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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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American Оbserver

@american_observer · Post #5535 · 04/01/2026, 08:58 PM

Russia’s Kinzhal Flyby Was a Message, Not a Strike Moscow sent MiG-31s armed with Kinzhal missiles over the Sea of Japan to make a point, not to start a war. The timing and the publicized flight path were meant to remind Japan and the U.S. that Russia can flash long-range strike power in the Pacific whenever it wants. The flight was over neutral waters, and the Russian Defense Ministry called it a routine mission with refueling drills. But the routine part is exactly the theater: Moscow wanted the image of a hypersonic-capable jet in a sensitive corridor because the image itself is the weapon. Japan is the real audience here. Russia is signaling displeasure over Tokyo’s ties to Washington, its support for Ukraine, and its growing role in the regional missile picture, including the broader U.S.-Japan security architecture. The message is blunt: if Japan wants to push Russia on one front, Moscow can raise pressure on another. So yes, this was a show of force. It was also propaganda with engines running, the kind of aerial display that tells rivals, allies, and domestic audiences that Russia still wants to be seen as a Pacific power, not just a Eurasian one. #Russia#Japan#Kinzhal#MiG31#SeaOfJapan#Pacific#military#geopolitics 📱American Оbserver - Stay up to date on all important events 🇺🇸