#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
There’s a bird that smells like manure. The hoatzin, a bird found in the Amazon rainforest, has earned the nickname “the stinkbird.” Its digestive system ferments leaves the way cows digest grass, producing a strong manure-like smell. Because of this, predators often avoid it—not because it’s dangerous, but because it smells terrible.
@googlefactss#birds
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The Argentine lake duck (Oxyura vittata) holds the record for the longest penis of any vertebrate relative to its body size. Males possess a corkscrew-shaped, spiny, and often-retracted organ that can measure up to 20 cm (nearly 8 inches).
@googlefactss#birds