Beyond the Clip: Multi-Agents for Long-Format Generation

Diffusion models excel at short clips but suffer severe drift across extended sequences. We examine agentic video frameworks that solve this orchestration bottleneck. By decoupling production into hierarchical agents for narrative planning, identity-locked keyframing, audio-driven pacing, and code-based assembly, these systems preserve continuity, offering a scalable blueprint for autonomous, long-format video generation.