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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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@githubtrending · Post #15435 · 01/25/2026, 11:30 AM

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#shell#archlinux#baby_sched#cachy#cachy_scheduler#cachyos#cacule_sched#kernel#linux_kernel#performance#performance_tuning CachyOS offers enhanced Linux kernels with schedulers like BORE for gaming, EEVDF for general use, and BMQ, plus variants for security, servers, real-time, and Steam Deck. They include advanced optimizations like LTO, profile-guided compilation, AMD P-State boosts, ZFS/NVIDIA support, and CPU-specific builds (x86-64-v3/v4, Zen4). Easy repo install auto-detects your CPU for top performance. This boosts your system's speed, responsiveness, and efficiency on modern hardware, making gaming, daily tasks, and heavy workloads smoother and faster. https://github.com/CachyOS/linux-cachyos

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#shell #archlinux #baby_sched #cachy #cachy_scheduler #cachyos #cacule_sched #kernel #linux_kernel #performance #performance_tuning