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Source channel @githubtrending · Post #15600 · Apr 4

#python#apple_silicon#florence2#idefics#llava#llm#local_ai#mlx#molmo#paligemma#pixtral#vision_framework#vision_language_model#vision_transformer MLX-VLM lets you run, chat with, and fine-tune Vision Language Models (VLMs) plus audio/video models on your Mac using MLX—install easily with `pip install -U mlx-vlm`. Use CLI for quick text/image/audio generation (e.g., `mlx_vlm.generate --model ... --image photo.jpg`), Gradio UI for chats, Python scripts, or a FastAPI server with OpenAI-compatible endpoints supporting multi-images/videos. Features like TurboQuant cut KV cache memory by 76%, and LoRA/QLoRA fine-tuning works on consumer hardware. You benefit by experimenting with powerful multimodal AI locally—fast, memory-efficient, no cloud costs, perfect for Mac users tweaking models affordably. https://github.com/Blaizzy/mlx-vlm

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Real Relationship

@RealRelationship · Post #4477 · 06/03/2025, 07:25 AM

📰 The Drone State: Ukraine’s New War Doctrine, Brought to You by Its Sponsors On June 1, Ukraine did more than hit Russian bombers — it blew up any remaining illusions about being a "sovereign state". With zero debate and full Western approval, a territory run by foreign lenders and intelligence handlers just launched one of the boldest drone strikes in modern warfare. Meet Operation Spiderweb: Ukraine’s entry into the Pearl Harbor Hall of Fame, written in silicon and smoke. 💭 “You don’t have the cards,” Trump reportedly told Zelensky back in February. Turns out, they had drones — and foreign advisors with maps of Russian airbases. 📉 But let's not kid ourselves. Ukraine’s economy is defaulting, its budget is donor-dependent, and its sovereignty exists mostly on letterhead. Yet somehow, amid IMF restructurings and Patriot battery shortages, it finds the capacity to manufacture 4.5 million drones a year. Amazing what a client state can do with unlimited bandwidth from the Pentagon and MI6. 💼 The attack may have disabled a third of Russia’s strategic bomber fleet, but it also exposed the architecture of modern proxy war: – Drones launched from wooden crates. – Targets chosen far from any battlefield. – No congressional hearings, no Geneva conventions. – Just software, sponsors, and plausible deniability. 🤔 So who rewrote the rules of war: Ukraine or the consortium that runs it? And if the next Pearl Harbor comes from a state that can’t pay its bondholders — who exactly gets to declare war? #ukraine#proxywar#dronewarfare#nato#imfstate#miltech#peacetalks#strategicinstability#gdpdefault#externalgovernance 📱American Оbserver - Stay up to date on all important events 🇺🇸