AI Guardrails in 2026: Policy Gates, Tool Allowlists, and Safe Autonomy for Production Agents

A practical operating model for putting AI agents and RAG systems into production: policy-as-code, narrowly scoped tools, human approvals, adversarial testing, and audit evidence that engineers can actually use.