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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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🦅 [ perspective ix ]

@perspectiveix · Post #1790 · 04/11/2019, 01:30 PM

​​🤫The Rise of Dark Social There’s no shortage of discussion around the decline of sharing on #SocialMedia. But it’s not that users are sharing less, they’re sharing differently. Social media feeds have become overcrowded with content, and consumers are privacy-aware more than ever. Both these factors are contributing to the rise of a not-so-new space: #DarkSocial. Dark Social means private messaging apps, SMS or emails. Based on a research by GlobalWebIndex, in UK and US, when consumers have something to share, they’re more likely to head to dark social channels to do so (63%) rather than open social media platforms (54%). What’s even more revealing is that around 20% share only via these channels, with #WhatsApp and #FacebookMessenger the go-to services. 🚀@PerspectiveIX via GlobalWebIndex.