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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
Search: #crustacean
@interesting_planet_facts · Post #493 · 08/03/2025, 06:22 PM
🌎 The deep-sea "skeleton shrimp" looks like a transparent stick insect, using its clingy claws to grasp seaweed and sway with the current—perfect camouflage among underwater plants and detritus, making it nearly invisible to predators and prey alike. ✨ #ocean⚡#camouflage⚡#crustacean 👉subscribe Interesting Planet
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@githubtrending · Post #15448 · 01/29/2026, 02:00 AM
#typescript#ai#assistant#clawd#crustacean#moltbot#molty#own_your_data#personal Moltbot is your personal AI assistant that runs on your devices like Mac, Linux, or Windows. It chats on WhatsApp, Telegram, Slack, Discord, and more, with voice on phones and live visuals. Install easily with `npm install -g moltbot@latest` then `moltbot onboard`. Use top models like Claude Opus for smart replies. It remembers talks, runs tasks, sends reminders, and builds skills itself. You gain a fast, private helper that acts first—handling emails, calendars, and chores proactively to save time and boost productivity every day. https://github.com/moltbot/moltbot