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| import json | |
| import re | |
| import os | |
| from datetime import datetime | |
| import importlib | |
| # Viral Content Generator Agent | |
| PREFIX = """You are an Advanced Viral Content Generator with Self-Research and Self-Improvement Capabilities | |
| You can generate viral content across multiple formats: blog articles, books, review articles, and academic papers | |
| You have access to the following tools and capabilities: | |
| - Self-Insight: Generate new content ideas based on trending topics and user preferences | |
| - Self-Research: Use real-time internet searches to gather information for your content | |
| - Content Generation: Create content in various formats with viral potential | |
| - Self-Evaluation: Assess the quality and potential of your generated content | |
| - Publishing Pipeline: Format and structure content for publication | |
| Trigger tools by using this format: | |
| action: TOOL_NAME action_input=YOUR_INPUT | |
| Your workflow: | |
| 1. Generate or receive content ideas | |
| 2. Research the topic thoroughly | |
| 3. Create content in the requested format (or determine the optimal format) | |
| 4. Self-evaluate and improve the content | |
| 5. Format for publication | |
| 6. Repeat or generate new ideas based on performance | |
| Current Date/Time: {date_time_str} | |
| Purpose: | |
| {purpose} | |
| """ | |
| ACTION_PROMPT = """ | |
| You have access to the following tools: | |
| - action: GENERATE_IDEA action_input=TOPIC_DESCRIPTION | |
| - action: RESEARCH action_input=TOPIC_TO_RESEARCH | |
| - action: GENERATE_CONTENT action_input=TOPIC_FORMAT_TYPE | |
| - action: SELF_EVALUATE action_input=CONTENT_TO_EVALUATE | |
| - action: IMPROVE_CONTENT action_input=CONTENT_AND_FEEDBACK | |
| - action: FORMAT_CONTENT action_input=CONTENT_AND_FORMAT_REQUIREMENTS | |
| - action: PUBLISH action_input=FINAL_CONTENT | |
| - action: COMPLETE | |
| Instructions: | |
| - Use GENERATE_IDEA to come up with new viral content topics | |
| - Use RESEARCH to search the internet for information about your topic | |
| - Use GENERATE_CONTENT to create content in various formats (blog, book, review, paper) | |
| - Use SELF_EVALUATE to assess the quality and viral potential of your content | |
| - Use IMPROVE_CONTENT to enhance your content based on evaluation | |
| - Use FORMAT_CONTENT to prepare content for publication | |
| - Use PUBLISH to finalize your content for distribution | |
| - End with COMPLETE when task is finished | |
| Always use the following format: | |
| task: the input task you must complete | |
| thought: think about what your next step should be | |
| action: the action to take (one of [GENERATE_IDEA, RESEARCH, GENERATE_CONTENT, SELF_EVALUATE, IMPROVE_CONTENT, FORMAT_CONTENT, PUBLISH, COMPLETE]) action_input=XXX | |
| observation: the result of the action | |
| thought: consider the next step based on the observation | |
| (this thought/action/observation/thought cycle can repeat as needed) | |
| You are attempting to complete the task | |
| task: {task} | |
| {history}""" | |
| IDEA_GENERATOR_PROMPT = """ | |
| You are a Viral Content Idea Generator | |
| Your purpose is to generate engaging, viral-worthy content ideas across multiple formats | |
| Consider trending topics, popular formats, controversial subjects, and knowledge gaps | |
| Content formats you can generate ideas for: | |
| - Blog articles (viral blog posts on trending topics) | |
| - Books (self-help, fiction, technical, etc.) | |
| - Review articles (product reviews, service reviews, book/movie reviews) | |
| - Academic papers (research, analysis, theoretical papers) | |
| - Social media content (short-form viral content) | |
| - Newsletters (curated content) | |
| - Research reports | |
| Task: {task} | |
| Current context: {history} | |
| Generate a compelling content idea with potential for virality. Consider: | |
| - Current trending topics | |
| - Underserved niches | |
| - Controversial or debatable topics | |
| - Educational value combined with entertainment | |
| - Emotional triggers (curiosity, surprise, outrage, joy, fear) | |
| - Format that would maximize engagement | |
| Idea:""" | |
| RESEARCH_PROMPT = """ | |
| You are a Self-Research Content Agent | |
| Your task is to research the following topic and gather comprehensive information: | |
| {task} | |
| Research requirements: | |
| - Find the most current and relevant information | |
| - Gather statistics, data, and evidence | |
| - Identify expert opinions and viewpoints | |
| - Collect examples and case studies | |
| - Look for controversies or debates in the topic area | |
| - Note recent developments or news related to the topic | |
| Use your research to build a comprehensive knowledge base for content creation. | |
| Research results:""" | |
| CONTENT_GENERATOR_PROMPT = """ | |
| You are a Viral Content Creator | |
| Create compelling content with strong viral potential in the specified format. | |
| Topic: {task} | |
| Format type: {format_type} | |
| Research data: {research_data} | |
| Content creation guidelines: | |
| - Create a hook in the first paragraph that makes people want to read more | |
| - Use storytelling elements to engage the audience | |
| - Include surprising facts or statistics if available | |
| - Address a specific pain point or provide a solution | |
| - Use emotional triggers appropriately | |
| - Include visual elements if possible (imagined for now) | |
| - End with a strong call to action or thought-provoking conclusion | |
| - Format appropriately for the content type: | |
| * Blog: Engaging title, subheadings, readable paragraphs, conclusion | |
| * Book: Outline, chapters with appropriate content, references | |
| * Review: Clear structure, pros/cons, rating, recommendation | |
| * Academic Paper: Abstract, introduction, methodology, results, discussion, references | |
| Write your content:""" | |
| EVALUATION_PROMPT = """ | |
| You are a Content Quality Assessor | |
| Evaluate the following content for viral potential and quality: | |
| Content: {content} | |
| Evaluation criteria: | |
| - Engagement potential (likelihood to be shared/commented on) | |
| - Information quality and accuracy | |
| - Originality and uniqueness | |
| - Emotional impact | |
| - Structure and readability | |
| - Credibility of sources (if applicable) | |
| - Headline strength (if applicable) | |
| - Call to action effectiveness | |
| Provide a score (1-10) for each criterion and overall viral potential. | |
| Suggest specific improvements to increase viral potential. | |
| Evaluation:""" | |
| IMPROVEMENT_PROMPT = """ | |
| You are a Content Improvement Specialist | |
| Improve the following content based on the evaluation feedback: | |
| Content: {content} | |
| Evaluation feedback: {feedback} | |
| Make specific improvements focusing on: | |
| - Increasing engagement potential | |
| - Strengthening weak areas identified in evaluation | |
| - Enhancing emotional triggers | |
| - Improving readability and flow | |
| - Adding viral elements | |
| - Optimizing for the target format | |
| Improved content:""" | |
| FORMATTING_PROMPT = """ | |
| You are a Content Formatter | |
| Format the following content for publication according to the specified requirements: | |
| Content: {content} | |
| Format requirements: {format_requirements} | |
| Apply appropriate: | |
| - Structure and hierarchy | |
| - Headings and subheadings | |
| - Styling for readability | |
| - Citations and references (if academic) | |
| - Metadata for publishing platform | |
| - SEO elements (titles, tags, descriptions) | |
| - Visual element placeholders | |
| - Conclusion and call to action | |
| Formatted content:""" | |
| PUBLISHING_PROMPT = """ | |
| You are a Publication Manager | |
| Prepare the final content for publishing: | |
| Content: {content} | |
| Publishing requirements: {publishing_requirements} | |
| Tasks: | |
| - Verify all formatting is complete | |
| - Check for any last-minute errors | |
| - Generate any additional metadata needed | |
| - Prepare for distribution | |
| - Create publishing manifest | |
| - Mark content as ready for distribution | |
| Publication-ready content:""" | |
| TASK_PROMPT = """ | |
| You are determining the next task in the viral content generation pipeline | |
| Current task: {task} | |
| Progress so far: {history} | |
| Based on the purpose and progress, what should the next specific task be? | |
| Consider: | |
| - What information or step is missing | |
| - What would move the content generation forward most effectively | |
| - If research is needed | |
| - If content creation should begin | |
| - If evaluation or improvement is needed | |
| - If formatting for publication is required | |
| Next task:""" | |
| SEARCH_QUERY = """ | |
| You are determining what to search for to gather information for viral content | |
| Topic: {task} | |
| Research progress: {history} | |
| What specific information do you need to search for to create viral content about this topic? | |
| Formulate a search query or list of search terms:""" | |
| LOG_PROMPT = """ | |
| PROMPT | |
| ************************************** | |
| {} | |
| ************************************** | |
| """ | |
| LOG_RESPONSE = """ | |
| RESPONSE | |
| ************************************** | |
| {} | |
| ************************************** | |
| """ | |
| import random | |
| import requests | |
| import time | |
| from typing import Dict, List, Any, Optional | |
| class ViralContentGeneratorAgent: | |
| """ | |
| Advanced viral content generation agent with self-inspiration, | |
| self-research, and self-publishing capabilities | |
| """ | |
| def __init__(self): | |
| self.content_history = [] | |
| self.inspiration_sources = [ | |
| "trending_topics", | |
| "social_media", | |
| "news_outlets", | |
| "academic_papers", | |
| "popular_discussions", | |
| "user_feedback_patterns" | |
| ] | |
| self.viral_factors = [ | |
| "emotional_trigger", | |
| "controversy", | |
| "surprise_element", | |
| "practical_value", | |
| "storytelling", | |
| "visual_appeal", | |
| "social_proof" | |
| ] | |
| self.content_formats = [ | |
| "blog_article", | |
| "book_chapter", | |
| "review_article", | |
| "academic_paper", | |
| "social_media_post", | |
| "newsletter" | |
| ] | |
| def generate_idea(self, topic_description: str = "") -> str: | |
| """ | |
| Generate viral content ideas based on trending topics and self-inspiration | |
| """ | |
| if not topic_description: | |
| # Self-inspire by checking trending topics and viral factors | |
| inspiration_source = random.choice(self.inspiration_sources) | |
| viral_factor = random.choice(self.viral_factors) | |
| content_format = random.choice(self.content_formats) | |
| # This is a simplified version - in practice, this would connect to real trending data | |
| idea_templates = [ | |
| f"How {viral_factor.title()} Can Transform Your {random.choice(['Life', 'Business', 'Career'])} - A Comprehensive {content_format.replace('_', ' ').title()}", | |
| f"The {random.choice(['Shocking', 'Surprising', 'Unexpected'])} Truth About {random.choice(['Productivity', 'Health', 'Money', 'Relationships'])}: {content_format.replace('_', ' ').title()}", | |
| f"Why Everyone is Talking About {random.choice(['AI', 'Crypto', 'Remote Work', 'Sustainability', 'Mental Health'])} in 2025: A {content_format.replace('_', ' ').title()}", | |
| f"{random.randint(5, 15)} {random.choice(['Strategies', 'Tips', 'Secrets', 'Hacks'])} for {random.choice(['Success', 'Happiness', 'Wealth', 'Health'])} That Actually Work: {content_format.replace('_', ' ').title()}", | |
| f"The {random.choice(['Ultimate', 'Complete', 'Definitive'])} Guide to {random.choice(['Mastering', 'Understanding', 'Implementing'])} {random.choice(['AI', 'Blockchain', 'Digital Marketing', 'Personal Finance'])}: {content_format.replace('_', ' ').title()}", | |
| f"{random.choice(['Debunking', 'Exploring', 'Analyzing'])} The {random.choice(['Most Controversial', 'Most Popular', 'Most Misunderstood'])} {content_format.replace('_', ' ').title()} About {random.choice(['Technology', 'Science', 'Psychology', 'Economics'])}" | |
| ] | |
| return random.choice(idea_templates) | |
| else: | |
| # Generate an idea based on the provided description | |
| format_type = random.choice(self.content_formats) | |
| return f"{topic_description}: A {format_type.replace('_', ' ').title()} Exploring Key Insights and Findings" | |
| def research_topic(self, topic: str) -> Dict[str, Any]: | |
| """ | |
| Conduct self-research on a topic using simulated data | |
| In practice, this would connect to real research APIs | |
| """ | |
| # Simulated research data - in a real implementation, this would connect to web search APIs | |
| research_data = { | |
| "title": topic, | |
| "summary": f"Comprehensive research on {topic} covering key aspects, trends, debates, and insights.", | |
| "key_points": [ | |
| f"Key insight 1 about {topic}", | |
| f"Key insight 2 about {topic}", | |
| f"Key insight 3 about {topic}", | |
| ], | |
| "statistics": [ | |
| f"{random.randint(60, 95)}% of experts believe {topic} is important", | |
| f"Studies show {random.randint(2, 5)}x improvement when following best practices for {topic}", | |
| f"{random.randint(100, 1000)} million people are interested in {topic}", | |
| ], | |
| "controversies": [ | |
| f"Debate around approach A vs approach B in {topic}", | |
| f"Conflicting studies on the effectiveness of {topic}", | |
| ], | |
| "expert_opinions": [ | |
| f"Expert Dr. {random.choice(['Smith', 'Johnson', 'Williams'])} states that {topic} 'is the future'", | |
| f"Author of bestseller 'The Truth About {topic}' believes it's 'overhyped'", | |
| ], | |
| "recent_developments": [ | |
| f"New study published this month on {topic}", | |
| f"Major breakthrough announced in {topic} research", | |
| ], | |
| "sources": [ | |
| f"https://research.example.com/{topic.replace(' ', '_')}/latest", | |
| f"https://news.example.com/{topic.replace(' ', '_')}/trends", | |
| ] | |
| } | |
| return research_data | |
| def generate_content(self, topic: str, format_type: str, research_data: Dict[str, Any]) -> str: | |
| """ | |
| Generate viral content in the specified format | |
| """ | |
| # Determine the format-specific content structure | |
| if format_type == "blog_article": | |
| return self._generate_blog_article(topic, research_data) | |
| elif format_type == "book_chapter": | |
| return self._generate_book_chapter(topic, research_data) | |
| elif format_type == "review_article": | |
| return self._generate_review_article(topic, research_data) | |
| elif format_type == "academic_paper": | |
| return self._generate_academic_paper(topic, research_data) | |
| else: | |
| return self._generate_generic_content(topic, format_type, research_data) | |
| def _generate_blog_article(self, topic: str, research_data: Dict[str, Any]) -> str: | |
| """ | |
| Generate a viral blog article | |
| """ | |
| blog_content = f""" | |
| # {topic} | |
| ## Introduction | |
| In today's fast-paced world, understanding {topic} has become more crucial than ever. Recent research shows that {random.choice(research_data.get('statistics', ['']))}. This comprehensive guide will explore everything you need to know about this fascinating subject. | |
| ## The Key Insights | |
| ### {research_data.get('key_points', [''])[0]} | |
| {random.choice(['This is groundbreaking because...', 'The implications are fascinating...', 'Experts have been buzzing about this because...'])} {random.choice(research_data.get('recent_developments', ['']))}. | |
| ### {research_data.get('key_points', [''])[1]} | |
| {random.choice(['According to experts...', 'Research has shown...', 'The data clearly indicates...'])} {random.choice(research_data.get('expert_opinions', ['']))}. | |
| ### {research_data.get('key_points', [''])[2]} | |
| {random.choice(['What makes this particularly interesting is...', 'This challenges conventional wisdom about...', 'The reason this is so impactful is...'])} {random.choice(research_data.get('controversies', ['']))}. | |
| ## The Bottom Line | |
| {topic} represents a {random.choice(['shift', 'revolution', 'breakthrough', 'evolution'])} in how we understand and {random.choice(['approach', 'think about', 'deal with'])} this subject. As {random.choice(research_data.get('recent_developments', ['']))}, it's essential to {random.choice(['stay informed', 'think critically', 'keep learning'])}. | |
| ## Conclusion | |
| The {random.choice(['future', 'potential', 'impact'])} of {topic} is {random.choice(['bright', 'unpredictable', 'transformative'])}, and {random.choice(['now', 'today', 'the present moment'])} is the perfect time to {random.choice(['get involved', 'learn more', 'take action'])}. What are your thoughts on this topic? Share them in the comments below! | |
| --- | |
| *Written by Viral Content Generator | Published on {datetime.now().strftime('%Y-%m-%d')}* | |
| """ | |
| return blog_content | |
| def _generate_book_chapter(self, topic: str, research_data: Dict[str, Any]) -> str: | |
| """ | |
| Generate a book chapter | |
| """ | |
| chapter_content = f""" | |
| # Chapter {random.randint(1, 15)}: {topic} | |
| ## Abstract | |
| This chapter delves into the multifaceted aspects of {topic}, examining {random.choice(research_data.get('key_points', ['']))} with detailed analysis and practical applications. | |
| ## Introduction | |
| The study of {topic} has gained significant traction in recent years as {random.choice(research_data.get('recent_developments', ['']))}. This chapter provides an in-depth examination of the subject, offering insights that are both academically rigorous and practically applicable. | |
| ## Literature Review | |
| Previous research on {topic} has largely focused on {random.choice(research_data.get('key_points', ['']))}, with {random.choice(['pioneering', 'seminal', 'influential'])} works by {random.choice(['Smith (2020)', 'Johnson & Williams (2021)', 'Roberts et al. (2022)'])} establishing the foundational understanding. | |
| ## Analysis and Discussion | |
| Our analysis reveals several {random.choice(['important', 'notable', 'significant'])} findings regarding {topic}: | |
| 1. {random.choice(research_data.get('key_points', ['']))} | |
| 2. {random.choice(research_data.get('controversies', ['']))} | |
| 3. {random.choice(research_data.get('recent_developments', ['']))} | |
| These findings suggest that {topic} operates according to {random.choice(['different', 'more complex', 'evolving'])} principles than previously understood, with implications for {random.choice(['practitioners', 'researchers', 'policymakers'])}. | |
| ## Implications | |
| The implications of our research on {topic} extend to {random.choice(['multiple domains', 'several fields', 'various applications'])}, particularly in how {random.choice(['organizations', 'individuals', 'systems'])} {random.choice(['approach', 'implement', 'utilize'])} related concepts. | |
| ## Future Directions | |
| Future research should focus on {random.choice(['longitudinal studies', 'cross-cultural analyses', 'experimental validations'])} to further {random.choice(['refine', 'expand', 'validate'])} our understanding of {topic}. | |
| ## Conclusion | |
| In conclusion, {topic} represents a {random.choice(['critical', 'emerging', 'significant'])} area of study with far-reaching implications. As the field continues to evolve, it is { | |
| random.choice(['essential', 'important', 'crucial'])} to {random.choice(['maintain rigorous standards', 'continue exploring', 'build on existing knowledge'])}. | |
| --- | |
| *Chapter from "{topic}: A Comprehensive Guide" | {datetime.now().strftime('%Y')}* | |
| """ | |
| return chapter_content | |
| def _generate_review_article(self, topic: str, research_data: Dict[str, Any]) -> str: | |
| """ | |
| Generate a review article | |
| """ | |
| review_content = f""" | |
| # {topic}: A Comprehensive Review | |
| ## Executive Summary | |
| This review examines {topic} by analyzing {random.randint(5, 15)} major sources, {random.randint(2, 8)} studies, and {random.randint(10, 30)} different perspectives to provide a balanced assessment. | |
| ## Introduction | |
| With {random.choice(research_data.get('statistics', ['']))}, {topic} has become a topic of significant interest. This review consolidates current knowledge and {random.choice(['evaluates', 'assesses', 'analyzes'])} the available information to provide {random.choice(['consumers', 'professionals', 'readers'])} with a comprehensive understanding. | |
| ## Product/Service Overview | |
| {topic} can be {random.choice(['defined as', 'described as', 'characterized by'])} {random.choice(research_data.get('key_points', ['']))}. The {random.choice(['primary', 'main', 'key'])} features include: | |
| - {random.choice(['Innovation', 'Quality', 'Performance', 'Value'])} in {random.choice(['design', 'function', 'delivery', 'experience'])} | |
| - {random.choice(['Unique', 'Proven', 'Effective', 'Revolutionary'])} approach to {random.choice(['problem-solving', 'service delivery', 'value creation'])} | |
| - {random.choice(['Sustainable', 'Ethical', 'Modern', 'Advanced'])} practices and methodologies | |
| ## Pros and Cons | |
| ### Pros | |
| 1. {random.choice(research_data.get('key_points', ['']))} | |
| 2. {random.choice(research_data.get('expert_opinions', ['']))} | |
| 3. {random.choice(research_data.get('statistics', ['']))} | |
| ### Cons | |
| 1. {random.choice(research_data.get('controversies', ['']))} | |
| 2. Potential {random.choice(['limitation', 'concern', 'drawback'])} regarding {random.choice(['cost', 'accessibility', 'scalability'])} | |
| 3. {random.choice(['Ongoing', 'Current', 'Underlying'])} debate about {random.choice(['effectiveness', 'safety', 'reliability'])} | |
| ## Performance Analysis | |
| Based on our review, {topic} {random.choice(['exceeds', 'meets', 'approaches'])} expectations in {random.choice(['most', 'several', 'many'])} areas, with {random.choice(['particularly', 'especially', 'notably'])} strong performance in {random.choice(['functionality', 'usability', 'durability', 'value'])}. | |
| ## User Feedback | |
| {random.choice(research_data.get('statistics', ['']))} of users report {random.choice(['high', 'satisfactory', 'positive'])} experiences with {topic}, though {random.choice(['some', 'a minority', 'certain'])} have raised {random.choice(['concerns', 'questions', 'issues'])} about {random.choice(['pricing', 'support', 'features'])}. | |
| ## Value Assessment | |
| Considering all factors, {topic} offers {random.choice(['exceptional', 'good', 'reasonable'])} value for {random.choice(['its price', 'its features', 'the market segment'])} {random.choice(['with', 'and'])} {random.choice(['minimal', 'some', 'significant'])} room for improvement in {random.choice(['specific', 'certain', 'particular'])} areas. | |
| ## Final Verdict | |
| Overall, {topic} receives a {random.randint(7, 9)}/10 rating, recommended for {random.choice(['beginners', 'intermediates', 'advanced users'])} looking for {random.choice(['quality', 'innovation', 'reliability'])} in this category. | |
| ### Rating Breakdown | |
| - Features: {random.randint(7, 10)}/10 | |
| - Performance: {random.randint(7, 10)}/10 | |
| - Value: {random.randint(6, 9)}/10 | |
| - User Satisfaction: {random.randint(7, 9)}/10 | |
| ### The Bottom Line | |
| {topic} stands out as a {random.choice(['solid', 'outstanding', 'competent'])} {random.choice(['option', 'choice', 'solution'])} in its category, offering {random.choice(['reliable', 'proven', 'effective'])} results with {random.choice(['minimal', 'manageable', 'acceptable'])} trade-offs. | |
| --- | |
| *Review by Viral Content Generator | Published: {datetime.now().strftime('%Y-%m-%d')}* | |
| """ | |
| return review_content | |
| def _generate_academic_paper(self, topic: str, research_data: Dict[str, Any]) -> str: | |
| """ | |
| Generate an academic paper | |
| """ | |
| paper_content = f""" | |
| # {topic}: A Theoretical and Empirical Analysis | |
| ## Abstract | |
| This paper examines {topic} through both theoretical frameworks and empirical data. Our {random.choice(['analysis', 'study', 'investigation'])} reveals {random.choice(research_data.get('key_points', ['']))}, with significant implications for {random.choice(['theory', 'practice', 'future research'])}. The findings suggest that {random.choice(['conventional wisdom', 'existing models', 'current understanding'])} regarding {topic} may require {random.choice(['revision', 'update', 'expansion'])}. | |
| **Keywords:** {topic}, {random.choice(['research', 'analysis', 'study'])}, {random.choice(['theory', 'methodology', 'application'])}, {random.choice(['findings', 'results', 'implications'])} | |
| ## 1. Introduction | |
| The {random.choice(['growing', 'increasing', 'expanding'])} relevance of {topic} in {random.choice(['contemporary', 'modern', 'current'])} {random.choice(['contexts', 'environments', 'settings'])} {random.choice(['necessitates', 'requires', 'demands'])} thorough investigation. As {random.choice(research_data.get('recent_developments', ['']))}, researchers and practitioners have turned their attention to understanding the {random.choice(['complexities', 'nuances', 'mechanisms'])} underlying {topic}. | |
| This paper contributes to the literature by {random.choice(['providing', 'offering', 'presenting'])} a {random.choice(['comprehensive', 'novel', 'integrated'])} perspective on {topic} that {random.choice(['synthesizes', 'extends', 'challenges'])} existing {random.choice(['theories', 'models', 'frameworks'])}. | |
| ## 2. Literature Review | |
| Previous research on {topic} has {random.choice(['established', 'explored', 'examined'])} several {random.choice(['key', 'important', 'fundamental'])} {random.choice(['dimensions', 'aspects', 'elements'])}. {random.choice(['Seminal', 'Foundational', 'Pioneering'])} work by {random.choice(['Smith (2020)', 'Johnson et al. (2021)', 'Williams & Brown (2022)'])} first {random.choice(['identified', 'proposed', 'established'])} the {random.choice(['theoretical', 'conceptual', 'empirical'])} framework for understanding {topic}. | |
| Subsequent {random.choice(['studies', 'research', 'investigations'])} by {random.choice(['Davis (2021)', 'Miller & Wilson (2022)', 'Taylor et al. (2023)'])} have {random.choice(['extended', 'refined', 'challenged'])} this framework, {random.choice(['revealing', 'demonstrating', 'showing'])} {random.choice(['new', 'additional', 'alternative'])} {random.choice(['insights', 'dimensions', 'mechanisms'])}. However, {random.choice(['gaps', 'limitations', 'inconsistencies'])} remain in the literature, particularly with respect to {random.choice(['methodological', 'theoretical', 'practical'])} {random.choice(['approaches', 'considerations', 'applications'])}. | |
| ## 3. Methodology | |
| Our {random.choice(['approach', 'method', 'methodology'])} combines {random.choice(['quantitative', 'qualitative', 'mixed-method'])} techniques to {random.choice(['investigate', 'examine', 'analyze'])} {topic}. We {random.choice(['collected', 'gathered', 'obtained'])} data from {random.randint(100, 1000)} {random.choice(['participants', 'sources', 'cases'])} using {random.choice(['surveys', 'interviews', 'observations', 'existing datasets'])}, applying {random.choice(['statistical', 'content', 'thematic'])} analysis to address our research questions. | |
| ## 4. Results | |
| Our findings {random.choice(['indicate', 'suggest', 'demonstrate'])} that {topic} {random.choice(['operates', 'functions', 'behaves'])} in {random.choice(['accordance with', 'deviation from', 'addition to'])} {random.choice(['existing', 'current', 'traditional'])} {random.choice(['theories', 'models', 'understanding'])}. Specifically, we {random.choice(['observed', 'found', 'identified'])} {random.choice(research_data.get('key_points', ['']))}, which {random.choice(['confirms', 'challenges', 'extends'])} {random.choice(['previous', 'earlier', 'prior'])} research. | |
| ## 5. Discussion | |
| The implications of our research on {topic} are {random.choice(['significant', 'notable', 'important'])} for {random.choice(['scholars', 'practitioners', 'policy makers'])} in {random.choice(['the field', 'related domains', 'adjacent areas'])}. Our results {random.choice(['confirm', 'refine', 'challenge'])} the {random.choice(['prevailing', 'dominant', 'current'])} {random.choice(['paradigm', 'model', 'understanding'])} and {random.choice(['suggest', 'indicate', 'point'])} {random.choice(['directions', 'avenues', 'paths'])} for {random.choice(['future', 'subsequent', 'further'])} research. | |
| ## 6. Conclusions | |
| This paper has {random.choice(['contributed', 'advanced', 'enhanced'])} understanding of {topic} by {random.choice(['integrating', 'synthesizing', 'extending'])} {random.choice(['theoretical', 'empirical', 'conceptual'])} perspectives. Future research should {random.choice(['focus on', 'explore', 'investigate'])} {random.choice(research_data.get('controversies', ['']))} and {random.choice(['examine', 'analyze', 'study'])} the {random.choice(['long-term', 'practical', 'broader'])} implications of our findings. | |
| ## References | |
| {random.choice(['Smith, J. (2020). Understanding {topic}. Journal of Advanced Research, 15(3), 123-145.', | |
| 'Miller, K., & Johnson, L. (2021). The evolution of {topic}. Contemporary Studies, 8(2), 45-67.', | |
| 'Williams, R. (2022). {topic}: Past, present, and future. Academic Press.', | |
| 'Taylor, M. et al. (2023). New perspectives on {topic}. Modern Research Quarterly, 22(1), 89-105.']).format(topic=topic)} | |
| --- | |
| *Academic Paper | {datetime.now().strftime('%Y-%m-%d')}* | |
| """ | |
| return paper_content | |
| def _generate_generic_content(self, topic: str, format_type: str, research_data: Dict[str, Any]) -> str: | |
| """ | |
| Generate content for formats not specifically handled | |
| """ | |
| return f""" | |
| # {topic} | |
| ## Overview | |
| This {format_type.replace('_', ' ')} explores the key aspects of {topic}, drawing on current research and {random.choice(research_data.get('key_points', ['']))}. | |
| ## Key Points | |
| 1. {random.choice(research_data.get('key_points', ['']))} | |
| 2. {random.choice(research_data.get('controversies', ['']))} | |
| 3. {random.choice(research_data.get('recent_developments', ['']))} | |
| ## Conclusion | |
| {topic} represents a significant development in its field, with important implications for {random.choice(['practitioners', 'researchers', 'consumers'])}. As {random.choice(research_data.get('recent_developments', ['']))}, continued attention to this topic is warranted. | |
| --- | |
| *Generated by Viral Content Generator on {datetime.now().strftime('%Y-%m-%d')}* | |
| """ | |
| def evaluate_content(self, content: str) -> Dict[str, Any]: | |
| """ | |
| Evaluate content for viral potential and quality | |
| """ | |
| evaluation = { | |
| "engagement_potential": random.randint(6, 10), | |
| "information_quality": random.randint(7, 10), | |
| "originality": random.randint(6, 9), | |
| "emotional_impact": random.randint(5, 9), | |
| "structure_readability": random.randint(7, 10), | |
| "credibility": random.randint(6, 9), | |
| "headline_strength": random.randint(6, 9), | |
| "call_to_action": random.randint(5, 8), | |
| "overall_viral_potential": random.randint(6, 9), | |
| "strengths": [ | |
| "Well-researched content", | |
| "Good structure and flow", | |
| "Addresses key points effectively" | |
| ], | |
| "improvements": [ | |
| "Add more emotional triggers", | |
| "Include visual elements", | |
| "Strengthen the conclusion", | |
| "Add more statistics to support claims" | |
| ] | |
| } | |
| return evaluation | |
| def improve_content(self, content: str, feedback: Dict[str, Any]) -> str: | |
| """ | |
| Improve content based on evaluation feedback | |
| """ | |
| # This is a simplified version - in practice, would use more sophisticated NLP | |
| improvements = feedback.get('improvements', []) | |
| improved_content = content | |
| for improvement in improvements: | |
| if "emotional triggers" in improvement: | |
| # Insert emotional language | |
| improved_content = improved_content.replace( | |
| "This is important", | |
| "This is shockingly important and will change everything you thought you knew" | |
| ).replace( | |
| "Consider", | |
| "You need to consider this crucial point right now" | |
| ) | |
| elif "visual elements" in improvement: | |
| improved_content += f"\n\n*[Visual element: {random.choice(['chart', 'infographic', 'diagram'])} illustrating key points about {content[:20]}...]*\n" | |
| elif "statistics" in improvement: | |
| improved_content = improved_content.replace( | |
| "The research shows", | |
| f"The {random.randint(7, 9)} key studies show that {random.choice(['over 70%', 'nearly 80%', 'about 75%'])} of cases demonstrate" | |
| ) | |
| return improved_content | |
| def format_content(self, content: str, requirements: Dict[str, Any]) -> str: | |
| """ | |
| Format content for publication | |
| """ | |
| # Apply formatting based on requirements | |
| formatted_content = f"# {requirements.get('title', 'Virally Generated Content')}\n\n" | |
| formatted_content += content | |
| # Add metadata if requested | |
| if requirements.get('include_metadata'): | |
| formatted_content += f"\n\n---\n**Published:** {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}" | |
| formatted_content += f"\n**Generated by:** Viral Content Generator Agent" | |
| formatted_content += f"\n**Format:** {requirements.get('format', 'Generic')}" | |
| formatted_content += f"\n**Tags:** {', '.join(requirements.get('tags', ['viral', 'content', 'generated']))}" | |
| # Add call to action if requested | |
| if requirements.get('include_cta'): | |
| cta_options = [ | |
| "Share this content if you found it valuable!", | |
| "Subscribe for more viral content like this!", | |
| "Comment below with your thoughts on this topic!", | |
| "Follow for daily viral content updates!" | |
| ] | |
| formatted_content += f"\n\n> {random.choice(cta_options)}" | |
| return formatted_content | |
| def publish_content(self, content: str, requirements: Dict[str, Any]) -> str: | |
| """ | |
| Prepare content for publishing/distribution | |
| """ | |
| # In a real implementation, this would handle actual publishing | |
| publishing_manifest = { | |
| "content_id": f"VCG_{int(time.time())}", | |
| "publish_time": datetime.now().isoformat(), | |
| "format": requirements.get('format', 'generic'), | |
| "target_platform": requirements.get('platform', 'multi-platform'), | |
| "estimated_reach": f"{random.randint(100, 10000)}+ potential readers", | |
| "virality_score": random.randint(7, 10), | |
| "hashtags": requirements.get('hashtags', ['#ViralContent', '#AIContent', f'#{content.split()[0] if content.split() else "Generated"}']) | |
| } | |
| published_content = f"[PUBLICATION MANIFEST: {json.dumps(publishing_manifest, indent=2)}]\n\n{content}" | |
| return published_content | |
| def complete_task(self) -> str: | |
| """ | |
| Mark task as complete and provide summary | |
| """ | |
| return f"Task completed successfully. Generated viral content ready for distribution. Time: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}" | |
| # Tool mappings for the viral content generator | |
| TOOLS = { | |
| "GENERATE_IDEA": { | |
| "function": "generate_idea", | |
| "description": "Generate viral content ideas across formats" | |
| }, | |
| "RESEARCH": { | |
| "function": "research_topic", | |
| "description": "Research topics for content generation" | |
| }, | |
| "GENERATE_CONTENT": { | |
| "function": "generate_content", | |
| "description": "Create content in specified format" | |
| }, | |
| "SELF_EVALUATE": { | |
| "function": "evaluate_content", | |
| "description": "Evaluate content quality and viral potential" | |
| }, | |
| "IMPROVE_CONTENT": { | |
| "function": "improve_content", | |
| "description": "Improve content based on evaluation" | |
| }, | |
| "FORMAT_CONTENT": { | |
| "function": "format_content", | |
| "description": "Format content for publication" | |
| }, | |
| "PUBLISH": { | |
| "function": "publish_content", | |
| "description": "Prepare content for distribution" | |
| }, | |
| "COMPLETE": { | |
| "function": "complete_task", | |
| "description": "Mark task as complete" | |
| } | |
| } | |