Communication and coordination in multi-agent video intelligence
Develop robust communication and coordination mechanisms for multi-agent collaborations in video intelligence (e.g., frameworks such as VideoMultiAgents and PreMind) to resolve the identified open challenges in effectively deploying multi-agent systems for video understanding, editing, and generation workflows.
References
Multi-agent collaborations such as VideoMultiAgents~\citep{Kugo25VideoMultiAgents} and PreMind~\citep{Wei25PreMind} further enhance performance, though communication and coordination remain open challenges.
— UniVA: Universal Video Agent towards Open-Source Next-Generation Video Generalist
(2511.08521 - Liang et al., 11 Nov 2025) in Related Work, Agents for Video Intelligence (Section 2)