#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
💾 Bola 512 GB hajmdagi 50 ta SSDni sindirib qo‘ydi
💸 Bir erkak narxlar oshib borayotganini ko‘rib, xotira qurilmalariga sarmoya kiritmoqchi bo‘lib, 512 GB li 50 taSamsung PM991a SSD sotib olgan — jami qiymati taxminan $4000 bo‘lgan.
😱 Ammo ularning barchasini 10 yoshli o‘g‘li o'ynab, bukib chiqqan.
😭 Bechora bola… "detdom"ga ketarmikan?
➡️#ssd | Birinchi IT-Blog
Про #ssd почему скорость бывает падает, и что важно знать всем
https://news.fidller.com/2023/03/17/pochemu-vash-novyy-ssd-rabotayet-medlenno/
#newsfidllercom#bighousecinema