This article offers a practical overview of reinforcement learning (RL), focusing on its use in training reliable AI agents. It discusses the efficiency of fine-tuning with LoRA, key benefits for production workloads, and introduces Weights & Biases' new Serverless RL offering. The e-book also highlights future trends in RL.