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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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IRAS

@irassg · Post #1543 · 05/23/2025, 07:50 AM

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IRAS Commissioner Ow Fook Chuen delivered the opening address at the 'International Tax Disputes Day: The Asian and Global Landscape' conference yesterday, jointly organised by Tax Academy of Singapore and the University of Lausanne. In an era of increasing complexity and cross-border uncertainty, Commissioner Ow articulated Singapore's steadfast commitment to tax certainty as a cornerstone of sustainable growth. He shared IRAS' approach towards preventing and resolving tax disputes, which is exemplified through our adoption of the internationally agreed standard for Mutual Agreement Procedure (MAP) and our extensive network of Avoidance of Double Tax Agreements (DTAs). Domestically, IRAS also established a strong partnership with tax practitioners and the business community and implemented robust initiatives like the Enhanced Taxpayer Relationship (ETR) programme for larger businesses. #lifeatIRAS#InternationalTax#GlobalCooperation#TaxCertainty

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