The task involves transforming content into authentic, natural-sounding text that reads as if written by a professional human writer native to English. The process requires identifying the content type and applying genre-appropriate writing conventions. It includes analyzing and deeply understanding content across various domains and restructuring it with the appropriate style for the specific content type.
The workflow involves several steps, including initial image curation, content type identification, content and image analysis, genre-appropriate rewriting, and refinement and quality control. Image handling and formatting are critical, requiring the removal of all images not directly related to the main article subject and the translation of remaining image descriptions, alt text, and captions to English.
The rewriting process applies different structures and styles based on the content type, such as news articles, blog posts, or technical guides. It incorporates human writing characteristics specific to each genre, including varying sentence structures, creating logical transitions, and balancing detail and pacing. Anti-detection techniques are used to avoid AI-generated patterns, such as overly balanced presentation or formulaic summaries.
Markdown formatting is applied to enhance readability and structure, using headings, text emphasis, lists, blockquotes, and links appropriately for the content type. The final validation checks for adherence to genre conventions, natural flow, and the absence of obvious AI writing patterns, ensuring the content reads like it was written by a professional in that field.
