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Source channel @githubtrending · Post #15062 · Aug 15

#python#mllm#point_clouds#scene_understanding#spatial_intelligence SpatialLM is a powerful 3D language model that turns complex 3D point cloud data from videos, RGBD images, or LiDAR into clear, structured 3D scene layouts showing walls, doors, windows, and objects with labels. It works without needing special equipment and can detect user-specified object categories. This helps you understand and analyze indoor spaces better, useful for robotics, navigation, and 3D design. You can run it on your data, visualize results, and even customize detection tasks easily, making 3D scene understanding more accessible and flexible for many applications. https://github.com/manycore-research/SpatialLM

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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 🇺🇸