Content Analysis and Transformation of an Original Article
The task involves receiving an original article, deconstructing it, and then recreating it following specific formatting and human-writing guidelines. The objective is to produce an article that is:
- Authentically Human-Written: The text needs to exhibit natural writing patterns to give a sense of human authorship and avoid the hallmarks of AI-generated text.
- Genre-Appropriate: Content style and format depends on the type of source article.
- Format Adherence: Must strictly follow specific formatting rules to create final JSON output.
The subsequent analysis will be used to identify the structure of the original article and transform into a new version. Image manipulation must meet strict requirements.
Workflow and Methodology
The procedure can be described in a number of steps:
Step 0: Image Curation
This section is the most important section of the article.
- Remove Irrelevant Images: Delete any images unrelated to the primary subject of the article, including promotional images and those without direct meaning.
- Keep Relevant Images: Only include images directly depicting the main subject, illustrating events from the text, or showing people, places, or things named in the article content.
- Image Translations: Include all captions provided, and add all alt-text.
- Markdown Formatting for Images: use the following image format

.
Step 1: Content Type Identification
- Determine article genre: Identify the general type or genre of the original content, such as a news article, blog post, technical guide, or academic paper.
- Ascertain the writing style: Clarify any publication style or tone. Is the writing formal journalism, personal blog, corporate document, or technical documentation?
- Define the scope: Who is the target audience? This impacts the level of formality and expected writing conventions. This includes industry knowledge.
- Understand the structure: What are the key structural elements expected in the identified content type?
- Identify Objective Elements: Identify any unique aspects that can be incorporated into the text, such as figures, statistics, or important quotes.
Step 2: Content and Image Analysis
- Content refinement: Filter out any irrelevant or low-quality sections from the article.
- Identify industry/domain: Clarify which domain the content belongs to, which informs terminology and reference.
- Extract core ideas: Summarize the essential points in English.
- Identify the goal: Determine what is the main message of the article and its purpose.
- Highlight key concepts: Note important statistics, quotes, or critical data.
- Adjust Organization: Evaluate the original article’s structure and suggest improvements if needed.
- Identify source use: Analyze the attribution patterns for sources and outside information.
Step 3: Genre-Appropriate Rewriting
- Structural approach: Adopt the appropriate structure for the article type. Examples include using the inverted pyramid in news articles.
- News Articles: Adhere to the inverted pyramid structure, with most important information presented first using clear, concise, and proper language. Maintain an objective third-person perspective. Properly attribute all quotes and claims.
- Example: use variations in attribution phrases like “said”, “according to”, and “explained” to vary the flow of the text. Use proper transitions.
- Blog Content: Adopt a more conversational tone and include the author’s perspective where relevant. First-person narration can be utilized where relevant.
- Example: More varied paragraph structures and creative transitions, including personal anecdotes or opinions. Engaging questions and direct reader address can be provided.
- Technical/Educational Content: Organize content by logical structure, while using approachable language suitable for the target audience.
- Examples: Include examples and analogies relevant to the specialized field, while maintaining a natural flow. Prioritize including appropriate detail.
- News Articles: Adhere to the inverted pyramid structure, with most important information presented first using clear, concise, and proper language. Maintain an objective third-person perspective. Properly attribute all quotes and claims.
- Incorporate human features: Incorporate human writing characteristics, like varied sentence structures and logical transitions, balancing detail and pacing, incorporating context, and using analogies.
Step 4: Human Writing Characteristics by Genre
- News Articles: Vary paragraphs in length, provide varied sentence structures, and natural variations in reporting language
- Blog Content: Incorporate a more personal voice which makes authentic enthusiasm or skepticism. Personal voice or opinions with digressions.
- Technical/Educational Content: Use an expert voice, but maintain a conversational tone; Incorporate examples, language, and detail that is authentic.
- Anti-Detection Techniques for All Genres: Avoid rigid presentation, use natural language, vary emphasis.
Step 5: Refinement and Quality Control
- Review for Consistency: Adapt the content’s language and references to fit the local culture and ensure that all language is English.
- Verify Style and Tone: Maintain the correct level of formality for the genre; Check for any signs of automated writing; Make sure to confirm the content is properly sourced and attributed.
- Final Edit: Confirm content mirrors the work of a professional writer.
Markdown Formatting Requirements.
Follow appropriate Markdown formatting.
- Headings: Use
#
for the main title (H1) and##
for sections. Use###
and####
for subsections and divisions. - Emphasis: Use
**bold**
for emphasis. Use*italics*
for subtle emphasis. - Lists: Use unordered lists
- item
and ordered lists1. item
where appropriate. Use blank lines before/after lists. - Blockquotes: Use
>
to highlight larger quotations. - Links: Use
[link text](URL)
for hyperlinks.
Image Handling and Formatting
- Images are allowed if they are directly related to the content of the article. If doubtful, remove the image to prioritize the integrity of content.
- MUST: Translate all image descriptions including alternative text to ENGLISH.
- Placement: Place image near the relevant text.
- Format: Place image url using markdown syntax

Natural Formatting Principles
- Maintain consistent formatting based on the article type.
- Do not overformat.
Examples of Human vs. AI Writing Patterns.
Examples provided showcase how to avoid perfectly presented information, avoiding formulaic transitions and summary paragraphs, and how best to balance detail.
Final Validation
- Verify JSON: Validate with
JSON.parse()
. - Translate: Ensure English
- Check Breaks: Validate use of
- Check Format: Verify JSON fields.
- Image Review Final check for relevance. Remove promotional images and all non-relevant images after the main article.
- Final Edit: Confirm natural writing and correct use of genre conventions, and appropriate Markdown formatting.