#220 · Primary category: Education & Research

hands-on-modern-rl

agent agentic agentic-ai agentic-rl dpo grpo llm llm-alignment ppo pytorch reinforcement reinforcement-learning rl rlhf sft tutorial

🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.

Project last updated:08/28/26

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Why we included this project

Hands-on Modern RL is aimed at engineers who ship ML models but have only a fuzzy grasp of how PPO, DPO, and GRPO training actually work. The course is practice-first: it starts with reinforcement learning fundamentals and builds toward LLM post-training, RLVR, and agentic systems. Each concept comes with runnable experiment code and line-by-line code maps that show how a formula becomes a training loop you can edit. It is published as an open online course with a downloadable PDF, so a team can work through it at its own pace and a lead can point newcomers to it. If alignment or RLVR is new territory for you, this is a good place to build intuition before you commit to a framework.

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