Fugu Ultra orchestrates complex 3D rendering

While multi-agent orchestrators are typically evaluated on coding or logic benchmarks, using them to coordinate specialized creative and 3D generation pipelines demonstrates the versatility of learned routing policies over static monolithic models. The success of Fugu Ultra showcases how coordinating multiple specialized models can yield state-of-the-art outputs without needing a massive single model. Expanding orchestration to 3D rendering indicates that multi-agent routing can handle complex, multi-modal asset creation pipelines, while deploying via a swappable model pool makes the system robust against single-provider outages or export restrictions.