Policy-driven agents are agents whose behavior is governed by explicit policies rather than prompt instructions alone. Policies can determine tool permissions, data access, escalation rules, safety constraints, budgets, and deployment actions.
Policy-driven design makes agent behavior easier to test and govern. If a rule matters, encode it outside the model when possible, expose it in traces, and evaluate whether the agent followed it.