liuhaisi2026212-maker/taishang-laojun

What it solves

This project addresses the common struggle of short-video creators who have ideas but struggle to turn them into engaging, authentic scripts. It moves away from generic AI-generated content that sounds robotic or lacks substance, focusing instead on transforming personal experiences and specific details into actionable, high-quality video scripts.

How it works

It functions as a "control center" for your AI agent, utilizing a set of seven core judgment principles derived from the content creation experience of creator "Liu Ye." Instead of just writing text, the AI acts as a partner that:

• Interviews you to understand your unique perspective and goals.
• Analyzes your specific life experiences or raw ideas.
• Provides concrete advice on what to film, how to open the video, and what visual evidence to include.
• Refines drafts to remove "AI-flavor" (generic fluff) and ensures the content is grounded in your reality.

Who it’s for

It is designed for short-video creators, individuals looking to document their lives, or professionals managing social media accounts who want to create content that feels personal and grounded rather than generic.

Highlights

• Action-Oriented: Focuses on what you can film today, not abstract theories.
• Personalized: Forces the AI to use your specific details (e.g., "I have 300 chickens in the mountains") rather than generic templates.
• Judgment-Based: Teaches the AI to think like a creator, prioritizing audience psychology and authentic evidence over empty buzzwords.
• Flexible Integration: Compatible with various agent platforms like Claude Code, Cursor, and standard chat-based AI bots.
• Iterative Process: Supports refining existing content, breaking down viral videos to learn from them, or starting from scratch based on your daily activities.