Operationalizing Policy Enforcement for LLM Deployments
What it actually takes to make a stated safety policy enforceable in production.
What this is
A study of the gap between stated safety policies for LLM deployments and enforceable ones — the operational, organizational, and technical work required to make a policy something a deployed system actually satisfies. The paper draws on real deployment patterns from production-scale LLM systems and characterizes where stated policies tend to break down: policy ambiguity at the spec level, observability gaps at the system level, and incentive misalignment at the organizational level.
Why it matters
Safety policies that look well-defined on paper frequently fail to translate into deployed behavior. Understanding why is necessary for any serious account of “responsible deployment” — and the answer is rarely a missing technical capability. More often, it’s a missing seam between teams, between systems, or between a policy and the surface area where it has to hold.