Appearance by a Ckeluli The theme for that day is Childhood. Lusi's outfit today was way too adorable. She even recreated her 3-year-old’s outfit and pose too. It's really so sweet and cute (She puffed up her cheeks and said jokingly that she was the only one who dressed like this, because all the other guests were dressed very “properly” and mature haha) Lusi opened the show with Da Zhangwei, singing dancing to his song, 万物盛开法则 The “naughty PD” asked them to re-record it again, and Lusi had a look on her face that shows, “Hmph, I knew it.” When she heard Da Laoshi say she had to jump into the water, she hid behind the wall, puffed up her cheeks, pouted, and made a fierce little villain face 😈 With this makeup and styling, it was just too cute. After watching the contestants' performances, she already knows how to give “harsh comments.” She joked that she can’t come to this show anymore because she's becoming even more "sharp-tongued" hahaha (She's no longer the “everything is especially good and amazing” fairness queen from yesterday) She’s only been here two days but her reactions are getting quicker and quicker. She knows when to laugh at the right moments hahaha They even brought up what she said yesterday, and she was still laughing about yesterday’s contestants’ jokes in the morning. The Youku SVIP section is only about one meter away from Lusi. She even shook hands with them, chatted with them, and kept interacting the whole time! Lusi performed her song English 《Don't Wanna Know》 two times This show is rumoured to broadcast in Early March！The overall sponsor for this programme is Xianyu- largest consumer to consumer community by Alibaba

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jov

30,779 Aufrufe • vor 6 Monaten

Do you really know who Candace Amber Owens is? Or do you only know the version the media and limelight present? Candace has risen to her current position through a mix of luck, grit, and what many see as outright shadiness. She's climbed by biting every hand that feeds her, constantly playing the victim from her soapbox while monetizing the drama along the way. It started back in high school. As a teenager, she received a $37,500 settlement from the Stamford Board of Education after suing over alleged racial bullying and threats from classmates (including voicemails with racist slurs). No emails or further evidence ever fully surfaced publicly, but the case settled anyway. Before that, by her own accounts, she grew up in tough circumstances. Living in the projects, with her mother working long hours as an internet-of-things specialist (or similar), and being raised largely by her grandmother after her parents' divorce. This pattern repeats throughout her career. After high school, she tried to sue her apartment complex in Stamford for $15,000+, claiming dangerous mold and health issues. She stopped paying rent (around $3,550/month) for months, continued living there, lost the case, and ended up owing the landlord over $20,000 in damages and fees. She moved to New York City, dabbling in acting and modeling. There are persistent reports (though I've yet to verify photos) of her appearing on an Israeli-owned talent agency's site tied to adult or exploitative content—something that's circulated in conservative circles. Then came her conservative pivot: first with Blexit where financial records show massive shortfalls. Her budget was constantly in the red, especially on social media and events, while she reportedly overpaid herself by hundreds of thousands annually, jet-setting on the organization's dime and leaving it in debt. Whistleblowers from Blexit have confirmed these issues. Charlie Kirk has been linked closely—some claim he effectively started or backed Blexit behind the scenes, using Candace as the face since a white man couldn't launch it credibly. Blexit later merged with TPUSA. From there, she burned bridges everywhere: fact-checkers and Facebook labeled her content misleading, and a judge reportedly told her the problem was her material itself. At The Daily Wire, she got her own show, a big audience, and a team treating her like Oprah—yet she still wasn't satisfied. She's done the same at PragerU, Alex Jones circles, and beyond: blowing up every platform that gave her a graceful opportunity. In my video, I break this down in detail & why Candace is the way she is, and who she truly seems to be at her core. We need to spread the truth about this woman. I have nothing personal against her, except that she can't win this fight. As conservative Christians in America, we won't let her attack Charlie Kirk's legacy, his family, his work with orphans and widows. I'm The Coldblooded Christian, and I hope you'll watch the video. Drop comments, likes, dislikes, dunks, curses—bring it all. Want to debate? Let's hop on X Spaces. I'm ready. Outta here. ✝️

Do you really know who Candace Amber Owens is? Or do you only know the version the media and limelight present? Candace has risen to her current position through a mix of luck, grit, and what many see as outright shadiness. She's climbed by biting every hand that feeds her, constantly playing the victim from her soapbox while monetizing the drama along the way. It started back in high school. As a teenager, she received a $37,500 settlement from the Stamford Board of Education after suing over alleged racial bullying and threats from classmates (including voicemails with racist slurs). No emails or further evidence ever fully surfaced publicly, but the case settled anyway. Before that, by her own accounts, she grew up in tough circumstances. Living in the projects, with her mother working long hours as an internet-of-things specialist (or similar), and being raised largely by her grandmother after her parents' divorce. This pattern repeats throughout her career. After high school, she tried to sue her apartment complex in Stamford for $15,000+, claiming dangerous mold and health issues. She stopped paying rent (around $3,550/month) for months, continued living there, lost the case, and ended up owing the landlord over $20,000 in damages and fees. She moved to New York City, dabbling in acting and modeling. There are persistent reports (though I've yet to verify photos) of her appearing on an Israeli-owned talent agency's site tied to adult or exploitative content—something that's circulated in conservative circles. Then came her conservative pivot: first with Blexit where financial records show massive shortfalls. Her budget was constantly in the red, especially on social media and events, while she reportedly overpaid herself by hundreds of thousands annually, jet-setting on the organization's dime and leaving it in debt. Whistleblowers from Blexit have confirmed these issues. Charlie Kirk has been linked closely—some claim he effectively started or backed Blexit behind the scenes, using Candace as the face since a white man couldn't launch it credibly. Blexit later merged with TPUSA. From there, she burned bridges everywhere: fact-checkers and Facebook labeled her content misleading, and a judge reportedly told her the problem was her material itself. At The Daily Wire, she got her own show, a big audience, and a team treating her like Oprah—yet she still wasn't satisfied. She's done the same at PragerU, Alex Jones circles, and beyond: blowing up every platform that gave her a graceful opportunity. In my video, I break this down in detail & why Candace is the way she is, and who she truly seems to be at her core. We need to spread the truth about this woman. I have nothing personal against her, except that she can't win this fight. As conservative Christians in America, we won't let her attack Charlie Kirk's legacy, his family, his work with orphans and widows. I'm The Coldblooded Christian, and I hope you'll watch the video. Drop comments, likes, dislikes, dunks, curses—bring it all. Want to debate? Let's hop on X Spaces. I'm ready. Outta here. ✝️

The Coldblooded Christian

25,350 Aufrufe • vor 5 Monaten

An interesting Article by Hannah Furness for the Telegraph giving a bit of background story about today’s last day of events. During his last day in Saudi Arabia , Prince William toured the Sharaan Nature Reserve in the east of the country and was asked to perform the classic royal duty of planting a tree. When offered Gardening gloves to plant the acacia tree, Prince William politely declined saying: “I like to get my hands dirty.”👌🏽☺️ Something that he indeed shares with his wife Catherine who, last July 2025, took part in planting the first of the "Catherine’s Rose" plants, the rose dedicated to her, during a visit to the RHS Wellbeing Garden at Colchester Hospital. When offered golves, she declined as well and happily got her bare hands in the sand to plant the rose❤️ Hannah further reported that “After three stops in different parts of the nature reserve, Prince William had lunch with Prince Badr bin Abdullah bin Farhan Al Saud, the minister for culture, one of Crown Prince Mohammed bin Salman’s inner circle, and described as one of the most powerful men in the Kingdom. Apparently, Prince Badr enjoyed his lunch with the Prince of Wales so much so, that he asked that their lunch time be extended. So the Prince of Wales ended up running 40 minutes behind schedule🔥 The schedule had to be further reorganised when Prince Badr decided he wanted to personally accompany Prince William and give him a tour of his “favorite areas” of the old town of AlUla. Hannah writes: “By the time they eventually arrived, the royal schedule had been torn up and redrawn.” “The afternoon in the Old Town was hastily rearranged. Aides and protection officers marched quickly across town, weaving through a rabbit-warren of mud-brick houses with heavy wooden doors and shaded walkways, to find two princes dropped off on the long Incense Road and already happily in conversation.”🤭 This warm hospitality by the Saudi royals is not so surprising when the Ties between the two royal families are almost 100 years old and way more enduring than any political leader could achieve. So the impromptu tour saw both princes walk through the town, visit a library and the marketplace before Prince William rushed to catch up on the schedule and departed for to catch a RAF get home. Well and so, Prince William was tasked with “a charm offensive” of the leaders of Saudi Arabia in order to secure the diplomatic relations and help bring an economic deal worth billions to the UK government to completion🔥 Well, Prince William reportedly spent 3 hours in private talk with Crown Prince Mohammed bin Salman, Prime Minister of the Kingdom of Saudi Arabia who gave him a private tour of the historical UNESCO World Heritage Site, At-Turaif. And he then spent an extended lunch with Prince Badr bin Abdullah bin Farhan Al Saud – the minister for culture Who gave him a personal tour of AlUla👌🏽 So how successful was he in sealing the deal? The next few months will tell, however, the article reports that: “As Prince William left Saudi Arabia, the governments announced a new partnership to make 2029 the Saudi-UK Year of Culture.” “And there is now a house named after him, The “Prince of Wales House” in AlUla☺️ #PrinceofWales

An interesting Article by Hannah Furness for the Telegraph giving a bit of background story about today’s last day of events. During his last day in Saudi Arabia , Prince William toured the Sharaan Nature Reserve in the east of the country and was asked to perform the classic royal duty of planting a tree. When offered Gardening gloves to plant the acacia tree, Prince William politely declined saying: “I like to get my hands dirty.”👌🏽☺️ Something that he indeed shares with his wife Catherine who, last July 2025, took part in planting the first of the "Catherine’s Rose" plants, the rose dedicated to her, during a visit to the RHS Wellbeing Garden at Colchester Hospital. When offered golves, she declined as well and happily got her bare hands in the sand to plant the rose❤️ Hannah further reported that “After three stops in different parts of the nature reserve, Prince William had lunch with Prince Badr bin Abdullah bin Farhan Al Saud, the minister for culture, one of Crown Prince Mohammed bin Salman’s inner circle, and described as one of the most powerful men in the Kingdom. Apparently, Prince Badr enjoyed his lunch with the Prince of Wales so much so, that he asked that their lunch time be extended. So the Prince of Wales ended up running 40 minutes behind schedule🔥 The schedule had to be further reorganised when Prince Badr decided he wanted to personally accompany Prince William and give him a tour of his “favorite areas” of the old town of AlUla. Hannah writes: “By the time they eventually arrived, the royal schedule had been torn up and redrawn.” “The afternoon in the Old Town was hastily rearranged. Aides and protection officers marched quickly across town, weaving through a rabbit-warren of mud-brick houses with heavy wooden doors and shaded walkways, to find two princes dropped off on the long Incense Road and already happily in conversation.”🤭 This warm hospitality by the Saudi royals is not so surprising when the Ties between the two royal families are almost 100 years old and way more enduring than any political leader could achieve. So the impromptu tour saw both princes walk through the town, visit a library and the marketplace before Prince William rushed to catch up on the schedule and departed for to catch a RAF get home. Well and so, Prince William was tasked with “a charm offensive” of the leaders of Saudi Arabia in order to secure the diplomatic relations and help bring an economic deal worth billions to the UK government to completion🔥 Well, Prince William reportedly spent 3 hours in private talk with Crown Prince Mohammed bin Salman, Prime Minister of the Kingdom of Saudi Arabia who gave him a private tour of the historical UNESCO World Heritage Site, At-Turaif. And he then spent an extended lunch with Prince Badr bin Abdullah bin Farhan Al Saud – the minister for culture Who gave him a personal tour of AlUla👌🏽 So how successful was he in sealing the deal? The next few months will tell, however, the article reports that: “As Prince William left Saudi Arabia, the governments announced a new partnership to make 2029 the Saudi-UK Year of Culture.” “And there is now a house named after him, The “Prince of Wales House” in AlUla☺️ #PrinceofWales

Canellecitadelle

49,401 Aufrufe • vor 6 Monaten

I love this scene so much because after all the fire between them, they finally chose calmness. No yelling, no pride, just honesty and the willingness to truly listen. I think this is one of Princess Blew’s deepest battles. Not the kidnappings, not the danger, but the slow collapse of trust itself. Imagine growing up believing certain people were your safe place, only to discover that the hands you trusted most were the same ones pulling the strings behind your pain. That kind of betrayal doesn’t just break trust, it rearranges your entire understanding of love, loyalty, and safety. The cruelest part is that the traitor wasn’t a stranger, but someone she treated like family, someone she welcomed into her heart as a friend who’s been with her for a very long time. Now every act of kindness probably feels like a locked door with a hidden knife behind it. 🥀 And then Lt. Lom enters her life like an unexpected detour. A complete stranger. Someone she initially resisted, doubted, maybe even feared. Maybe from the very beginning she already felt drawn to her bodyguard in ways she couldn’t explain, but fondness and trust are two completely different storms. Yet fate keeps throwing them into moments where survival depends on each other. Between near-death situations and quiet acts of protection, the Princess slowly finds herself doing the very thing she swore she couldn’t anymore: opening her heart again. And that’s terrifying. Because trusting someone with your life after being betrayed once already feels like walking barefoot across shattered glass, hoping this time the ground won’t cut you open. ❤️‍🩹 That’s why Lom’s approach feels so meaningful. She never demanded trust like it was owed to her. She never pushed the Princess to suddenly believe in her just because she saved her life. Instead, Lom quietly gave her space, time, and patience. She allowed the Princess to watch her actions, to assess the kind of person she truly is. And sometimes, that’s the purest form of care, not forcing someone to open the door, but sitting outside long enough for them to unlock it on their own. #FreenBecky #ฟรีนเบค #เสน่หาวาโยตอนที่2 #เสน่หาวาโย

I love this scene so much because after all the fire between them, they finally chose calmness. No yelling, no pride, just honesty and the willingness to truly listen. I think this is one of Princess Blew’s deepest battles. Not the kidnappings, not the danger, but the slow collapse of trust itself. Imagine growing up believing certain people were your safe place, only to discover that the hands you trusted most were the same ones pulling the strings behind your pain. That kind of betrayal doesn’t just break trust, it rearranges your entire understanding of love, loyalty, and safety. The cruelest part is that the traitor wasn’t a stranger, but someone she treated like family, someone she welcomed into her heart as a friend who’s been with her for a very long time. Now every act of kindness probably feels like a locked door with a hidden knife behind it. 🥀 And then Lt. Lom enters her life like an unexpected detour. A complete stranger. Someone she initially resisted, doubted, maybe even feared. Maybe from the very beginning she already felt drawn to her bodyguard in ways she couldn’t explain, but fondness and trust are two completely different storms. Yet fate keeps throwing them into moments where survival depends on each other. Between near-death situations and quiet acts of protection, the Princess slowly finds herself doing the very thing she swore she couldn’t anymore: opening her heart again. And that’s terrifying. Because trusting someone with your life after being betrayed once already feels like walking barefoot across shattered glass, hoping this time the ground won’t cut you open. ❤️‍🩹 That’s why Lom’s approach feels so meaningful. She never demanded trust like it was owed to her. She never pushed the Princess to suddenly believe in her just because she saved her life. Instead, Lom quietly gave her space, time, and patience. She allowed the Princess to watch her actions, to assess the kind of person she truly is. And sometimes, that’s the purest form of care, not forcing someone to open the door, but sitting outside long enough for them to unlock it on their own. #FreenBecky #ฟรีนเบค #เสน่หาวาโยตอนที่2 #เสน่หาวาโย

Nikki 🚫🗝️

12,701 Aufrufe • vor 2 Monaten

So Runway Gen 4.5 finally adds image-to-video, the workflow most pros rely on for consistency. We put it head to head with Kling AI and Flow by Google VEO using the same reference images and prompts (below) to evaluate motion quality, stability, and cinematic realism. 1. Action/WaterPhysics Test Prompt: Cinematic, wide-shot of a man running in a shallow river. The camera is tracking the man from behind as he runs up the river. Handheld camera shake as the camera follows the man. 2. Fire Physics Test Prompt: Cinematic, wide-shot of terrified woman running towards her burning barn. She abruptly stops, and puts in hands on her head as she watches her barn burn down. 3. VFX test prompt: Cinematic, wide-shot of a hooded figure. Flashes of purple magic and smoke whirl around the figure. The figure lifts its arms as the purple magic and smoke intensifies. 4. 2D Animation Test Prompt: 2D animated shot of a waiting at a bus stop in a thunderstorm. The man turns, walks to the bench, and sits down. 5. 3D Animation Test Prompt: 3D animated shot of an octopus. The octopus reaches into a coral and picks up a glowing white gem. 6. Conversation Test Prompt: slow camera push-in as two friends are having a conversation at a coffee shop Overall verdict: Despite the “world’s best” claim, Runway Gen 4.5 is not there yet. Prompt adherence is solid, but motion, physics, and cinematic realism still lag behind tools like Kling and VEO. Great platform, mid-tier model for now.

So Runway Gen 4.5 finally adds image-to-video, the workflow most pros rely on for consistency. We put it head to head with Kling AI and Flow by Google VEO using the same reference images and prompts (below) to evaluate motion quality, stability, and cinematic realism. 1. Action/WaterPhysics Test Prompt: Cinematic, wide-shot of a man running in a shallow river. The camera is tracking the man from behind as he runs up the river. Handheld camera shake as the camera follows the man. 2. Fire Physics Test Prompt: Cinematic, wide-shot of terrified woman running towards her burning barn. She abruptly stops, and puts in hands on her head as she watches her barn burn down. 3. VFX test prompt: Cinematic, wide-shot of a hooded figure. Flashes of purple magic and smoke whirl around the figure. The figure lifts its arms as the purple magic and smoke intensifies. 4. 2D Animation Test Prompt: 2D animated shot of a waiting at a bus stop in a thunderstorm. The man turns, walks to the bench, and sits down. 5. 3D Animation Test Prompt: 3D animated shot of an octopus. The octopus reaches into a coral and picks up a glowing white gem. 6. Conversation Test Prompt: slow camera push-in as two friends are having a conversation at a coffee shop Overall verdict: Despite the “world’s best” claim, Runway Gen 4.5 is not there yet. Prompt adherence is solid, but motion, physics, and cinematic realism still lag behind tools like Kling and VEO. Great platform, mid-tier model for now.

Curious Refuge

25,538 Aufrufe • vor 6 Monaten

Reinforcement Learning from Human Feedback (RLHF) is gaining traction. This field aims to make AI more responsible by including human values and preferences. In this video, Nathan Lambert, a research scientist and RLHF team lead at Hugging Face explores its inner workings, applications and industry impact. RLHF has gained the spotlight in recent years. The growth of language models like Anthropic’s Claude and OpenAI's ChatGPT have increased interest in human-feedback integration. "There are some rumors that Open AI had two teams; one was doing RLHF and the other instruction fine-tuning. And the RLHF team kept getting more and more performance." Understanding RLHF The RLHF process has three main steps: Pre-training: Much like with GPT models, the journey starts with pre-training on a large corpus of data. This can range from text data, web scrapes, to specialized datasets. Reward Modeling: This is the RLHF counterpart of supervised fine-tuning in large language models. This stage involves creating a reward model that resonates with human values and preferences. RL Optimization: This stage parallels reward modeling and reinforcement learning in traditional AI models. The AI system fine-tunes itself based on the reward model, employing reinforcement learning algorithms for that extra layer of optimization. The Data Challenge Data collection and curation in RLHF closely resemble the challenges you'd encounter in large language model training. Datasets from organizations like OpenAI can serve as a useful foundation. However, the need for high-quality, task-specific data cannot be overstated. Implementing RLHF: A Practical Guide If you’re someone who loves getting hands-on with AI libraries like Hugging Face, implementing RLHF is right way to do. It’s essential to understand its limitations. Think about model stability, over-optimization, and exploration strategies, much like you would when prompt engineering. Ongoing Research and Next Steps While he suggests that some basics figured out, there are layers of complexity that still need to be unraveled: 1. New Benchmarks: How do we measure the effectiveness of RLHF? 2. Preference Modeling: How can the model be made to understand human preferences better? 3. Interpreting RLHF: Much like explainability in traditional models, how do we make RLHF more interpretable? 4. System-Wide Evaluation: Going beyond individual performance, how does RLHF affect an entire system? The Transformative Power of RLHF Whether you're an AI developer, a business analyst, or a marketer, RLHF promises to revolutionize your domain. Imagine customer service chatbots that understand human emotions better, or content generators that align more closely with human values. RLHF is an emerging field that focuses on enhancing machine learning models through human feedback. While it tackles important issues like bias and ethics, its broader goal is to improve system performance across various applications. Whether you're deeply invested in the ethics of AI or simply curious about advancements in machine learning, RLHF offers valuable insights. If you're interested in the next wave of AI development, this area is definitely one to watch.

Reinforcement Learning from Human Feedback (RLHF) is gaining traction. This field aims to make AI more responsible by including human values and preferences. In this video, Nathan Lambert, a research scientist and RLHF team lead at Hugging Face explores its inner workings, applications and industry impact. RLHF has gained the spotlight in recent years. The growth of language models like Anthropic’s Claude and OpenAI's ChatGPT have increased interest in human-feedback integration. "There are some rumors that Open AI had two teams; one was doing RLHF and the other instruction fine-tuning. And the RLHF team kept getting more and more performance." Understanding RLHF The RLHF process has three main steps: Pre-training: Much like with GPT models, the journey starts with pre-training on a large corpus of data. This can range from text data, web scrapes, to specialized datasets. Reward Modeling: This is the RLHF counterpart of supervised fine-tuning in large language models. This stage involves creating a reward model that resonates with human values and preferences. RL Optimization: This stage parallels reward modeling and reinforcement learning in traditional AI models. The AI system fine-tunes itself based on the reward model, employing reinforcement learning algorithms for that extra layer of optimization. The Data Challenge Data collection and curation in RLHF closely resemble the challenges you'd encounter in large language model training. Datasets from organizations like OpenAI can serve as a useful foundation. However, the need for high-quality, task-specific data cannot be overstated. Implementing RLHF: A Practical Guide If you’re someone who loves getting hands-on with AI libraries like Hugging Face, implementing RLHF is right way to do. It’s essential to understand its limitations. Think about model stability, over-optimization, and exploration strategies, much like you would when prompt engineering. Ongoing Research and Next Steps While he suggests that some basics figured out, there are layers of complexity that still need to be unraveled: 1. New Benchmarks: How do we measure the effectiveness of RLHF? 2. Preference Modeling: How can the model be made to understand human preferences better? 3. Interpreting RLHF: Much like explainability in traditional models, how do we make RLHF more interpretable? 4. System-Wide Evaluation: Going beyond individual performance, how does RLHF affect an entire system? The Transformative Power of RLHF Whether you're an AI developer, a business analyst, or a marketer, RLHF promises to revolutionize your domain. Imagine customer service chatbots that understand human emotions better, or content generators that align more closely with human values. RLHF is an emerging field that focuses on enhancing machine learning models through human feedback. While it tackles important issues like bias and ethics, its broader goal is to improve system performance across various applications. Whether you're deeply invested in the ethics of AI or simply curious about advancements in machine learning, RLHF offers valuable insights. If you're interested in the next wave of AI development, this area is definitely one to watch.

Muratcan Koylan

27,168 Aufrufe • vor 2 Jahren

From a hidden garden awakening to butterfly-inspired high jewelry. Every frame moves like a fashion editorial brought to life. Crafted with GPT Image 2 and animated with Seedance 2.0 on Creatify AI , built using AdFlow. Created as a complete brand journey: hook, build, and emotional reveal, designed for modern luxury storytelling. Prompt: TITLE: TIFFANY BLUE BOOK 2026 — BUTTERFLY CHAPTER STYLE: Luxury fashion film, high jewelry campaign, cinematic realism, ultra-premium production quality, soft natural light, dreamy atmosphere, shallow depth of field, delicate camera movement, elegant transitions, museum-gallery aesthetic, refined color grading, timeless sophistication. VOICE: Warm, melodious female narrator with a graceful, airy tone. Slow pacing with natural pauses. Every line delivered with elegance and wonder. PART 1 (0:00–0:15) — Hidden Garden Awakens Extreme close-ups of a platinum blonde model in soft morning light, diamonds shimmering subtly. A hidden garden awakens with butterflies, dew-covered flowers, and golden sunlight. She raises her head as a Tiffany-inspired necklace catches the light. VOICE: “Introducing… the Butterfly Chapter… from Blue Book 2026.” (pause) “Hidden Garden…” (pause) “The designs are an homage… to a nineteenth-century Tiffany & Co. motif.” PART 2 (0:15–0:30) — Art Becomes Flight A refined gallery of butterfly sketches, vintage illustrations, and living butterflies in motion. Jewels rotate under light, revealing vivid yellow diamonds inspired by iconic heritage designs. VOICE: “The modern evolution…” (pause) “…is inspired by Jean Schlumberger’s iconic butterfly bracelet…” (pause) “Designed for philanthropist Bunny Mellon…” (pause) “…and featuring rare vivid yellow diamonds…” PART 3 (0:30–0:40) — Wings of Legacy Suspended diamond butterfly in darkness, shimmering like starlight. A gallery reveal with butterflies crossing frame, dissolving into Tiffany blue. VOICE: “Designed to mimic butterfly wings…” (pause) “…suspended in flight.” (pause) “The chapter continues…” (pause) “…nearly two centuries…” (pause) “…of Tiffany High Jewelry excellence.” ━━━━━━━━━━━━━━━━━━━━━━ END FRAME: Elegant logo reveal. Soft sparkle. Orchestral fade-out. #creatifyadschallenge #creatify

Shami

57,810 Aufrufe • vor 1 Monat

From a hidden garden awakening to butterfly-inspired high jewelry. Every frame moves like a fashion editorial brought to life. Crafted with GPT Image 2 and animated with Seedance 2.0 on Creatify AI , built using AdFlow. Created as a complete brand journey: hook, build, and emotional reveal, designed for modern luxury storytelling. Prompt: TITLE: TIFFANY BLUE BOOK 2026 — BUTTERFLY CHAPTER STYLE: Luxury fashion film, high jewelry campaign, cinematic realism, ultra-premium production quality, soft natural light, dreamy atmosphere, shallow depth of field, delicate camera movement, elegant transitions, museum-gallery aesthetic, refined color grading, timeless sophistication. VOICE: Warm, melodious female narrator with a graceful, airy tone. Slow pacing with natural pauses. Every line delivered with elegance and wonder. PART 1 (0:00–0:15) — Hidden Garden Awakens Extreme close-ups of a platinum blonde model in soft morning light, diamonds shimmering subtly. A hidden garden awakens with butterflies, dew-covered flowers, and golden sunlight. She raises her head as a Tiffany-inspired necklace catches the light. VOICE: “Introducing… the Butterfly Chapter… from Blue Book 2026.” (pause) “Hidden Garden…” (pause) “The designs are an homage… to a nineteenth-century Tiffany & Co. motif.” PART 2 (0:15–0:30) — Art Becomes Flight A refined gallery of butterfly sketches, vintage illustrations, and living butterflies in motion. Jewels rotate under light, revealing vivid yellow diamonds inspired by iconic heritage designs. VOICE: “The modern evolution…” (pause) “…is inspired by Jean Schlumberger’s iconic butterfly bracelet…” (pause) “Designed for philanthropist Bunny Mellon…” (pause) “…and featuring rare vivid yellow diamonds…” PART 3 (0:30–0:40) — Wings of Legacy Suspended diamond butterfly in darkness, shimmering like starlight. A gallery reveal with butterflies crossing frame, dissolving into Tiffany blue. VOICE: “Designed to mimic butterfly wings…” (pause) “…suspended in flight.” (pause) “The chapter continues…” (pause) “…nearly two centuries…” (pause) “…of Tiffany High Jewelry excellence.” ━━━━━━━━━━━━━━━━━━━━━━ END FRAME: Elegant logo reveal. Soft sparkle. Orchestral fade-out. #creatifyadschallenge #creatify

Shami

108,483 Aufrufe • vor 2 Monaten