#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
#MANA/USDT analysis :
#MANA is currently in a correction phase. It is advisable to wait for the price to test the support zone before considering a long entry. With bullish momentum expected to continue, the price is likely to revisit previous highs.
TF : 1W
Entry : $0.4158
Target : $0.8556
SL : $0.3117
#MANA/USDT analysis :
#MANA is currently forming lower lows (LLs) and lower highs (LHs) while trading near the resistance zone. The price is expected to decline from this level and test previous lows. For a short entry, it is advisable to wait for a break below the $0.3370 level.
TF : 1D
Entry : $0.3370
Target : $0.2713
SL : $0.3752
#MANA is currently trading around $0.2843, testing a critical support zone ($0.25 - $0.28).This level previously acted as a strong demand zone in September 2024 before the major uptrend.🔥✅
Further,MANA is testing a critical support zone ($0.25 - $0.28). If buyers hold this level, we could see a bounce toward $0.35 - $0.38. However, a breakdown below $0.25 could lead to a further drop toward $0.20 - $0.22 .🔥✅😍👀✅🔥
#MANA has tested the SR zones and formed upside liquidity. It is forming a correction/HL till golden ratio and took small correction.🔥✅
Further, MANA have potential to go for 500% profit in ALT season .🔥✅😍👀✅🔥😳
💰#MANA has a rising wedge pattern on 6H Time frame,we expect another bullish leg from the Green zone,send it to the next level 🚀
❄️@signals_bitcoin_crypto❄️
❄️@Shadow_support0o❄️