lixiaoxiao9888-create/manju-laoli-skill

What it solves

This project provides an industrial-grade production pipeline for creating viral short dramas and animated shorts (specifically for platforms like Douyin and Hongguo). It solves the problem of inconsistent AI-generated content by enforcing a strict, professional directing and screenwriting workflow that AI agents and LLMs can follow to ensure high-quality audiovisual output.

How it works

The system operates as a "Skill" suite consisting of 33 professional rulebooks and modules that can be integrated into multi-agent platforms (such as OpenClaw, Coze, Dify, and WorkBuddy). It implements an "Asset-First" six-stage pipeline:

1. Project Lock-in: Initial setup.
2. Gated Screenwriting: A five-stage engine (Premise $\rightarrow$ Structure $\rightarrow$ Beat $\rightarrow$ Entity $\rightarrow$ Page) that prevents jumping straight to dialogue without a structure.
3. Dialogue Diagnosis: A seven-dimension check to eliminate unnatural "broadcast tones."
4. Asset Locking: Creating an industrial ledger for characters and scenes before storyboarding.
5. Dual-mode Storyboard: Specialized directing for both dialogue-heavy scenes (micro-expressions) and action scenes (combat scoring).
6. Prompt Rendering: Deep adaptation for Seedance 2.5, including first-last frame dual-images and native sound effects.

Who it’s for

AI content creators and directors who want to automate the production of high-quality short-form video dramas using LLMs and AI agents.

Highlights

• Asset-First Pipeline: Ensures visual consistency by locking assets before creating storyboards.
• Multi-Agent Compatibility: Ready for deployment on OpenClaw, Coze, Dify, and WorkBuddy.
• Industrial Combat Library: Includes 23 martial arts schools and specialized fantasy magic combat rules.
• Emotional Quantification: Features a 12-beat curve to quantify and visualize the emotional intensity of an episode.
• Seedance 2.5 Integration: Optimized for AI video rendering with specific rules against static scenes to ensure motion-based acting.