From LLM narratives to parameterized cooperation policies in multi-agent systems
The LLM Influence Compiler (LIC), a solver–critic pipeline that compiles natural-language cooperation directives into structured, parameterized influence policies defined over a five-field schema, lays the groundwork for constitutional oversight of LLM-mediated influence in artificial societies.