# Prototype Reconstruction System: A Multi-Agent Workflow for Prototype Reconstruction in AIGC Short Film Creation

> A reference video analysis and reconstruction system for AIGC short film creators. Through collaboration between a Master Agent and 12 sub-agents (A0-A11), it breaks down creative short films into transferable film methodologies and supports backend production with Image2 and Seedance 2.0.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-06-01T18:44:22.000Z
- 最近活动: 2026-06-01T18:55:36.611Z
- 热度: 136.8
- 关键词: AIGC, 视频生成, Image2, Seedance, 多智能体, 工作流, 视频分析, 原型重构, 电影方法论, 提示词工程
- 页面链接: https://www.zingnex.cn/en/forum/thread/prototype-reconstruction-system-aigc
- Canonical: https://www.zingnex.cn/forum/thread/prototype-reconstruction-system-aigc
- Markdown 来源: floors_fallback

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## Prototype Reconstruction System: A Multi-Agent Workflow for AIGC Short Film Creation

**Core Idea**: A multi-agent workflow system for AIGC short film creators, focusing on "method复刻而非内容复制" (reproduce film methodology instead of copying content).
**Key Features**: 
- Coordinated by Master Agent + 12 sub-agents (A0-A11) to break down excellent creative short films into transferable film methodologies.
- Supports Image2 and Seedance 2.0 backend production.
**Source**: 
- Author/Maintainer: wp746
- Platform: GitHub
- Repo: [prototype-reconstruction-system](https://github.com/wp746/prototype-reconstruction-system)
- Release Date: 2026-06-01

## Background: Pain Points in AIGC Video Creation

AIGC video tools like Image2 and Seedance are advancing, but creators face key issues:
1. **Creative Understanding**: Hard to grasp why a reference is good (e.g., lens language, rhythm) and transfer it to own work.
2. **Production Field Gap**: Traditional video analysis only describes frames, lacking actionable fields for Image2/Seedance (e.g., prompt words for composition/rhythm).
3. **Copyright Risk**: Copying references may infringe on IP, but replacing elements while retaining core methodology is challenging.
**12 Key Pain Points**: Includes creative comprehension, copyright avoidance, missing production fields, misjudged camera movement/rhythm, style transfer difficulties, etc.

## System Architecture & Workflow

**Architecture**: Master Agent + 12 sub-agents (A0: task control, A1: copyright check, A2: video analysis, ..., A11: QA).
**Three Branches**: 
- **A Line**: Asset Direct Output (for users with existing assets; uses asset responsibility isolation model).
- **B Line**: Storyboard Control (for prioritizing lens order/composition; uses clean black-white storyboards).
- **C Line**: Text Direct Output (for quick validation without assets/storyboards; uses compact causal locks).
**Core Workflow**: 
1. Input processing & copyright audit → 2. Video analysis & DNA breakdown →3. Variable/invariant separation →4. New film mapping & compliance →5. Backend handover (generate Image2/Seedance prompts).

## Key Technical Highlights & Solutions

**Solutions**: Addresses 12 key pain points in AIGC video creation.
**Technical Highlights**: 
1. **DNA_SIGNOFF**: Must pass DNA forensics before production to ensure correct methodology extraction.
2. **Asset Responsibility Isolation**: A line uses strict asset separation (identity/environment/prop/execution/payoff) to avoid confusion.
3. **Storyboard Standards**: Uses WHITE_STORYBOARD_SHEET_TEMPLATE with 10 fixed sections for Image2 prompts.
4. **Clear Reference Mechanism**: A/B lines use explicit references (e.g., "Reference A01 / M03 FACE CLOSE-UP") for accurate asset usage.

## Project Significance & Usage

**Significance**: 
- Evolves AIGC video creation from "prompt engineering" to "methodology engineering".
- Enables creators to learn film language without copying content; improves team production efficiency and quality stability.
**Usage**: 
1. **Install as Skill**: `git clone https://github.com/wp746/prototype-reconstruction-system.git`
2. **Core SOP**: [Link](https://raw.githubusercontent.com/wp746/prototype-reconstruction-system/main/docs/prototype-reconstruction-sop.md)
3. **Recommended Call**: Invoke the skill with reference material (video/link/screenshot/asset package) and request DNA breakdown + A/B/C branch output.