#python#agent#agentic_ai#grpo#kimi_ai#llms#lora#qwen#qwen3#reinforcement_learning#rl
ART is a tool that helps you train smart agents for real-world tasks using reinforcement learning, especially with the GRPO method. The standout feature is RULER, which lets you skip the hard work of designing reward functions by using a large language model to automatically score how well your agent is doing—just describe your task, and RULER takes care of the rest. This makes building and improving agents much faster and easier, works for any task, and often performs as well as or better than hand-crafted rewards. You can install ART with a simple command and start training agents right away, even on your own computer or with cloud resources.
https://github.com/OpenPipe/ART
#SPELL/USDT analysis :
#SPELL is currently in an uptrend, having demonstrated a rejection after testing the support zone. It is expected that the price will bounce back, resuming its bullish momentum and targeting higher price levels.
TF : 1D
Entry : $0.0010768
Target : $0.0020884
SL : $0.0008066
#SPELL/USDT analysis :
#SPELL has faced resistance at the 200 EMA and has broken below the trendline, indicating a continuation of its downtrend. The formation of lower lows (LLs) and lower highs (LHs) suggests this bearish trend is likely to persist until it reaches previous lows.
TF : 4h
Entry : $0.000740
Target : $0.000550
SL : $0.000865
#SPELL/USDT analysis :
#SPELL is currently in an uptrend, trading above the 200 EMA. The price is undergoing a corrective phase and is expected to test the support zone. A bounce from this level is anticipated, which would allow the price to continue its bullish momentum. It is advisable to wait for the price to retest and show signs of a bounce from the support zone before considering a long entry.
TF : 4H
Entry : $0.0007415
Target : $0.0009850
SL : $0.0006443
#SPELL/USDT analysis :
#SPELL has recently broken below the 200 EMA and previous support levels, and it has retested these levels. It is now likely to continue its bearish momentum and test the previous lows.
TF : 4h
Entry : $0.000537
Target : $0.000492
SL : $0.000561
#SPELL/USDT analysis :
#SPELL is trading in the resistance zone below the 200 EMA. It is expected that the price gonna face rejection at this level and continue moving downwards. It is advisable to wait for the price to break below the $0.000532 level for an entry.
TF : 2H
Entry : $0.000532
Target : $0.000455
SL : $0.000569
#SPELL LONG
📌Симпатично выглядит технически.
▪График слева - зеркальный уровень, мы видим как тестирует с обратной стороны несколько раз, кажется готовится прорыв.
▪График справа - готовится пробой контртрендовой линии, стоим у границы.
▪Вход: 0.000517$
▪Тейк: буду обновлять.
⚠️Cтоп: 0.00044(-14%)
пс: учитываем, что это альткоин... берем не больше 10% в сделку.
LINK - Maximus Trade|TWITTER