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Source channel @githubtrending · Post #14958 · Jul 14

#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

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@fluencyinenglish · Post #7911 · 02/21/2026, 06:08 AM

Spin (verb)/(noun) Verb: to present information in a favorable or strategic way Noun: a biased or strategic way of presenting information Example (verb): The government tried to spin the economic data as a success. دولت تلاش کرد داده‌های اقتصادی را به‌گونه‌ای ارائه کند که موفقیت‌آمیز به نظر برسد. Example (noun): The press secretary put a positive spin on the policy failure. سخنگوی مطبوعاتی به شکست سیاست، تفسیر مثبتی داد. Put a spin on : present something strategically She put a positive spin on the election results. او نتایج انتخابات را به شکل مثبتی تفسیر کرد. Spin doctor : political advisor who manages public perception The spin doctor tried to downplay the scandal. مشاور سیاسی سعی کرد رسوایی را کم‌اهمیت جلوه دهد. #idioms #discourseanalysis #criticalthinking #spin #framing #ielts#cae#fce