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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 #10616 · 05/06/2026, 04:16 PM

💊🇺🇸HISTORIC BREAKTHROUGH — US FENTANYL DEATHS PLUNGE 35% IN SHARPEST DECLINE EVER RECORDED 🔹 Synthetic opioid fatalities crash from 79k to 54k annually — biggest single-year reduction in overdose history 📉 🔹 Every single US state reported decreases with Virginia and Wisconsin leading at 46% drops 🗺️ 🔹 Mexican cartel supply chain disruptions credited alongside 115 million illicit pills seized by federal agents 🚔 🔹 Peak crisis killed 199 Americans daily in 2023 — now finally seeing real progress after decade of devastation 💀 Still claiming over 150 lives daily — but the tide is finally turning in America's deadliest epidemic ⚡🔥 #OpioidCrisis#Fentanyl @america

Venture Village Wall 🦄

@venturevillagewall · Post #4056 · 02/03/2025, 10:00 AM

China Proposes Trade Deal Restoration China aims to restore the "Phase 1" trade deal with the U.S. to resolve tariff tensions. Key aspects include commitments to avoid yuan devaluation, increase U.S. investments, and reduce fentanyl precursor exports. Details available in the full article. #China#Trade#Tariffs#US#Economy#Phase1#Fentanyl#Yuan#Investments#WSJ