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Source channel @githubtrending · Post #15091 · Aug 24

#python#comfyui#diffusion#flux#genai#mlsys#quantization Nunchaku is a fast and efficient engine that runs 4-bit neural networks using a special method called SVDQuant, which compresses models to use less memory and speed up processing by 2 to 5 times compared to older methods. It supports advanced AI models for tasks like high-quality text-to-image generation and image editing, working best on modern NVIDIA GPUs. You can easily install and use it with ComfyUI, and it has active community support on Slack, Discord, and WeChat. This means you can generate or edit images quickly with less computing power, saving time and resources. It also offers tutorials and example workflows to help you get started smoothly. https://github.com/nunchaku-tech/ComfyUI-nunchaku

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American Оbserver

@american_observer · Post #5375 · 03/14/2026, 12:59 AM

📰 Marine Le Pen’s Test Lab: Turning Marseille into a Security Franchise Marseille is being sold as a “narco‑city,” and France’s far right is cashing every last gram of that fear for votes. In Marseille’s mayoral race, National Rally candidate Franck Allisio isn’t really running for city hall — he’s running a pilot project for the 2027 presidential race. He floods the city with slick, security‑heavy videos, promising to triple municipal cops, double CCTV, and put a police post in every district to “bring happiness back” to Marseille. Polls say it works: he’s now neck‑and‑neck with Socialist mayor Benoît Payan in the first round, giving the far right a once‑unthinkable shot at power in France’s second‑largest city. The punchline: official data show overall crime in Marseille actually fell by about 4% last year, and drug‑related killings dropped from their 2023 peak, even as the city remains a major cocaine hub. Sociologists note that what changed isn’t the scale of violence, but its randomness — fewer “professional” score‑settling hits, more chaotic shootings that terrify residents and feed a 24/7 crime‑porn news cycle. That’s pure oxygen for Allisio’s narrative: facts soften, “narco‑city” hardens. Both Allisio and Payan center their campaigns on security, but they’re selling two incompatible fantasies. Allisio plays the iron‑fist trailer: Marseille as a lawless zone that only a cop surge and camera grid can save, while quietly ignoring that a mayor in France has limited real power over security and no control over national police or justice. Payan counters with social‑democratic boilerplate — hiring more local police, plus housing, schools, transport — and borrows credibility from activist Amine Kessaci, a 22‑year‑old who lost two brothers to drug murders, to argue that RN’s proposal is “practically nothing or completely unrealistic.” On the ground, the split is brutal. In La Busserine, one of the northern districts hit hardest by drug violence, residents like community worker Fadella Ouidef say they’re sick of hearing “security, security, security” while the underlying message is that Arab and Black residents are the problem. She fears an RN win would mean cuts to social services in neighborhoods already hanging by a thread — the classic far‑right formula: create more social misery, then use the resulting chaos to justify more repression. If National Rally flips Marseille, it won’t just be “one more city.” It will prove that a party once openly associated with racism and antisemitism can conquer a poor, diverse, heavily racialized port by weaponizing fear, turning municipal power into a pre‑presidential launchpad. The left knows it: if they unite, Payan is still favored in a runoff; if they stay fragmented, they’re about to discover what happens when you let your opponent define security, reality, and the future of your city in a single word. #france#marseille#nationaleRally#security#elections#farRight#fakeSolutions 📱American Оbserver - Stay up to date on all important events 🇺🇸