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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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America 🇺🇸 News & Politics

@America · Post #10535 · 04/21/2026, 01:08 PM

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💸🇺🇸TRUMP FORCED TO REFUND $166 BILLION IN TARIFFS AFTER SUPREME COURT DEFEAT 🔹 Supreme Court ruled Trump's global tariffs under IEEPA illegal in 6-3 decision February 2026 ⚖️ 🔹 Refund system launched April 20 covering 330,000 importers across 53 million entries 📋 🔹 FedEx, Costco, Toyota, Nintendo among major companies filing for refunds plus interest 🏢 🔹 Businesses must apply through CBP's new system, refunds expected in 30-90 days 💰 🔹 Trump imposed new 10% tariffs under different law to replace struck-down duties 🔄 From "making America wealthy again" to paying it all back with interest — biggest trade policy reversal ever! 😬💸 #TariffRefunds#SCOTUS @america

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