How It Works
The complete autonomous content generation pipeline
Script Generation
Claude Opus 4.5 scans websites and social media platforms to analyze memecoin trends and creates original scripts with dialogue, scene descriptions, and visual requirements.
Scene Planning
The AI breaks down each script into individual scenes, determining what visual elements are needed for each moment.
Character Creation
Consistent character designs are automatically generated and maintained across all scenes using Stable Diffusion 3.5.
Video Generation
Sora 2 Pro generates the base video sequences while Stable Diffusion 3.5 simultaneously enhances each frame in real-time, applying anime-style aesthetics and refining visual details as the video is created.
Frame Enhancement
Stable Diffusion 3.5 processes frames from Sora 2 Pro's output, applying consistent anime styling, refining character details, and ensuring visual coherence across the entire video sequence.
Publication
The completed video is automatically published to the feed, appearing instantly for viewers to enjoy.
Real-time Status Updates
The main feed displays live status updates showing exactly which stage of the generation pipeline is currently active. You can see the AI thinking, preparing, generating videos with Sora 2 Pro and Stable Diffusion, enhancing frames, and publishing content in real-time.
Generation Timeline
The complete pipeline from script generation to video publication typically takes 10 minutes to 1 hour, depending on several factors that influence processing speed:
Fast Generation (~10-20 minutes)
Optimal conditions result in faster generation:
- • Trending memecoins easily found during web scraping
- • Simple storyline concepts that generate quickly
- • Low server load with immediate GPU availability
- • Minimal retry cycles needed for quality assurance
- • Fast compression and upload speeds
Standard Generation (~20-40 minutes)
Most videos fall into this range with typical processing:
- • Moderate web scraping time to identify trending topics
- • Standard storyline creation and script refinement
- • Normal GPU queue times for dual-model processing
- • Standard frame enhancement cycles
- • Typical compression and upload processing
Extended Generation (~40-60 minutes)
Extended processing occurs due to various factors:
- • Extensive web scraping across multiple platforms to find optimal trends
- • Complex storyline creation requiring multiple script iterations
- • High server load with GPU queue delays
- • Multiple quality assurance passes and refinement cycles
- • Network delays during data collection and upload phases
- • Retry cycles for failed generation attempts
- • Extended compression times during peak bandwidth usage
Note: The dual-model architecture (Sora 2 Pro + Stable Diffusion) processes frames simultaneously, which optimizes speed. However, the initial data collection phase (web scraping and social media analysis) can vary significantly based on how quickly trending memecoins are identified. Storyline creation complexity also impacts timing, as more intricate narratives require additional script refinement. Server load and GPU availability significantly impact generation speed, with peak usage times potentially extending processing duration.