WorldWeaver (W^2) is a new streaming multi-agent video diffusion model designed to maintain consistent world states across multiple agents and evolving views. Unlike traditional autoregressive pipelines that rely on observation history, this model utilizes cross-agent world state registers to ensure state persistence. This approach enables more effective interaction within multi-agent and multi-view environments.