HubLensAIHBAI-Ltd/Toonflow-app
// archived 2026-04-29
7,460

// summary

Toonflow-app is an AI workbench designed for short drama production, achieving full-process automation from script to video through an infinite canvas and a three-layer Agent collaboration system. The platform supports chapter event graph-driven adaptation and provides a programmable provider system to flexibly integrate various AI models. Users can leverage its persistent memory system and modular skill configuration to significantly improve the efficiency and consistency of short drama creation.

// technical analysis

Toonflow is an AI workbench designed specifically for short drama production, adopting a closed-loop architecture of "planning-scriptwriting-storyboarding-production" to achieve automated conversion from novels to videos through AI technology. By utilizing an infinite canvas workbench and a three-layer Agent collaboration system, the project solves the problems of cumbersome processes and low efficiency in traditional short drama production, significantly improving the consistency and stability of creation. Its technical highlights include the introduction of a persistent Agent memory system and programmable provider logic, allowing developers to flexibly integrate multiple models without modifying the source code, reflecting high scalability and engineering design.

// key highlights

01
The infinite canvas workbench supports the free arrangement of scripts, characters, and materials, breaking the limitations of linear creation.
02
The three-layer Agent collaboration system covers decision-making, execution, and supervision, ensuring complex task decomposition and final output quality.
03
The local ONNX-based persistent memory system achieves continuity in multi-round creation through semantic recall.
04
The programmable provider system supports TypeScript logic hot-updates, allowing flexible switching of AI models without restarting.
05
The chapter event graph-driven adaptation mechanism effectively solves the problem of information loss in long-text processing.
06
Core prompts are externalized as Markdown Skill files, supporting quick online tuning to adapt to different creative styles.

// use cases

01
Novel-to-film adaptation and script development
02
Short video content creation and asset generation
03
AI-driven automated storyboarding and video production

// getting started

Users can download the installation package for their corresponding operating system from GitHub or Gitee, and log in using the default account admin/admin123 after startup. After configuring text, image, and video model providers in the settings center, you can create a new project, import the original work, generate a script via ScriptAgent, and complete storyboarding and video export in the ProductionAgent's infinite canvas.