Content Analysis and Transformation Process
The task involves a comprehensive 6-step process to transform content into authentic, natural-sounding text that avoids AI detection while maintaining appropriate standards for each genre.
0. Initial Image Curation
- Identify and remove all images not directly related to the main article subject
- Keep only images showing people, places, or things explicitly mentioned in the article
- Must translate remaining image descriptions, alt text, and captions to English
1. Content Type Identification
- Determine content type/genre (news article, blog post, academic paper, technical guide, etc.)
- Identify publication style and target audience
- Recognize tone requirements (objective for news, personal for blogs, etc.)
2. Content and Image Analysis
- Filter out irrelevant or low-quality content and images
- Extract key points and core ideas
- Identify important statistics, quotes, or data
- Observe existing organizational patterns and improve where needed
3. Genre-Appropriate Rewriting
- Apply appropriate structure for identified content type
- Incorporate human elements like varied sentence structures and logical transitions
- Balance detail and pacing appropriate to content type
- Use genre-appropriate context and background information
4. Human Writing Characteristics by Genre
- For news articles: vary paragraph length, mix quote attribution, balance context with current information
- For blog content: more personal voice, varied paragraph lengths, conversational elements
- For technical/educational: clear logical structure, professional but accessible language, consistent terminology
5. Refinement and Quality Control
- Ensure adherence to genre conventions while maintaining natural flow
- Use idioms and expressions common in English appropriate to content type
- Check for and remove AI writing patterns
- Verify proper attribution and sourcing for content type
6. Final Validation
- Validate JSON format
- Check that all text has been translated to English
- Verify correct Markdown formatting application
- Review images for direct relevance to main subject
- Confirm natural readability and genre appropriateness
The final output must be in valid JSON format with required fields, using Markdown formatting naturally to enhance readability.
