#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
Curated Crypto | ꘜ
🤑WTF: ETH options open interest just hit a 1.5-year high!
Degens are loading up on longs, while whales are stacking ETH at all-time record pace!
But hedge funds are going mega short - CME ETH futures short positioning just keeps smashing new records!
Green But Red in real life!
#WTF
The suspect attempted to escape an interrogation room by breaking through the wall while no one was watching—only to be caught shortly after.
@Viral_Today / #wtf
Imagine a coffee table that moves around the house by itself—well, you don’t have to anymore because it’s real. It’s just as fascinating as it is creepy.
@Viral_Today / #wtf