#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
📰 Wine 11.8 Brings Mono Engine Update and 22 Bug Fixes
Wine 11.8 updates Mono to version 11.1, improves MSXML and VBScript support, and fixes 22 bugs across games and Windows apps.
🔗 Source: https://linuxiac.com/wine-11-8-brings-mono-engine-update-and-22-bug-fixes/
#wine
Ancient factory exposes secrets of winemaking
A 1,500-year-old wine factory the size of a modern-day football field has been unearthed in Israel, showing how vintners met demand for high quality white wine popular throughout the ancient world.
#News#Reuters#Israel#Wine
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📰 Proton 11.0 Beta 2 Updates VKD3D-Proton
Following the release of Proton 11.0 Beta 1 from two weeks ago that updated against Wine 11.0, this heart to Valve's Steam Play is now out with a second beta release...
🔗 Source: https://www.phoronix.com/news/Proton-11.0-Beta-2
#proton#steam#wine
Early Roman women were forbidden to drink wine, and a husband who found his wife drinking was at liberty to kill her. The prohibition stemmed from a deeply patriarchal society that viewed women as weak and susceptible to vice, believing that wine could lead them to "inappropriate behavior" or "debauchery".
@googlefactss#alcohol#wine#history#nowyouknow