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 following appropriate genre conventions while ensuring that no AI detection tools will flag the work.
The process begins with content type identification, where the genre of the content is determined, such as news articles, blog posts, academic papers, or technical guides. The publication style is also identified, including formal news, tabloid, personal blog, or corporate document. The target audience and expected conventions are recognized, along with the level of formality appropriate for the content type.
Content and image analysis follows, where irrelevant or low-quality content and images are filtered out. The content domain or industry is identified, and key points and core ideas are extracted in English. The core message and purpose of the article are determined, along with important statistics, quotes, or data.
The content is then rewritten according to the identified genre, applying appropriate structure, tone, and language. For news articles, this involves following the inverted pyramid structure, using clear and concise language, and maintaining objectivity. For blog content, a more conversational tone is used, with personal perspective and anecdotes where relevant. Technical or educational content requires clear and logical structure, with professional but accessible language.
Regardless of content type, human writing characteristics are incorporated, including varying sentence structures, creating logical transitions, and balancing detail and pacing. Anti-detection techniques are used to avoid AI detection patterns, such as avoiding perfectly balanced presentation of all information and not using identical paragraph or sentence structures repeatedly.
The rewritten content is then refined and quality-controlled to ensure adherence to genre conventions while maintaining natural flow. Idioms and expressions common in English are used, along with appropriate examples and references. The content is checked for obvious AI writing patterns and proper attribution and sourcing.
Finally, the content is validated to ensure it reads naturally and follows appropriate genre conventions. The JSON output is checked for correct formatting, with all text translated to English and line breaks using n.
