#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
#Ko‘kalamzorlashtirish
"Mohi nur kommunal" BSK xodimlari tomonidan kompaniyaga biriktirilgan "Shuhrat" mahallasidagi ko‘pqavatli uylarning atrofidagi yerlarga ishlov berilib, tuprog‘i kam maydonlarga tuproq olib kelib yotqizilmoqda. Ishlov berilgan yashil maydonlarga esa rangbarang gullar ekilmoqda.
Shu o‘rinda "Shuhrat" mahallasida yashovchi tumandoshlarimizdan uylari atrofini toza tutishlarini, ekilgan gullar uy atrofini yanada go‘zal qilib turishi uchun atrof -muhitga yanada e’tiborli bo‘lishlarini, yashil maydondagi o‘simliklarni asrab-avaylashlarini so‘rab qolamiz.
🔵@Chilonzor_tumani_hokimligi
#Ko'rsatuv
🌿''YUKSALISH'' KO'RSATUVINING BU GALGI SONI
SAMARQAND VILOYATIDA JOYLASHGAN KATTAQO'RG'ON TUMANIDAGI ISSIQSUV SIHATGOHI FAOLIYATI HAQIDA
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#Ko'rsatuv
🌿''YUKSALISH'' KO'RSATUVINING BU GALGI SONI
SAMARQAND VILOYATIDA JOYLASHGAN MIRONSHOX SIHATGOHI FAOLIYATI HAQIDA
''YUKSALISH''KO'RSATUVIDA
‼️TTV telekanali ‼️
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#Ko'rsatuv
🌸🌿“XUSH KELDING, BAHOR!” 🌸🌿
🌺 Eng go‘zal va zavqli ko‘rsatuvga marhamat!
Bahorning iliq nafasi, quvonch va yangilanishga boy onlarni biz bilan birga his eting! 🌷
Dilbar kuy-qo‘shiqlar, qadimiy urf-odatlar va ko‘tarinki kayfiyat sizni kutmoqda! 🌞✨
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