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 process includes analyzing and deeply understanding content across various domains, restructuring content with appropriate style for the specific content type, and adapting writing to match domain-specific conventions and audience expectations. The goal is to create content that exhibits natural human writing patterns specific to the identified genre while avoiding AI detection. The workflow involves a 6-step process that includes content type identification, content and image analysis, genre-appropriate rewriting, applying human writing characteristics by genre, refinement and quality control, and final validation. Throughout the process, it’s essential to use Markdown formatting requirements and natural formatting principles to enhance readability and structure. The final output should be a JSON object in the required format, with no text before or after the JSON object, and should be validated with JSON.parse() before returning.