#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
Ventoy — fleshkani bir marta tayyorlab, keyin unga istagancha ISO faylni oddiy copy-paste qilib boot qiladigan dastur. Har safar Rufus kabi qayta format qilish shart emas.
Nega zo'r:
✅ Bitta fleshkada birqancha ISO fayllarni saqlasa bo'ladi
✅ ISO ni “yozish” shart emas — tashlab qo'yasiz xolos
✅ UEFI + Legacy BIOS ishlaydi
✅ Secure Boot qo‘llaydi
✅ 4 GB dan katta ISO ham bemalol ishlaydi
Masalan, 64 GB fleshka bo‘lsa ichiga:
Windows 10.iso
Windows 11.iso
Windows 7.iso
solib qo‘yasiz. Kompyuterni fleshkadan yoqasiz, menyu chiqadi — qaysi ISO kerak bo‘lsa tanlaysiz.
Batafsil to'liqroq tushunish uchun ushbu videoni ko'ring: link
📊Bizning barcha loyihalar | #ventoy
Ventoy
https://www.ventoy.net/en/index.html
Ventoy is an open source tool to create bootable USB drive for ISO/WIM/IMG/VHD(x)/EFI files.
With ventoy, you don't need to format the disk over and over, you just need to copy the ISO/WIM/IMG/VHD(x)/EFI files to the USB drive and boot them directly.
You can copy many files at a time and ventoy will give you a boot menu to select them (screenshot).
x86 Legacy BIOS, IA32 UEFI, x86_64 UEFI, ARM64 UEFI and MIPS64EL UEFI are supported in the same way.
Most type of OS supported (Windows/WinPE/Linux/Unix/VMware/Xen...)
#Ventoy#bootableUSBdrive#ISO#OpenSource