# SCOPE: Compiling Natural-Language Policies into Neurosymbolic Predicate Programs

> Source: <https://aiflash.com/news/137811/>
> Published: 2026-10-23 03:00:00+00:00

Policy enforcement for LLM agents has shifted from single-turn content moderation to compound, application-specific policies evaluated over multi-turn transcripts and tool-call trajectories. Fine-tuned guardrail models are efficient but degrade on compound policies, and while LLM-as-a-judge approach
