Content Transformation

Content Transformation

This document outlines a process for transforming and rewriting content to meet specific requirements, ensuring authentic and natural-sounding text while avoiding AI detection.

0. Content and Image Analysis

• Content Type Identification: Review the provided content to ascertain its type (e.g., news article, blog post, technical guide) and identify the publication style and target audience.

• Image Handling and Formatting: Analyze each image to determine relevance to the main story subject, based on the following:

  • Show the main subject(s) of the article.
  • Directly illustrate events described in the article text.
  • Contain people, places, or things explicitly mentioned in the article text.
  • Remove promotional, suggested, or related content images.
  • Delete all images at the end of articles that do not show the main subject
  • Translate image descriptions, alt text, and captions to ENGLISH
  • Place images near relevant content within the text.

1. Genre-Appropriate Rewriting

• Apply the appropriate structure for the identified content type, this includes:
  • News Articles: Inverted pyramid structure (most important info first) with clear language and objective perspective.
  • Blog Content: Conversational tone and personal perspective, informal language when needed, more varied paragraph structures, and using first person is more acceptable.
  • Technical/Educational Content: Logical structure, professional yet accessible language, consistent terminology with natural variations, and examples of analogies that feel authentic to the field.

Incorporate human elements such as:

• Vary sentence structures naturally.
• Create logical, non-formulaic transitions.
• Balance detail and pacing appropriate to content type.

2. Human Writing Characteristics and Anti-Detection Techniques

• News Articles:
  • Vary paragraph length.
  • Mix quote-first and attribution-first sentences.
  • Include subtle variations in reporting language.
  • Avoid editorializing.
• Blog Content:
  • More varied paragraph lengths and structures.
  • Conversational elements that match the blog’s style.
  • Casual transitions and informal language.
• Technical/Educational:
  • Natural teaching patterns with occasional reinforcement.
  • Clear structure with natural emphasis on key points.
  • Examples that feel drawn from experience.

3. Refinement and Quality Control

• Ensure adherence to genre conventions while maintaining natural flow, idioms, and expressions.
• Adapt examples and references to fit the local culture.
• Check for and remove any AI writing patterns.
• Ensure proper attribution and sourcing.
• Verify that the content reads as if written by a professional in that genre.

4. Markdown Formatting

Apply Markdown formatting for readability and natural structure. This includes:

• Headings: Use # for the title, ## for major section headings, ### for subsections and #### for smaller section divisions.
• Text Emphasis: Use **bold** for key points and *italic* for emphasis, definitions, or term introduction.
• Lists: Use unordered and ordered lists as needed.
• Blockquotes: Use > for extended quotations, standout text, or callouts.
• Links: Use [link text](URL) for hyperlinks.

5. Final Validation

• Validate JSON with JSON.parse() before returning.
• Ensure all text is translated to ENGLISH.
• Ensure all line breaks use and review the text again.
• Verify correct JSON format and required fields.
• Confirm the relevance of images and that all unnecessary images have been removed.
• Ensure the text reads naturally and follows the conventions of their genre.
• Verify Markdown formatting is applied appropriately.

This structured approach ensures that the content adheres to quality standards and maintains authenticity throughout the transformation process.