In this article, you will learn how to build production-grade LLM systems by following a structured six-step LLMOps roadmap covering observability, evaluation, cost control, and agent orchestration.

Topics we will cover include:

How LLMOps differs from traditional MLOps, and what foundational skills you need before touching any LLMOps tooling.

How to instrument LLM calls with full tracing, build and evaluate RAG pipelines using RAGAS, and implement cost controls with model routing.

A step-by-step learning plan that takes you from your first LLM API project through deploying and evaluating production agent systems.