Understanding how AI agents form and spread beliefs collectively requires both mechanistic tracing of individual agent influence and statistical theories of group dynamics—neither alone is sufficient as populations scale.
This paper introduces the Flag Game, a simplified model where AI agents with limited individual information exchange beliefs to collectively identify a hidden flag.