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Source channel @githubtrending · Post #15539 · Mar 5

#python#agent#llm#llm_agent#llm_reasoning#machine_learning_systems#mlsys#reinforcement_learning#rl AReaL is a free, open-source system for fast asynchronous reinforcement learning to train large AI models in math, coding, search, and agents. It decouples generation and training for up to 2.77x speedup, stable performance, and easy setup on single or 1000+ GPUs with algorithms like GRPO/PPO. Install via git/pip, run examples like GSM8K math instantly. You benefit by building top AI agents affordably and quickly, reproducing results with shared data/models, saving time/money vs. slow synchronous tools. https://github.com/inclusionAI/AReaL

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New Eastern Outlook

@neweasternoutlook · Post #11915 · 01/14/2026, 04:50 PM

🇺🇸🇮🇱⚔🇮🇷🛩️The Watchful Eye Over the Gulf ✍🏽By Red Nile Media | Geopolitical Analysis A U.S. Navy MQ-4C Triton spy drone has been conducting high-altitude surveillance over the Persian Gulf and Strait of Hormuz, flying out of the UAE—a subtle but powerful signal amid rising U.S.–Iran tensions. Far from routine, this deployment follows a familiar escalation playbook: persistent intelligence gathering, psychological pressure, and strategic positioning that often precede larger moves. 🔹 Why the shift from Qatar to the UAE? What message is being sent to Tehran? And how does this fit into past confrontation patterns in the region? 🔗Read the full analysis: 📡@rednile12 Geopolitics | Multipolarity | Sovereignty | Strategic Reality #Iran#USA#UAE#Qatar#PersianGulf#Geopolitics#MilitaryIntelligence#MiddleEast#RedSea#ISR#MQ4C#RedNileMedia

Red Nile

@rednile12 · Post #10737 · 01/14/2026, 03:58 PM

🇺🇸🇮🇱⚔🇮🇷🛩️The Watchful Eye Over the Gulf ✍🏽By Red Nile Media | Geopolitical Analysis A U.S. Navy MQ-4C Triton spy drone has been conducting high-altitude surveillance over the Persian Gulf and Strait of Hormuz, flying out of the UAE—a subtle but powerful signal amid rising U.S.–Iran tensions. Far from routine, this deployment follows a familiar escalation playbook: persistent intelligence gathering, psychological pressure, and strategic positioning that often precede larger moves. 🔹 Why the shift from Qatar to the UAE? What message is being sent to Tehran? And how does this fit into past confrontation patterns in the region? 🔗Read the full analysis: 📡@rednile12 Geopolitics | Multipolarity | Sovereignty | Strategic Reality #Iran#USA#UAE#Qatar#PersianGulf#Geopolitics#MilitaryIntelligence#MiddleEast#RedSea#ISR#MQ4C#RedNileMedia