Agentic LLMs in Production 2026: Multi-Agent Tools, Guardrails & Evals

You don’t ship an “agent.” You ship a loop that talks to tools, mutates state, and occasionally surprises you in production at 2 a.m. In 2026, “agentic LLMs” have moved from demo-land (prompted ReAct