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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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Libreware

@libreware · Post #1565 · 03/20/2026, 02:38 PM

SystemD Root Access Exploit Found, Devuan Team Calls SystemD "Unicorn Sh*t" "Found yet another high severity #systemd bug in #Ubuntu: local root privilege escalation (CVE-2026-3888) https://cybersecurity88.com/news/ubuntu-cve-2026-3888-timing-flaw-in-systemd-cleanup-enables-root-privilege-escalation/ Let us wish all #Devuan users a wonderful day out with their family for a merry father's day, instead of showeling unicorn shit." https://xcancel.com/DevuanOrg/status/2034560405968712179 https://www.youtube.com/watch?v=_yukEnElXUg Lennart Poettering #microsoft#Linux#stalking#surveillance#backdoor#trojan