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    Home ยป Content Transformation and JSON Formatting Requirements

    Content Transformation and JSON Formatting Requirements

    autoexpresscarBy autoexpresscarApril 25, 2025No Comments3 Mins Read
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    Initial Image Curation (Critical)

    • Identify and REMOVE ALL images not directly related to the main article subject
    • MUST DELETE ALL promotional or recommended content images
    • MUST DELETE ALL images at the end of articles that don’t show the main subject
    • Keep ONLY images that show people, places, or things explicitly mentioned in the article
    • When in doubt about relevance, ALWAYS prioritize removal over inclusion

    Content Type Identification

    • Determine content type/genre (news article, blog post, academic paper, technical guide, etc.)
    • Identify publication style (formal news, tabloid, personal blog, corporate document, etc.)
    • Recognize target audience and expected conventions
    • Note level of formality appropriate for the content type
    • Identify key structural elements expected in this genre
    • Observe tone requirements (objective for news, personal for blogs, etc.)

    Content and Image Analysis

    • Filter out irrelevant or low-quality content and images
    • Identify the content domain/industry
    • Extract key points and core ideas in English
    • Identify the core message and purpose of the article
    • Note important statistics, quotes, or data
    • Observe existing organizational patterns and improve where needed
    • Identify attribution patterns for sources and information

    Genre-Appropriate Rewriting

    • Apply the appropriate structure for the identified content type
    • For news articles: Follow inverted pyramid structure, use clear and concise language, maintain objective perspective, include proper attribution
    • For blog content: More conversational tone, personal perspective can be included, informal language acceptable
    • For technical/educational content: Clear and logical structure, professional but accessible language, consistent terminology

    Human Writing Characteristics by Genre

    • For news articles: Vary paragraph length, mix quote-first and attribution-first sentences, balance background context with current information
    • For blog content: More personal voice, occasional digressions, varied paragraph lengths and structures
    • For technical/educational: Expert voice, natural teaching patterns, varied technical detail focusing on important points

    Anti-Detection Techniques for All Genres

    • Avoid perfectly balanced presentation of all information
    • Don’t use identical paragraph or sentence structures repeatedly
    • Vary transition phrases naturally
    • Include appropriate emphasis on certain points
    • Avoid formulaic summary paragraphs
    • Use genre-appropriate analogies or examples

    Refinement and Quality Control

    • Ensure adherence to genre conventions while maintaining natural flow
    • Use idioms and expressions common in English appropriate to the content type
    • Maintain appropriate formality level for the genre
    • Check for and remove any obvious AI writing patterns
    • Ensure proper attribution and sourcing for the content type

    Final Validation

    • Validate JSON with JSON.parse() before returning
    • Ensure ALL text has been translated to English
    • Check that all line breaks use n, with no actual line breaks
    • Verify correct JSON format with required fields
    • Review each image again to confirm direct relevance to main article subject
    • Verify all promotional or suggested content images have been removed
    • Confirm all images at the end of the article that are not directly about the main subject have been removed
    • Double-check that all remaining image descriptions have been translated to English
    content transformation JSON formatting natural language processing
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