#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
📊#XVG – POSITION UPDATE
Placed initial bids in the $0.0076 – $0.0078 zone.
This area is acting as a key decision level.
If the weekly candle closes above $0.0078, it would mark the first confirmed breakout since 2024.
In that case, continuation setups will be considered.
Until then, patience matters.
#XVG/USDT analysis :
#XVG is currently consolidating sideways. The price has tested and held support. A rebound from this support level is anticipated, with the target being the resistance level.
TF : 4h
Entry : $0.005600
Target : $0.007415
SL : $0.004360
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