Advanced Large Language Model Operations: Best Practices and Key Concepts

This book presents a practitioner-oriented treatment of LLMOps: the engineering discipline required to deploy, scale, and govern large language model systems in production. Advanced Large Language Model Operations explains why LLM deployments differ from classical MLOps — due to cost/latency economics, non-deterministic behavior, retrieval and tool-calling pipelines, and new security and compliance threat models — and translates these realities into concrete operational patterns, metrics, a...