This document outlines planned enhancements and features for the MediBrief project.
Integrate Runway's Gen-2 API to enhance video generation capabilities with AI-generated scenes, providing more professional and engaging visual content for medical paper summaries.
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API Integration
- Set up Runway Gen-2 API authentication
- Create API client wrapper with rate limiting and error handling
- Implement token management and usage tracking
- Add configuration options in
config.yaml
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Prompt Engineering
- Develop a system to convert paper content into effective Runway prompts
- Create templates for different types of medical content (clinical trials, case studies, etc.)
- Implement prompt optimization based on medical specialty
- Design a feedback loop to improve prompt quality based on results
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Scene Generation
- Create title sequences with paper information
- Generate visual representations of medical concepts
- Develop specialized prompts for different paper sections (abstract, methods, results, etc.)
- Implement style consistency across generated scenes
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Integration with Existing Content
- Develop methods to incorporate extracted figures and charts from papers
- Create text overlay system for key points and clinical relevance
- Implement blending techniques between AI-generated scenes and static content
- Design transitions between different content types
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Post-Processing Pipeline
- Add subtitle generation synchronized with narration
- Implement scene composition to create a cohesive video
- Develop audio-visual synchronization system
- Create quality assurance checks for generated videos
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Performance Optimization
- Implement caching for commonly used scenes or templates
- Develop parallel processing for multiple scene generation
- Create fallback mechanisms when API is unavailable
- Optimize for cost efficiency (token usage)
- Add Runway API client library to
requirements.txt - Create new module
video_generation/runway_generator.py - Update orchestrator to support Runway video generation as an option
- Extend configuration schema to include Runway API settings