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" } }