#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
#FXS/USDT analysis :
#FXS has broken below the 200 EMA and the support zone. It is advisable to wait for a price retest of this zone for a potential short entry, as the price is anticipated to decline further, targeting lower levels.
TF : 4h
Entry : $3.455
Target : $2.400
SL : $3.945
#FXS/USDT analysis :
#FXS has successfully broken out and retested the swing high resistance following the breakout of the trendline in an established uptrend. The price is expected to sustain its bullish momentum and aim for previous highs.
TF : 30min
Entry : $4.762
Target : $5.080
SL : $4.526
#FXS/USDT analysis :
#FXS is currently in a downtrend and is expected to maintain its bearish momentum. For a short entry, wait for the price to break the current support zone, entering on a break below the $1.814 level. The previous lows will serve as target levels.
TF : 15min
Entry : $1.814
Target : $1.797
SL : $1.826
#FXS/USDT analysis :
#FXS is in a downtrend, forming lower lows (LLs) and lower highs (LHs) structure. The price is currently trading in the resistance zone near the 200 EMS. It is expected to be rejected from that area and continue its bearish momentum.
TF : 30min
Entry : $1.734
Target : $1.651
SL : $1.792