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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
Search: #ecn
@aigcrubbish · Post #201 · 02/18/2026, 05:48 PM
[$] More accurate congestion notification for TCP 更准确的 TCP 拥塞通知机制 AccECN 即将在 Linux 内核 7.0 版本中默认启用。这一机制改进了 TCP 协议中显式拥塞通知（ECN）的精度，有望提升公共和私有网络中的流量传输效率。 AccECN 通过更精细地反馈网络拥塞状况，帮助 TCP 连接更及时地调整数据传输速率，从而减少延迟和丢包。该功能已在过去几个内核版本中逐步引入，7.0 版本将默认开启以供广泛使用。 原文链接：https://lwn.net/Articles/1058666/ #网络协议#Linux内核#TCP#ECN #AIGC Read more