Agents and RL — AI Training Data Guide

Reinforcement learning environments and the modern RL stack

Learn what reinforcement learning environments are and how teams build, scale, and evaluate them with the modern RL stack.

Learn how to build RL evaluation datasets with verifiable ground truth, controllable difficulty, and no contamination risk.

How to build ground-truth-labeled test data and simulated environments for training and evaluating AI agents at scale.