#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
Dasturlashga qo'l urgan, lekin nimadan boshlashni bilmaydiganlar uchun 3-5 yillik plan:
— Nerd rejimiga o'ting: kuniga kamida 6 soat dasturlash bilan band bo'ling
— Computer Science mavzularini chuqur o'rganing
— Muntazam algoritmik masalalarni yeching (codewars, leetcode, va hokazo)
— Bitta dasturlash tilini mukammal o'rganing
— Web, mobil, yoki desktop development uchun kerak bo'lgan texnologiyalarni o'rganing
— O’zingizni pet proyektlaringizni yarating
— Har kuni ko'p kod yozing
— Tez-tez interview qiling (ishingiz bo'lsa ham)
— Vaqtida uxlang, ovqatlaning, va sport bilan shug'ullaning
Qolgani (ish, daromad, va xurmat) o'zi keladi. Natija darxol ko'rinmaydi, lekin albatta keladi - haqiqiy yutuqlar vaqt talab qiladi.
Jarayondan zavq oling!
#Coding#ComputerScience#CS#ProblemSolving#Dasturlash#Programming#SoftwareEngineering#IT
🇷🇺 RUS / 🇬🇧 ENG / 🇺🇿 UZB
🧠📐 Математика — это не про заучивание, а про мышление!
Продолжаем разбирать задачи олимпиады Mezon прошлого года. Сегодня — пара интересных задач для 4 класса: учимся рассуждать, искать нестандартные ходы и получать удовольствие от процесса 💡
#MezonSchool#МатематическаяОлимпиада
#Математика#УчимсяДумать#Логика
🇬🇧 English
🧠📐 Math is about thinking, not memorizing!
We continue analyzing problems from last year’s Mezon Math Olympiad. Today we’re working through a couple of problems for Grade 4, focusing on reasoning, creativity, and smart strategies 💡
#MezonMath#MathOlympiad#ElementaryMath
#ThinkingSkills#ProblemSolving
🇺🇿 O‘zbekcha
🧠📐 Matematika — yodlash emas, fikrlash haqida!
O‘tgan yilgi Mezon matematika olimpiadasi masalalarini tahlil qilishni davom ettiramiz. Bugun — 4-sinf uchun bir nechta qiziqarli masala, mantiqiy fikrlash, noodatiy yechimlar va jarayondan zavqlanishga e’tibor qaratamiz 💡
#MatematikaOlimpiadasi
#MantiqiyFikrlash#MasalaYechish
AI Marketer Launches for $29
Introducing Nikolai's service, MarketOwl, which provides virtual marketing teams for small businesses. The AI-driven platform automates content creation and identifies potential customers. Currently, it supports around 100 users monthly, generating about $3k in revenue. The concept originated from Nikolai's observations of small companies lacking marketing resources, expertise, and time. After initial failures with a marketing strategy MVP, he pivoted to develop the AI marketer. Engagements in a dedicated subreddit led to high conversion rates for subscriptions. Successful products arise from addressing real audience problems. To effectively enter the market, consider using the Plan-Kapkan consisting of 35 steps for launching.
#MarketOwl#AI#Marketing#ContentCreation#SmallBusiness#SaaS#VirtualTeam#Startup#Entrepreneurship#MVP#ProblemSolving#Automation#CustomerAcquisition#AudienceEngagement#Subscription#Revenue#Strategy#PlanKapkan#BusinessGrowth#MarketingTools