Holos / Agentic Web Infrastructure Web-scale infrastructure for persistent LLM-based agents and human-agent collaboration. Mixed Human-Autonomous Traffic Systems Reinforcement learning and simulation for emergent behavior in traffic systems. Opinion Dynamics in Agent Societies Modeling social dynamics and belief formation in interacting agent populations. Research Agenda A developing research agenda around AI agents, coordination, and adaptive systems.