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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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#python #agent #llm #llm_agent #llm_reasoning #machine_learning_systems #mlsys #reinforcement_learning #rl

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Oneplus 13 Updates

@OnePlus13Series · Post #346 · 11/13/2025, 03:51 PM

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SunOS Project | Android 16 | Oneplus 13 ✍️ Details: - Version: bienor - Codename: #dodge - Type: #user#gapps - Released: 29/09/25 🔽 Download : ROM [ Gdrive | Mirror | SF ] // Images 🆘 Support group: Here ✨ Changelogs: Here 🌳 Source: Here | DT | sm8750 📸Screenshots: Here 💰 Donate: Here (Server) 🔖 Tags : #SunOS#AOSP#ROM#Official#A16#QPR0 ⚙️Installation: 🚨 Firmware is not included with this rom. Please flash fw on both slots to avoid potential issues ➡️ CMDs: fastboot flash init_boot init_boot.img fastboot flash boot boot.img fastboot flash recovery recovery.img fastboot flash vendor_boot vendor_boot.img fastboot -w fastboot reboot recovery ➡️Recovery: • Factory reset (wipe/format data) • ADB sideload the rom zip & Reboot 📔Note: - Clean flash is mandatory coming from SunOS A15 and make sure remove google accounts and lockscreen password to avoid frp lock - ESIM support is dropped 👤 Developer: @Chandu_078 🔔 Updates: @OnePlus13Series 💬 Discussion: @OnePlus13SeriesChatRoom

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#dodge #user #gapps #sunos #aosp #rom #official #a16 #qpr0