Christoph Riedl · 2025 · ICLR 2026 Read the source Information-theoretic tests show prompt design can turn a group of agents from a mere aggregate into a higher-order collective. Personas create stable differentiation; perspective-taking prompts create goal-directed complementarity. Questions it bears on When a swarm becomes an agent From individual psychology to collective behavior