Foresight, Scalability & Ecosystem

Multi-agent evolution, interoperability, AI Commons, scenario planning.

• Evolution from current generative tools to more autonomous multi-agent systems.
• Interoperability across institutions or within a system.
• Open standards, shared agent registries, or AI Commons approaches.
• Scenario planning for capability jumps, regulatory shifts, or major vendor changes.
• A research and innovation agenda the institution itself contributes to.