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video_editing_agents [2026/03/25 14:52] – Create page: LLM agents for video editing agentvideo_editing_agents [2026/03/30 22:39] (current) – Restructure: footnotes as references agent
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 ====== Video Editing Agents ====== ====== Video Editing Agents ======
  
-LLM-powered agents for video editing enable prompt-driven autonomous editing workflows, transforming natural language instructions into structured edit operations over long-form video content through hierarchical semantic indexing and agentic planning.+LLM-powered agents for video editing enable prompt-driven autonomous editing workflows, transforming natural language instructions into structured edit operations over long-form video content through hierarchical semantic indexing and agentic planning.(([[https://arxiv.org/abs/2509.16811|"Prompt-Driven Agentic Video Editing with Hierarchical Semantic Indexing" (2025)]]))
  
 ===== Overview ===== ===== Overview =====
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 ===== Prompt-Driven Agentic Video Editing ===== ===== Prompt-Driven Agentic Video Editing =====
  
-The framework introduced in the prompt-driven agentic editing paper uses a modular, cloud-native pipeline for long-form video comprehension and editing:+The framework introduced in the prompt-driven agentic editing paper uses a modular, cloud-native pipeline for long-form video comprehension and editing:(([[https://arxiv.org/abs/2509.16811|"Prompt-Driven Agentic Video Editing with Hierarchical Semantic Indexing" (2025)]]))
  
   * **Ingestion Module**: Processes raw video into analyzable segments   * **Ingestion Module**: Processes raw video into analyzable segments
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 ===== LAVE: Agent-Assisted Video Editing ===== ===== LAVE: Agent-Assisted Video Editing =====
  
-LAVE (LLM Agent-assisted Video Editing) implements a semi-autonomous workflow where the agent collaborates with the user:+LAVE (LLM Agent-assisted Video Editing) implements a semi-autonomous workflow where the agent collaborates with the user:(([[https://arxiv.org/abs/2402.10294|Wang et al. "LAVE: LLM-Powered Agent-Assisted Video Editing" (2024)]]))
  
 **Backend Processing**: Video frames are sampled every second, captioned using VLMs (e.g., LLaVA), then processed by GPT-4 to generate titles, summaries, and unique clip IDs, converting visual content to text for LLM processing. **Backend Processing**: Video frames are sampled every second, captioned using VLMs (e.g., LLaVA), then processed by GPT-4 to generate titles, summaries, and unique clip IDs, converting visual content to text for LLM processing.
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   - **Execute State**: Agent performs approved actions sequentially, presenting results for user refinement   - **Execute State**: Agent performs approved actions sequentially, presenting results for user refinement
  
-A user study with 8 participants (novices to experts) demonstrated LAVE produces satisfactory videos rated as easy to use and useful, enhancing creativity and the sense of co-creation.+A user study with 8 participants (novices to experts) demonstrated LAVE produces satisfactory videos rated as easy to use and useful, enhancing creativity and the sense of co-creation.(([[https://arxiv.org/abs/2402.10294|Wang et al. "LAVE: LLM-Powered Agent-Assisted Video Editing" (2024)]]))
  
 ===== Story-Driven Editing ===== ===== Story-Driven Editing =====
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 | LAVE | Semi-autonomous (user approves) | Brainstorming + storyboarding | 8 participants, positive | | LAVE | Semi-autonomous (user approves) | Brainstorming + storyboarding | 8 participants, positive |
 | VideoAgent | Agentic framework | Understanding + editing | General performance | | VideoAgent | Agentic framework | Understanding + editing | General performance |
- 
-===== References ===== 
- 
-  * [[https://arxiv.org/abs/2509.16811|"Prompt-Driven Agentic Video Editing with Hierarchical Semantic Indexing" (2025)]] 
-  * [[https://arxiv.org/abs/2402.10294|Wang et al. "LAVE: LLM-Powered Agent-Assisted Video Editing" (2024)]] 
  
 ===== See Also ===== ===== See Also =====
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   * [[music_composition_agents|Music Composition Agents]]   * [[music_composition_agents|Music Composition Agents]]
   * [[game_playing_agents|Game Playing Agents]]   * [[game_playing_agents|Game Playing Agents]]
 +
 +===== References =====
  
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