ViMax: The Agentic Video Generation Framework That Turns Ideas Into Films

In today’s world of fast-moving creativity, ideas come easily—but turning them into full-fledged videos remains a complex process.
ViMax changes that.

This innovative framework introduces a new way to generate videos directly from your imagination—no editing experience, no film crew, and no manual animation required.
From a short idea to a cinematic sequence, ViMax automates every step of storytelling through an intelligent multi-agent system designed for end-to-end video generation.


💡 What Is ViMax?

ViMax is an agentic video generation framework that transforms text-based inputs—ideas, scripts, or novels—into complete videos.
Its foundation lies in automated storytelling: the ability to understand narrative structure, visualize scenes, maintain stylistic consistency, and render final footage seamlessly.

In other words, you focus on telling the story.
ViMax takes care of everything else—from scene planning to visual synthesis.


🎨 What Can You Create With ViMax?

Use Case What It Does Ideal For
🌟 Idea to Video Converts an abstract idea into a structured video narrative Creators who want to visualize stories quickly
🎭 Novel to Video Adapts long-form text into multi-episode videos with consistent characters Writers, novelists, literature vloggers
⚙️ Script to Video Builds cinematic shots from any script Filmmakers, screenwriters, students
🤳 Interactive Cameo Generates a video where you appear as a character using your own photo Personal storytelling, social media creators

🚀 What Makes ViMax Different?

Traditional video creation requires scriptwriting, storyboarding, shooting, editing, and post-production—each handled by separate professionals.
ViMax redefines this workflow by using AI-driven multi-agents that automate the entire pipeline.

Here’s what ViMax brings to creators:

  • One-click generation: Produce complete videos from a single text input.
  • Unlimited creativity: Any concept—short story, movie scene, or idea—can become a visual narrative.
  • Audio-visual harmony: Voices, effects, and visuals are automatically synchronized.
  • Studio-quality visuals: Character consistency, shot composition, and cinematic style are all maintained.
  • Interactive storytelling: Upload your own photo to star in your own story.

ViMax bridges the gap between imagination and production—empowering creators to focus purely on creativity.


🎯 The Problems ViMax Solves

Making videos is often time-consuming, fragmented, and technically demanding.
Even with modern AI tools, creators still face major challenges:

Challenge What Usually Happens ViMax’s Solution
Gathering reference images Hours spent finding consistent visuals Automatically aligns characters, environments, and style references
Image quality inconsistency AI often produces mismatched frames Built-in multi-model consistency validation
Script development Professional writing requires structure and pacing Automated long-script analysis and segmentation
Storyboarding Requires artistic and cinematic knowledge AI-generated camera angles and shot lists
Scene transitions Manual work to maintain continuity Automated scene linking and pacing
Visual coherence Long videos lose stylistic uniformity Global aesthetic control across scenes
Production efficiency Editing and rendering take time Parallel multi-shot processing speeds up generation
Long video scalability AI clips are often too short Supports cross-scene continuity for multi-minute outputs

In essence:

ViMax doesn’t just make video creation faster—it makes it accessible, scalable, and consistent.


🏗️ Inside the ViMax Architecture

ViMax is structured like a digital film studio, powered by intelligent collaboration between specialized AI agents.
Each agent is responsible for one stage of production, orchestrated by a central controller.


🧭 Overview

At a high level, the ViMax system includes:

  1. Input Layer – Accepts creative prompts, scripts, reference images, and style preferences.
  2. Central Dispatcher – Manages task allocation, resources, and retry logic.
  3. Understanding and Planning – Parses narrative intent and translates it into scene structures.
  4. Visual Asset Planning – Selects or generates references for appearance and style.
  5. Consistency Module – Tracks characters and environments across scenes.
  6. Visual Composition Engine – Generates frames, selects the best ones, and assembles them into videos.
  7. Output Layer – Delivers finished videos and logs.

This modular approach ensures that every video—no matter how long or complex—maintains coherence and quality from start to finish.


🧩 System Components Explained

Module Description
🧾 Script Understanding Extracts characters, settings, and visual cues from text
🎥 Scene & Shot Planning Converts story beats into camera-level shot sequences
🧪 Visual Asset Planning Determines visual references and prompt structures
🗂️ Asset Indexing Organizes frames, embeddings, and reusable data
♻️ Continuity Control Tracks roles, objects, and environment consistency
✂️ Visual Assembly Combines generated images into time-synced sequences
🚀 Output Layer Produces final video files, logs, and directories

Each module communicates through a central orchestrator, forming a tightly integrated multi-agent ecosystem.


🤖 Multi-Agent Workflow

ViMax’s multi-agent pipeline mirrors the structure of a real production team:

  1. Script Agent – Reads your text and identifies scenes, characters, and actions.
  2. Storyboard Agent – Translates narrative intent into visual frames.
  3. Visual Agent – Handles composition, reference alignment, and prompt creation.
  4. Quality Agent – Evaluates frame consistency using multi-modal comparison.
  5. Assembly Agent – Merges shots into seamless scenes.
  6. Coordinator Agent – Manages flow, retries, and global coherence.

Together, these agents simulate the creative process of professional video production—autonomously.


🧠 Core Capabilities

ViMax is designed for both creative flexibility and technical precision.
Here’s what it can do:

Capability Function
🧬 Long Script Generation Uses retrieval-augmented reasoning to segment and process long narratives
🪄 Expressive Storyboarding Creates camera-based sequences aligned with emotional pacing
🔮 Multi-Camera Simulation Emulates multiple viewpoints to add cinematic depth
🧸 Smart Reference Selection Chooses the most relevant reference frames for visual accuracy
⚙️ Prompt Automation Automatically generates descriptive prompts for each frame
Visual Consistency Checking Compares multiple outputs to ensure coherence
Parallel Shot Generation Processes multiple shots simultaneously for faster results

This design makes ViMax particularly suited for creators who value control over story logic but don’t want to manage the complexity of filmmaking tools.


🎬 End-to-End Production: How It Works

  1. You start with an idea
    It could be a line of text, a short story, or even a simple thought.
  2. ViMax interprets your intent
    The system reads your text and extracts characters, moods, and settings.
  3. It plans shots automatically
    Scene transitions, pacing, and camera angles are generated algorithmically.
  4. Images are created and validated
    Multiple versions are produced, and the most consistent ones are chosen.
  5. Frames become motion
    Selected frames are stitched, timed, and enhanced into a video sequence.
  6. Final output is delivered
    The result: a polished video that aligns with your creative vision.

You don’t need editing skills—just your imagination.


🖥️ Quick Start Guide

Environment Requirements

Operating Systems: Linux / Windows

ViMax uses uv for environment management.

git clone https://github.com/HKUDS/ViMax.git
cd ViMax
uv sync

Generate a Video From an Idea

Edit the main_idea2video.py file:

idea = """
If a cat and a dog are best friends, what would happen when they meet a new cat?
"""
user_requirement = """
For children, do not exceed 3 scenes.
"""
style = "Cartoon"

Run the script, and ViMax will automatically generate the video.


Generate a Video From a Script

script = """
EXT. SCHOOL GYM - DAY
A group of students are practicing basketball. John, the star player, is coached by Jane.
"""
user_requirement = """
Fast-paced with no more than 20 shots.
"""
style = "Realistic"

After running the file, ViMax will process the script, design shots, generate visuals, and compile everything into a final video.


🧩 How ViMax Handles Long Narratives

One of the standout abilities of ViMax is its long-form storytelling engine.
When processing novels or multi-scene scripts, the system automatically divides text into scenes, preserving dialogue continuity and narrative flow.

This means entire stories can be transformed into episodic videos—each maintaining consistent characters and visual tone throughout.


🧰 Frequently Asked Questions

Q1: Do I need programming experience?

No. ViMax only requires basic text editing—no coding skills needed.

Q2: Does it require a GPU?

It supports multiple environments. Local GPUs speed up generation, but cloud-based setups work as well.

Q3: How does ViMax keep character visuals consistent?

The system tracks reference frames and uses visual embedding to ensure the same characters retain their appearance across scenes.

Q4: Can I use my own photo as a character?

Yes. Upload your photo, and ViMax integrates it naturally into your chosen story, matching lighting and expression.

Q5: Can it produce long, multi-episode content?

Yes. ViMax’s architecture supports segmentation and continuous generation for multi-chapter projects.


📊 Why ViMax Matters

For decades, video creation has been limited by tools, budgets, and expertise.
ViMax removes those barriers by simulating an entire creative team—within one integrated system.

It democratizes storytelling by giving everyone, from hobbyists to professionals, access to cinematic expression.

Key advantages include:

  • Rapid prototyping for creators and studios
  • Consistent multi-scene continuity
  • Lower production costs and faster iteration
  • Scalable architecture for serialized content

🧩 Glossary

Term Definition
Multi-Agent System A set of AI models collaborating to complete complex workflows
Storyboard Visual mapping of shots derived from a script
RAG (Retrieval-Augmented Generation) A hybrid approach that retrieves context before generating responses
VLM / MLLM Visual-language models used for assessing image consistency
Reference Frame A visual guide that defines appearance, color tone, or environment

🏁 Conclusion

ViMax represents a new chapter in digital storytelling—where creativity is limited only by imagination, not technical barriers.

It doesn’t replace creators; it amplifies them.
By transforming text into moving images, ViMax allows every idea, no matter how small, to become a visual experience.

Tell your story.
ViMax will bring it to life.