"Rumble Mania – Where Chaos Meets Comedy!"

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Welcome to RumbleMania4U! 🎉 The ultimate destination for epic fails, hilarious pranks, viral memes, and non-stop laughter! 😂🔥 From jaw-dropping bloopers to side-splitting stunts, we bring you the craziest, funniest, and most unpredictable moments on the internet. Whether you're into funny clips, fail compilations, or prank wars, we’ve got it all! 📌 Subscribe now and join the riot of laughter! 📢 New funny videos uploaded regularly—don’t miss out! #Comedy #Fails #Pranks #Memes #FunnyClips #RumbleRiot Let me know if you want any tweaks or a different tone! 😃🎬

#gamer Do you like older horror movies or the new ones let me know # DBD # 7daystodie #Horror #Screams #Redhead #Foxygirl

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Greetings, fellow gamers and art enthusiasts! It's your longtime gaming girl here, logging in after years of mastering the digital realms. I go by the name FoxyRedheadgaming because, well, I'm a true redhead with a passion for all things foxy and a love for streaming and diving into the thrilling world of horror games. Besides my gaming adventures, I also indulge in creating digital art that sparks the imagination. Whether you're here for the epic gameplay, or just to say hi, I'm thrilled to have you join the fun! Don't forget, I'm rocking it on the USA servers, and be prepared for the rollercoaster of emotions – from "great job" moments to the occasional "WTF!!!" that might just happen in the blink of an eye. Stay, chat, and let's make some unforgettable gaming memories together! 🎮🦊🎨

Users can generate videos up to 1080p resolution, up to 20 sec long, and in widescreen, vertical or square aspect ratios. You can bring your own assets to extend, remix, and blend, or generate entirely new content from text.

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We’ve discovered neurons in CLIP that respond to the same concept whether presented literally, symbolically, or conceptually. This may explain CLIP’s accuracy in classifying surprising visual renditions of concepts, and is also an important step toward understanding the associations and biases that CLIP and similar models learn. Fifteen years ago, Quiroga et al.1 discovered that the human brain possesses multimodal neurons. These neurons respond to clusters of abstract concepts centered around a common high-level theme, rather than any specific visual feature. The most famous of these was the “Halle Berry” neuron, a neuron featured in both Scientific American⁠(opens in a new window) and The New York Times⁠(opens in a new window), that responds to photographs, sketches, and the text “Halle Berry” (but not other names). Two months ago, OpenAI announced CLIP⁠, a general-purpose vision system that matches the performance of a ResNet-50,2 but outperforms existing vision systems on some of the most challenging datasets. Each of these challenge datasets, ObjectNet, ImageNet Rendition, and ImageNet Sketch, stress tests the model’s robustness to not recognizing not just simple distortions or changes in lighting or pose, but also to complete abstraction and reconstruction—sketches, cartoons, and even statues of the objects. Now, we’re releasing our discovery of the presence of multimodal neurons in CLIP. One such neuron, for example, is a “Spider-Man” neuron (bearing a remarkable resemblance to the “Halle Berry” neuron) that responds to an image of a spider, an image of the text “spider,” and the comic book character “Spider-Man” either in costume or illustrated. Our discovery of multimodal neurons in CLIP gives us a clue as to what may be a common mechanism of both synthetic and natural vision systems—abstraction. We discover that the highest layers of CLIP organize images as a loose semantic collection of ideas, providing a simple explanation for both the model’s versatility and the representation’s compactness.

Welcome to Echo Division—where modern warfare meets magic, and shadow wars decide the fate of realms. Dive into a world of elite operatives, supernatural threats, and epic stories told one chapter at a time.

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Step into the shadows of a world where Earth is only one of many battlegrounds. This channel features original, high-stakes storytelling through episodic series like Echo Division, Rose: Shadow, and Commander Cael Varnor, blending military action, supernatural politics, and interrealm drama. Each story is built with deep lore, unforgettable characters, and cinematic narration that pulls you into a world of secrets, sacrifice, and survival. If you love gritty urban fantasy, military strategy, and characters who fight for more than just themselves—this channel is your next obsession. 🜃 Full-season audiobooks 🜃 Character-driven drama 🜃 Cross-realm world-building 🜃 Supernatural and tactical warfare 🜃 High-quality AI-enhanced visuals