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Free Lesson

Training Agents with Reinforcement Learning

60 min
Jun 12, 2025 6:00 PM
Virtual (Zoom)

In this video

What you'll learn

A crash course in RL for LLMs

Overview of RL basics: policies, actions, environments, rewards, how it relates to LLMs via GRPO

How to build "RL-ready" agents

Walkthrough of building a search agent + how to prototype environments via tool integrations + offline evaluations

Tips and tricks for RL training

Recipes for improving your agent via online RL training with GRPO

Why this topic matters

2025 is the Year of the Agents, everyone's talking about RL, but it might seem complicated and inaccessible. It doesn't have to be. RL gives you a set of tools for actually improving your agent models to be performant and cost-effective without relying on closed-source API models.

You'll learn from

Will Brown

Will Brown

Research Lead at Prime Intellect

See all products from Will Brown & Kyle Corbitt