#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
📱 TCL Flip 4 5G: tosh davriga qaytishni istaganlar uchun
ℹ️ TCL kompaniyasi yangi Flip 4 5G telefonini taqdim etdi — klassik bukiluvchi dizayn va zamonaviy 5G texnologiyasi uyg‘unlashgan model.
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- Displeylar: 1.77" tashqi va 3.2" ichki ekranlar.
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✅ Bu model soddalikni qadrlovchilar, katta yoshdagilar uchun qulay tanlov bo‘lishi mumkin.
💵 Narxi AQShda $79.99 bilan sotuvga chiqarilgan.
➡️#tcl | Birinchi raqamli IT-Blog
https://wiki.python.org/moin/TkInter
#Tkinter is Python's de-facto standard GUI (Graphical User Interface) package. It is a thin #object-oriented layer on top of #Tcl/Tk.
Tkinter is not the only GuiProgramming toolkit for Python. It is however the most commonly used one. CameronLaird calls the yearly decision to keep TkInter "one of the minor traditions of the Python world."
The Tkinter wiki: http://tkinter.unpythonic.net/wiki/