7 Jun 2026 · 4 min read AI Agents in Production: Evals, Guardrails, and Observability The gap between an impressive agent demo and a production system is operational, not magical. What to build around the model: evals, guardrails, observability, and a rollout plan. AI agents LLM evals AI engineering production AI