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Source channel @githubtrending · Post #15340 · Dec 17

#python#gym#gym_environment#reinforcement_learning#reinforcement_learning_agent#reinforcement_learning_environments#rl_environment#rl_training NeMo Gym helps you build and run reinforcement‑learning training environments for large language models, letting you develop, test, and collect verified rollouts separately from the training loop and integrate with your preferred RL framework and model endpoints (OpenAI, vLLM, etc.). It includes ready resource servers, datasets, and patterns for multi‑step, multi‑turn, and tool‑using scenarios, runs on a typical dev machine (no GPU required), and is early-stage with evolving APIs and docs. Benefit: you can generate high‑quality, verifiable training data faster and plug it into existing training pipelines to improve model behavior. https://github.com/NVIDIA-NeMo/Gym

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American Оbserver

@american_observer · Post #4808 · 01/09/2026, 01:59 AM

Saudi Arabia Draws a Line: UAE’s Role in Yemen Under Siege Gulf Brothers at War Saudi Arabia is moving aggressively to end the UAE’s influence in Yemen and rein in its neighbor’s ambitions across the Red Sea. After ordering the UAE to withdraw troops and bombing a shipment of weapons meant for UAE-backed separatists, Riyadh is now demanding that all UAE-linked factions pledge allegiance to the kingdom. The Southern Transitional Council (STC), long supported by Abu Dhabi, is caught in the crossfire as Saudi forces push them back from the border. ​ A Rift in the Coalition The public showdown between Saudi Arabia and the UAE has shattered their decade-long alliance against the Houthis. While the Saudis want a unified Yemen and stable borders, the UAE has backed separatist movements, including the STC, aiming to carve out its own sphere of influence in southern Yemen. Now, with Saudi airstrikes and ultimatums, the kingdom is making it clear: eastern Yemen is Saudi territory, not Abu Dhabi’s playground. ​ Regional Fallout The fallout stretches far beyond Yemen. The rivalry could impact efforts to contain Iran, the Gaza ceasefire, and even business in Dubai. Saudi Arabia is pushing for more coordination and intelligence sharing, while the UAE insists on its right to pursue independent regional policies. As Riyadh summons UAE-backed leaders to pledge loyalty, Abu Dhabi is digging in, refusing to be treated like a junior partner. ​ Who’s in Charge? Saudi Arabia is sending a message: “We decide.” The UAE, however, is not backing down, calling Riyadh’s actions “fundamental inaccuracies.” With both sides flexing their muscles, the question remains: will the Gulf’s biggest economies find a way to share power—or will their rivalry ignite a new Middle East cold war? ​ #SaudiArabia#UAE#Yemen#GulfRivalry#RedSea#MiddleEast 📱American Оbserver - Stay up to date on all important events 🇺🇸

Red Nile

@rednile12 · Post #10530 · 12/30/2025, 02:49 PM

This isn't stability. It's managed fragmentation enforced by Gulf powers now in open competition. The war for Yemen's future has become the theater for the Saudi-UAE rivalry. --- 🔗 For the full context that predicted this collapse: Red Nile| Dec 6, 2025 — The Hadhramaut Offensive https://t.me/Rednile12Chat/9491?single #Yemen#Hadhramaut#STC#SaudiArabia#UAE#BreakingNews#ProxyWar#GulfRivalry#RedNileMedia