#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
#POLYX/USDT analysis :
#POLYX has rebounded from the previously respected support zone and is currently trading above a minor support level. The price is expected to move upward from this level and test the swing high resistance.
TF : 2h
Entry : $0.1790
Target : $0.2036
SL : $0.1688
#POLYX/USDT analysis :
#POLYX has broken out and retested the support zone above the 200 EMA. The price is expected to continue its bullish momentum and test previous highs.
TF : 15min
Entry : $0.2353
Target : $0.2593
SL : $0.2232
#POLYX/USDT analysis :
#POLYX is presently establishing a bullish channel. The price has recently rebounded from the support zone and is now progressing to test the previous swing high.
TF : 4H
Entry : $0.2231
Target : $0.2538
SL : $0.2029