Production-grade LLMs and agents: a field guide

This article outlines a maturity model for deploying large language models (LLMs) and AI agents in production, emphasizing the importance of deterministic systems, evaluation, confidence calibration, safety, and observability beyond just model size. It details seven progressive levels from prototype notebooks to disciplined, production-grade builds, guiding teams to identify and improve their weakest areas for reliable AI deployment.