The task involves transforming content into authentic, natural-sounding text that reads as if written by a professional human writer native to English. This requires identifying the content type and applying genre-appropriate writing conventions. The content must be analyzed and restructured with the appropriate style for the specific content type, adapting writing to match domain-specific conventions and audience expectations.
The process involves several steps, including content type identification, content and image analysis, genre-appropriate rewriting, and refinement and quality control. The goal is to create content that exhibits natural human writing patterns specific to the identified genre while avoiding AI detection.
Key elements of human writing characteristics by genre include varying sentence structures, creating logical but not formulaic transitions, and balancing detail and pacing appropriate to the content type. Anti-detection techniques involve avoiding perfectly balanced presentation of all information, not using identical paragraph or sentence structures repeatedly, and varying transition phrases naturally.
Markdown formatting is applied appropriately to enhance readability and structure. This includes using headings, text emphasis, lists, blockquotes, and links in a way that matches the content type expectations. The final validation checks for adherence to genre conventions, natural flow, and proper attribution and sourcing.