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FRAMEWORKERS: A Dynamic Multi-Agent Framework for AI-Generated Video Production

arXiv · AI, language, vision and robotics · article · Aug 30, 2026 · UTC

Modern video generators excel at synthesizing individual clips, but complete video production requires coordinating a long sequence of interdependent creative steps, including scripting, storyboarding, generation, and editing. It further demands persistent asset management and dynamic task orchestration as intermediate outputs, dependencies, and execution states evolve over time. Existing automated systems typically rely on rigid pipelines that are difficult to adapt to diverse inputs and changing workflows, while general-purpose large language models (LLMs) remain unreliable for long-horizon

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