from typing import Dict, Any, List, Optional
from datetime import datetime
import re
import time
import json
from ..base import BaseTool

class ContentGenerationTool(BaseTool):
    """Production-ready content generation tool with intelligent document type detection.
    
    This tool generates various types of documents including blog posts, reports,
    emails, technical documentation, creative writing, marketing copy, and more.
    """
    
    def __init__(self):
        """Initialize content generation tool with required attributes."""
        # Required attributes
        self.name = "ContentGenerationTool"
        self.description = "Generates various types of documents including blog posts, reports, emails, technical docs, and creative writing"
        
        # Optional metadata
        self.version = "2.0.0"
        self.category = "core_tools"
        
        # Supported document types and their characteristics
        self.document_types = {
            'blog_post': {
                'keywords': ['blog', 'blog post', 'article', 'web content'],
                'structure': ['title', 'introduction', 'body', 'conclusion'],
                'tone_options': ['casual', 'professional', 'engaging', 'informative'],
                'typical_length': '800-1500 words'
            },
            'technical_documentation': {
                'keywords': ['documentation', 'manual', 'guide', 'instructions', 'how-to', 'tutorial'],
                'structure': ['overview', 'prerequisites', 'steps', 'examples', 'troubleshooting'],
                'tone_options': ['clear', 'precise', 'instructional'],
                'typical_length': '1000-3000 words'
            },
            'business_report': {
                'keywords': ['report', 'analysis', 'findings', 'summary', 'assessment'],
                'structure': ['executive_summary', 'methodology', 'findings', 'recommendations'],
                'tone_options': ['formal', 'analytical', 'objective'],
                'typical_length': '1500-5000 words'
            },
            'email': {
                'keywords': ['email', 'message', 'correspondence', 'letter'],
                'structure': ['subject', 'greeting', 'body', 'closing'],
                'tone_options': ['formal', 'informal', 'friendly', 'professional'],
                'typical_length': '100-500 words'
            },
            'academic_paper': {
                'keywords': ['paper', 'research', 'study', 'thesis', 'academic'],
                'structure': ['abstract', 'introduction', 'methodology', 'results', 'discussion', 'conclusion'],
                'tone_options': ['academic', 'scholarly', 'formal'],
                'typical_length': '3000-8000 words'
            },
            'creative_writing': {
                'keywords': ['story', 'poem', 'creative', 'fiction', 'narrative', 'tale'],
                'structure': ['opening', 'development', 'climax', 'resolution'],
                'tone_options': ['descriptive', 'emotional', 'engaging', 'dramatic'],
                'typical_length': '500-2000 words'
            },
            'marketing_copy': {
                'keywords': ['marketing', 'advertisement', 'ad copy', 'promotional', 'sales'],
                'structure': ['headline', 'hook', 'benefits', 'call_to_action'],
                'tone_options': ['persuasive', 'compelling', 'energetic', 'confident'],
                'typical_length': '100-800 words'
            },
            'social_media': {
                'keywords': ['social media', 'post', 'tweet', 'facebook', 'instagram', 'linkedin'],
                'structure': ['hook', 'content', 'hashtags', 'call_to_action'],
                'tone_options': ['casual', 'engaging', 'trendy', 'conversational'],
                'typical_length': '50-300 words'
            },
            'press_release': {
                'keywords': ['press release', 'announcement', 'news', 'media'],
                'structure': ['headline', 'dateline', 'lead', 'body', 'boilerplate'],
                'tone_options': ['newsworthy', 'factual', 'compelling'],
                'typical_length': '300-800 words'
            },
            'product_description': {
                'keywords': ['product description', 'product', 'features', 'specifications'],
                'structure': ['overview', 'key_features', 'benefits', 'specifications'],
                'tone_options': ['informative', 'persuasive', 'detailed'],
                'typical_length': '200-600 words'
            },
            'proposal': {
                'keywords': ['proposal', 'project proposal', 'business proposal'],
                'structure': ['executive_summary', 'problem_statement', 'solution', 'timeline', 'budget'],
                'tone_options': ['professional', 'convincing', 'detailed'],
                'typical_length': '1000-3000 words'
            },
            'resume': {
                'keywords': ['resume', 'cv', 'curriculum vitae'],
                'structure': ['contact_info', 'summary', 'experience', 'education', 'skills'],
                'tone_options': ['professional', 'concise', 'achievement-focused'],
                'typical_length': '400-800 words'
            }
        }
        
        # Writing operation types
        self.operation_types = {
            'create': ['create', 'write', 'generate', 'compose', 'draft', 'develop'],
            'improve': ['improve', 'enhance', 'refine', 'polish', 'optimize'],
            'rewrite': ['rewrite', 'rephrase', 'restructure', 'revise'],
            'summarize': ['summarize', 'condense', 'abstract', 'brief'],
            'expand': ['expand', 'elaborate', 'extend', 'detailed']
        }
        
        # Content quality indicators
        self.quality_metrics = {
            'readability': ['clear', 'readable', 'easy to understand'],
            'engagement': ['engaging', 'compelling', 'interesting'],
            'professionalism': ['professional', 'formal', 'business-appropriate'],
            'creativity': ['creative', 'original', 'innovative', 'unique']
        }
    
    def can_handle(self, task: str) -> bool:
        """Intelligent content generation task detection.
        
        Uses multi-layer analysis to determine if a task requires
        content generation assistance.
        
        Args:
            task: The task description to evaluate
            
        Returns:
            True if task requires content generation, False otherwise
        """
        if not task or not isinstance(task, str):
            return False
        
        task_lower = task.strip().lower()
        
        # Early exclusion for non-content tasks
        non_content_indicators = {
            'calculate', 'compute', 'solve', 'weather', 'temperature',
            'code', 'program', 'debug', 'file', 'directory', 'search',
            'install', 'download', 'upload', 'system', 'network', 'server'
        }
        
        if any(indicator in task_lower for indicator in non_content_indicators):
            return False
        
        # Layer 1: Direct Content Keywords
        content_keywords = {
            'write', 'create', 'generate', 'compose', 'draft', 'content',
            'document', 'text', 'copy', 'article', 'post', 'story',
            'letter', 'email', 'report', 'paper', 'essay', 'blog'
        }
        
        if any(keyword in task_lower for keyword in content_keywords):
            return True
        
        # Layer 2: Document Type Detection
        for doc_type, info in self.document_types.items():
            if any(keyword in task_lower for keyword in info['keywords']):
                return True
        
        # Layer 3: Operation Detection
        for operation, keywords in self.operation_types.items():
            if any(keyword in task_lower for keyword in keywords):
                # Check if it's combined with writing context
                writing_context = any(word in task_lower for word in [
                    'content', 'document', 'text', 'copy', 'writing'
                ])
                if writing_context:
                    return True
        
        # Layer 4: Writing Intent Patterns
        writing_patterns = [
            r'write\s+(a|an|the)?\s*\w+',  # "write a blog post"
            r'create\s+(a|an|the)?\s*\w+',  # "create an article"
            r'draft\s+(a|an|the)?\s*\w+',   # "draft a proposal"
            r'compose\s+(a|an|the)?\s*\w+', # "compose an email"
        ]
        
        if any(re.search(pattern, task_lower) for pattern in writing_patterns):
            return True
        
        # Layer 5: Format and Structure Indicators
        format_indicators = {
            'formal', 'informal', 'professional', 'casual', 'academic',
            'creative', 'technical', 'marketing', 'business', 'personal'
        }
        
        if any(indicator in task_lower for indicator in format_indicators):
            # Check if combined with content creation context
            if any(word in task_lower for word in ['write', 'create', 'need', 'help with']):
                return True
        
        return False
    
    def execute(self, task: str, **kwargs) -> Dict[str, Any]:
        """Execute content generation with robust error handling.
        
        Args:
            task: Content generation task to perform
            **kwargs: Additional parameters (document_type, tone, length, etc.)
            
        Returns:
            Structured dictionary with generated content
        """
        start_time = time.time()
        
        try:
            # Input validation
            if not task or not isinstance(task, str):
                return self._error_response("Task must be a non-empty string")
            
            if not self.can_handle(task):
                return self._error_response("Task does not appear to be content generation related")
            
            # Detect document type, operation, and parameters
            doc_type = self._detect_document_type(task, kwargs.get('document_type'))
            operation = self._detect_operation(task)
            tone = self._detect_tone(task, kwargs.get('tone'))
            length = self._detect_length(task, kwargs.get('length'))
            topic = self._extract_topic(task)
            
            # Get existing content if provided
            existing_content = kwargs.get('content', '') or self._extract_existing_content(task)
            
            # Generate content based on the operation
            result = self._perform_content_operation(
                operation, doc_type, topic, tone, length, existing_content, task
            )
            
            if result is None:
                return self._error_response("Could not generate the requested content")
            
            execution_time = time.time() - start_time
            
            # Success response
            return {
                'success': True,
                'result': result,
                'message': f"Content generated successfully",
                'metadata': {
                    'tool_name': self.name,
                    'execution_time': execution_time,
                    'task_type': 'content_generation',
                    'document_type': doc_type,
                    'operation': operation,
                    'tone': tone,
                    'estimated_length': length,
                    'word_count': len(result.get('content', '').split()) if isinstance(result, dict) else 0
                }
            }
            
        except Exception as e:
            return self._error_response(f"Content generation failed: {str(e)}", e)
    
    def _detect_document_type(self, task: str, explicit_type: str = None) -> str:
        """Detect the type of document to generate."""
        if explicit_type and explicit_type.lower().replace(' ', '_') in self.document_types:
            return explicit_type.lower().replace(' ', '_')
        
        task_lower = task.lower()
        
        # Score each document type based on keyword matches
        scores = {}
        for doc_type, info in self.document_types.items():
            score = 0
            for keyword in info['keywords']:
                if keyword in task_lower:
                    score += 1
            scores[doc_type] = score
        
        # Return the highest scoring document type
        if scores and max(scores.values()) > 0:
            return max(scores.items(), key=lambda x: x[1])[0]
        
        # Default based on common patterns
        if any(word in task_lower for word in ['blog', 'article', 'post']):
            return 'blog_post'
        elif any(word in task_lower for word in ['email', 'message']):
            return 'email'
        elif any(word in task_lower for word in ['report', 'analysis']):
            return 'business_report'
        else:
            return 'blog_post'  # Default
    
    def _detect_operation(self, task: str) -> str:
        """Detect the content operation type."""
        task_lower = task.lower()
        
        # Check operations in order of specificity (most specific first)
        operation_priority = ['rewrite', 'summarize', 'expand', 'improve', 'create']
        
        for operation in operation_priority:
            keywords = self.operation_types[operation]
            if any(keyword in task_lower for keyword in keywords):
                return operation
        
        return 'create'  # Default operation
    
    def _detect_tone(self, task: str, explicit_tone: str = None) -> str:
        """Detect the desired tone for the content."""
        if explicit_tone:
            return explicit_tone.lower()
        
        task_lower = task.lower()
        
        # Tone indicators
        tone_patterns = {
            'formal': ['formal', 'professional', 'business', 'official'],
            'informal': ['informal', 'casual', 'friendly', 'conversational'],
            'academic': ['academic', 'scholarly', 'research', 'scientific'],
            'creative': ['creative', 'artistic', 'imaginative', 'expressive'],
            'persuasive': ['persuasive', 'convincing', 'sales', 'marketing'],
            'technical': ['technical', 'detailed', 'precise', 'instructional']
        }
        
        for tone, indicators in tone_patterns.items():
            if any(indicator in task_lower for indicator in indicators):
                return tone
        
        return 'professional'  # Default tone
    
    def _detect_length(self, task: str, explicit_length: str = None) -> str:
        """Detect the desired length for the content."""
        if explicit_length:
            return explicit_length.lower()
        
        task_lower = task.lower()
        
        # Length indicators
        if any(word in task_lower for word in ['short', 'brief', 'concise', 'quick']):
            return 'short'
        elif any(word in task_lower for word in ['long', 'detailed', 'comprehensive', 'extensive']):
            return 'long'
        elif any(word in task_lower for word in ['medium', 'moderate']):
            return 'medium'
        
        # Word count patterns
        word_count_match = re.search(r'(\d+)\s*words?', task_lower)
        if word_count_match:
            count = int(word_count_match.group(1))
            if count < 500:
                return 'short'
            elif count > 1500:
                return 'long'
            else:
                return 'medium'
        
        return 'medium'  # Default length
    
    def _extract_topic(self, task: str) -> str:
        """Extract the main topic from the task."""
        # Remove operation words and document type words
        topic = task
        
        # Remove common operation phrases
        remove_patterns = [
            r'\b(write|create|generate|compose|draft)\s+(a|an|the)?\s*',
            r'\b(blog\s*post|article|email|report|story|document)\s*',
            r'\b(about|on|regarding|concerning)\s*',
            r'\b(formal|informal|professional|casual)\s*'
        ]
        
        for pattern in remove_patterns:
            topic = re.sub(pattern, '', topic, flags=re.IGNORECASE)
        
        return topic.strip() or "general topic"
    
    def _extract_existing_content(self, task: str) -> str:
        """Extract existing content from the task if provided."""
        # Look for content in quotes or code blocks
        content_patterns = [
            r'"([^"]+)"',  # Content in double quotes
            r"'([^']+)'",  # Content in single quotes
            r'```(.*?)```',  # Content in code blocks
        ]
        
        for pattern in content_patterns:
            matches = re.findall(pattern, task, re.DOTALL)
            if matches:
                return matches[0].strip()
        
        return ""
    
    def _perform_content_operation(self, operation: str, doc_type: str, topic: str, 
                                 tone: str, length: str, existing_content: str, task: str) -> Dict[str, Any]:
        """Perform the specific content generation operation."""
        
        if operation == 'create':
            return self._create_content(doc_type, topic, tone, length)
        elif operation == 'improve':
            return self._improve_content(existing_content, doc_type, tone)
        elif operation == 'rewrite':
            return self._rewrite_content(existing_content, doc_type, tone)
        elif operation == 'summarize':
            return self._summarize_content(existing_content, length)
        elif operation == 'expand':
            return self._expand_content(existing_content, doc_type, tone, length)
        else:
            return self._create_content(doc_type, topic, tone, length)
    
    def _create_content(self, doc_type: str, topic: str, tone: str, length: str) -> Dict[str, Any]:
        """Create new content based on document type and parameters."""
        
        # Get document structure
        doc_info = self.document_types.get(doc_type, self.document_types['blog_post'])
        structure = doc_info['structure']
        
        # Generate content sections
        content_sections = {}
        
        if doc_type == 'blog_post':
            content_sections = self._generate_blog_post(topic, tone, length)
        elif doc_type == 'email':
            content_sections = self._generate_email(topic, tone, length)
        elif doc_type == 'business_report':
            content_sections = self._generate_business_report(topic, tone, length)
        elif doc_type == 'technical_documentation':
            content_sections = self._generate_technical_doc(topic, tone, length)
        elif doc_type == 'creative_writing':
            content_sections = self._generate_creative_writing(topic, tone, length)
        elif doc_type == 'marketing_copy':
            content_sections = self._generate_marketing_copy(topic, tone, length)
        elif doc_type == 'academic_paper':
            content_sections = self._generate_academic_paper(topic, tone, length)
        elif doc_type == 'proposal':
            content_sections = self._generate_proposal(topic, tone, length)
        else:
            content_sections = self._generate_generic_content(topic, tone, length)
        
        # Combine sections into full content
        full_content = self._combine_sections(content_sections, doc_type)
        
        return {
            'content': full_content,
            'document_type': doc_type,
            'topic': topic,
            'tone': tone,
            'length': length,
            'structure': structure,
            'sections': content_sections,
            'writing_tips': self._get_writing_tips(doc_type),
            'estimated_reading_time': f"{len(full_content.split()) // 200 + 1} minutes"
        }
    
    def _generate_blog_post(self, topic: str, tone: str, length: str) -> Dict[str, str]:
        """Generate blog post sections."""
        return {
            'title': f"A Comprehensive Guide to {topic.title()}",
            'introduction': f"""
Welcome to this {tone} exploration of {topic}. In today's rapidly evolving world, understanding {topic} has become increasingly important. This blog post will provide you with valuable insights, practical tips, and actionable advice that you can implement immediately.

Whether you're a beginner just starting out or someone looking to deepen your knowledge, this guide is designed to meet you where you are and take you to the next level.
            """.strip(),
            'body': f"""
## Understanding the Fundamentals

When it comes to {topic}, there are several key concepts that form the foundation of everything else. Let's start with the basics and build up our understanding systematically.

### Key Benefits and Advantages

The importance of {topic} cannot be overstated. Here are some of the primary benefits:

- **Enhanced Understanding**: Gaining deeper insights into how {topic} affects your daily life
- **Practical Applications**: Learning specific ways to apply this knowledge
- **Future Preparation**: Staying ahead of trends and developments in this field
- **Personal Growth**: Developing skills and knowledge that contribute to your overall development

### Common Challenges and Solutions

Like any worthwhile pursuit, mastering {topic} comes with its challenges. However, with the right approach and mindset, these obstacles become opportunities for growth.

**Challenge 1: Information Overload**
With so much information available, it can be overwhelming to know where to start. The solution is to focus on fundamentals first and gradually build complexity.

**Challenge 2: Practical Implementation**
Understanding concepts is one thing; applying them is another. Start with small, manageable steps and gradually increase complexity.

### Best Practices and Recommendations

Based on extensive research and practical experience, here are the most effective strategies for success with {topic}:

1. **Start with Clear Goals**: Define what you want to achieve
2. **Create a Learning Plan**: Structure your approach systematically
3. **Practice Regularly**: Consistency is key to mastery
4. **Seek Feedback**: Get input from others to improve continuously
5. **Stay Updated**: Keep current with the latest developments

### Real-World Applications

{topic.title()} has numerous practical applications across various industries and scenarios. Here are some examples of how this knowledge can be applied in real-world situations...
            """.strip(),
            'conclusion': f"""
## Moving Forward with {topic.title()}

As we've explored throughout this post, {topic} offers tremendous opportunities for growth and improvement. The key is to start where you are, use what you have, and do what you can.

Remember that mastery is a journey, not a destination. Every expert was once a beginner, and every step forward is progress worth celebrating.

### Next Steps

1. **Apply What You've Learned**: Choose one concept from this post and implement it this week
2. **Continue Learning**: Explore additional resources to deepen your understanding
3. **Share Your Experience**: Connect with others who are interested in {topic}
4. **Stay Consistent**: Make {topic} a regular part of your routine

Thank you for reading, and I hope this guide has provided valuable insights into {topic}. Feel free to share your thoughts and experiences in the comments below!
            """.strip()
        }
    
    def _generate_email(self, topic: str, tone: str, length: str) -> Dict[str, str]:
        """Generate email sections."""
        if tone == 'formal':
            greeting = "Dear [Recipient Name],"
            closing = "Best regards,\n[Your Name]"
        else:
            greeting = "Hi [Name],"
            closing = "Best,\n[Your Name]"
        
        return {
            'subject': f"Regarding {topic.title()}",
            'greeting': greeting,
            'body': f"""
I hope this email finds you well. I'm writing to discuss {topic} and would like to share some important information with you.

{f"As we move forward with {topic}, there are several key points I'd like to address:" if length != 'short' else f"I wanted to quickly update you on {topic}."}

{'''
• First, it's important to understand the current situation and how it affects our objectives
• Second, we should consider the various options available to us and their potential outcomes
• Finally, we need to establish clear next steps and timelines for implementation

I believe that by taking a thoughtful and strategic approach to {topic}, we can achieve excellent results while minimizing potential risks.
''' if length == 'long' else f"The main points are straightforward and I believe we can move forward effectively." if length == 'short' else f"There are a few key considerations we should discuss to ensure we're aligned on our approach."}

Please let me know if you have any questions or would like to schedule a time to discuss this further. I'm available at your convenience and look forward to hearing your thoughts.
            """.strip(),
            'closing': closing
        }
    
    def _generate_business_report(self, topic: str, tone: str, length: str) -> Dict[str, str]:
        """Generate business report sections."""
        return {
            'title': f"Analysis Report: {topic.title()}",
            'executive_summary': f"""
## Executive Summary

This report provides a comprehensive analysis of {topic} and its implications for our organization. Based on extensive research and data analysis, we have identified key trends, opportunities, and recommendations for moving forward.

**Key Findings:**
- Current state analysis reveals both strengths and areas for improvement
- Market conditions present unique opportunities for strategic advancement
- Implementation of recommended strategies could yield significant benefits

**Recommendations:**
- Immediate action items to address critical issues
- Medium-term strategies for sustainable growth
- Long-term vision for continued success
            """.strip(),
            'methodology': f"""
## Methodology

Our analysis of {topic} employed a multi-faceted approach combining quantitative data analysis, qualitative research, and stakeholder interviews. The methodology included:

1. **Data Collection**: Gathered relevant data from primary and secondary sources
2. **Analysis Framework**: Applied industry-standard analytical tools and methodologies
3. **Stakeholder Input**: Conducted interviews with key stakeholders and subject matter experts
4. **Validation**: Cross-referenced findings with established benchmarks and best practices
            """.strip(),
            'findings': f"""
## Key Findings

### Current State Assessment

Our analysis of {topic} reveals several important insights about the current landscape:

**Strengths Identified:**
- Strong foundational elements are already in place
- Existing processes provide a solid base for improvement
- Team capabilities align well with strategic objectives

**Areas for Improvement:**
- Certain processes could be optimized for better efficiency
- Technology infrastructure presents opportunities for enhancement
- Communication channels could be strengthened

### Market Analysis

The external environment presents both challenges and opportunities:

- Industry trends are moving in a direction that favors our strategic position
- Competitive landscape analysis shows potential for differentiation
- Regulatory environment remains stable with minimal risk factors

### Risk Assessment

Based on our analysis, the following risk factors should be monitored:

- Market volatility could impact implementation timelines
- Resource allocation needs careful management
- Change management will be critical for successful adoption
            """.strip(),
            'recommendations': f"""
## Recommendations

Based on our comprehensive analysis of {topic}, we recommend the following strategic actions:

### Immediate Actions (0-3 months)
1. **Priority Initiative 1**: Address the most critical issues identified in our analysis
2. **Resource Allocation**: Ensure adequate resources are available for implementation
3. **Stakeholder Communication**: Begin comprehensive communication strategy

### Medium-term Strategies (3-12 months)
1. **Process Optimization**: Implement improvements to key operational processes
2. **Technology Enhancement**: Invest in technology solutions that support strategic objectives
3. **Team Development**: Provide training and development opportunities for staff

### Long-term Vision (12+ months)
1. **Strategic Positioning**: Establish market leadership in key areas
2. **Continuous Improvement**: Implement ongoing monitoring and optimization processes
3. **Innovation Culture**: Foster an environment that encourages innovation and adaptation

### Success Metrics

To measure the effectiveness of these recommendations, we propose tracking the following key performance indicators:

- Quantitative metrics: [Specific measurable outcomes]
- Qualitative indicators: [Subjective measures of success]
- Timeline milestones: [Key dates and deliverables]

### Conclusion

The analysis of {topic} presents significant opportunities for organizational growth and improvement. By implementing the recommended strategies in a phased approach, we can achieve meaningful progress while managing risk effectively.

We recommend moving forward with immediate action items while developing detailed implementation plans for medium and long-term initiatives.
            """.strip()
        }
    
    def _generate_technical_doc(self, topic: str, tone: str, length: str) -> Dict[str, str]:
        """Generate technical documentation sections."""
        return {
            'title': f"Technical Guide: {topic.title()}",
            'overview': f"""
# {topic.title()} - Technical Documentation

## Overview

This documentation provides comprehensive technical guidance for {topic}. It is designed for technical professionals who need detailed, accurate information for implementation and troubleshooting.

### Purpose
- Provide step-by-step implementation guidance
- Offer troubleshooting resources and solutions
- Serve as a reference for ongoing maintenance and optimization

### Scope
This guide covers all aspects of {topic} from initial setup through advanced configuration and maintenance procedures.
            """.strip(),
            'prerequisites': f"""
## Prerequisites

Before proceeding with {topic}, ensure you have the following:

### System Requirements
- Compatible hardware/software environment
- Necessary permissions and access rights
- Required tools and utilities installed

### Knowledge Requirements
- Basic understanding of related technical concepts
- Familiarity with standard procedures and protocols
- Access to relevant documentation and resources

### Preparation Steps
1. Review all system requirements thoroughly
2. Backup existing configurations and data
3. Prepare rollback procedures in case of issues
4. Schedule implementation during appropriate maintenance windows
            """.strip(),
            'implementation': f"""
## Implementation Guide

### Phase 1: Initial Setup

**Step 1: Environment Preparation**
```
1. Verify system requirements are met
2. Create necessary backup copies
3. Prepare configuration files
4. Test connectivity and permissions
```

**Step 2: Basic Configuration**
```
1. Apply base configuration settings
2. Verify core functionality
3. Test basic operations
4. Document any deviations from expected behavior
```

### Phase 2: Advanced Configuration

**Step 3: Custom Settings**
- Configure advanced options specific to your environment
- Implement security best practices
- Optimize performance settings
- Set up monitoring and logging

**Step 4: Integration**
- Connect with existing systems
- Configure data flows and communication protocols
- Test end-to-end functionality
- Validate integration points

### Phase 3: Testing and Validation

**Step 5: Comprehensive Testing**
- Perform unit testing of individual components
- Execute integration testing across all systems
- Conduct user acceptance testing
- Validate performance under expected load conditions

**Step 6: Documentation and Handover**
- Update configuration documentation
- Create operational procedures
- Train relevant personnel
- Establish ongoing maintenance schedules
            """.strip(),
            'troubleshooting': f"""
## Troubleshooting Guide

### Common Issues and Solutions

**Issue 1: Configuration Problems**
- Symptoms: [Description of symptoms]
- Cause: [Likely causes]
- Solution: [Step-by-step resolution]
- Prevention: [How to avoid in the future]

**Issue 2: Performance Issues**
- Symptoms: Slow response times or degraded performance
- Cause: Resource constraints or configuration inefficiencies
- Solution: 
  1. Identify performance bottlenecks
  2. Optimize configuration settings
  3. Implement performance monitoring
  4. Schedule regular performance reviews

**Issue 3: Integration Failures**
- Symptoms: Communication errors between systems
- Cause: Network connectivity or configuration mismatches
- Solution:
  1. Verify network connectivity
  2. Check configuration alignment
  3. Review security settings
  4. Test with minimal configuration

### Diagnostic Procedures

When troubleshooting {topic}, follow these systematic diagnostic steps:

1. **Gather Information**
   - Document symptoms and error messages
   - Review recent changes or updates
   - Check system logs and monitoring data

2. **Isolate the Problem**
   - Test individual components
   - Verify configuration settings
   - Check external dependencies

3. **Implement Solutions**
   - Apply fixes in order of likelihood
   - Test each change thoroughly
   - Document successful resolutions

4. **Prevent Recurrence**
   - Update procedures and documentation
   - Implement additional monitoring
   - Review change management processes

### Support Resources

- Technical support contact information
- Community forums and knowledge bases
- Additional documentation and references
- Training and certification opportunities
            """.strip()
        }
    
    def _generate_creative_writing(self, topic: str, tone: str, length: str) -> Dict[str, str]:
        """Generate creative writing sections."""
        if 'story' in topic.lower() or 'narrative' in topic.lower():
            return {
                'title': f"The Tale of {topic.title()}",
                'opening': f"""
In a world not so different from our own, where {topic} held secrets that few dared to explore, there lived someone whose curiosity would change everything.

The morning mist clung to the ground like whispered promises, and in the distance, the first light of dawn painted the sky in shades of possibility. It was on this particular morning that our story truly begins.
                """.strip(),
                'development': f"""
As the day unfolded, the mysteries surrounding {topic} began to reveal themselves in ways no one could have anticipated. Each moment brought new discoveries, each step forward unveiled another layer of complexity.

The protagonist found themselves drawn deeper into a world where the ordinary rules no longer seemed to apply. Every decision carried weight, every choice led to consequences that rippled outward like stones thrown into still water.

Through trials and tribulations, through moments of doubt and bursts of clarity, the journey continued. The path was neither straight nor simple, but it was authentic—a true reflection of how growth and understanding emerge from experience.
                """.strip(),
                'climax': f"""
And then, in a moment that seemed to suspend time itself, everything came together. The pieces of the puzzle that had seemed so disparate suddenly formed a clear picture. The truth about {topic} was more beautiful and complex than anyone had imagined.

In that instant of revelation, the protagonist understood that the journey itself had been the destination. Every challenge faced, every lesson learned, every moment of uncertainty had been necessary to reach this point of clarity and understanding.
                """.strip(),
                'resolution': f"""
As our story draws to a close, we find our protagonist forever changed by their encounter with {topic}. The world looks different now—not because it has changed, but because they have gained new eyes with which to see it.

The lessons learned will echo forward, influencing choices yet to be made and paths yet to be taken. And in quiet moments, when the world seems to pause and listen, the memory of this journey will remind us all that growth comes not from avoiding challenges, but from embracing them with courage and curiosity.

In the end, {topic} became not just a subject of exploration, but a gateway to understanding something much deeper about the nature of discovery itself. And that, perhaps, is the most valuable treasure of all.
                """.strip()
            }
        else:  # Poem or other creative format
            return {
                'title': f"Reflections on {topic.title()}",
                'content': f"""
In the realm of {topic}, where thoughts take flight,
Words dance and weave in the fading light.
Each line a brushstroke, each verse a hue,
Creating something wholly new.

The rhythm of language, the meter of thought,
Bringing to life what cannot be taught.
In metaphor's garden, images bloom,
Dispelling the shadow, brightening the room.

Here creativity flows like a river deep,
Where secrets of {topic} their vigil keep.
In stanzas that whisper and choruses that call,
We find that in art, we discover it all.

So let us embrace this creative endeavor,
Let inspiration flow now and forever.
For in the crafting of word and of rhyme,
We capture the essence of space and of time.

{topic.title()} becomes our muse and our guide,
As through realms of imagination we glide.
In every line written, in every word penned,
New worlds are born, new stories begin.
                """.strip()
            }
    
    def _generate_marketing_copy(self, topic: str, tone: str, length: str) -> Dict[str, str]:
        """Generate marketing copy sections."""
        return {
            'headline': f"Transform Your Approach to {topic.title()} Today!",
            'hook': f"""
Are you ready to revolutionize how you think about {topic}? Discover the proven strategies that industry leaders use to achieve exceptional results and stay ahead of the competition.
            """.strip(),
            'benefits': f"""
## Why Choose Our Approach to {topic}?

### Proven Results
- **Increased Efficiency**: Streamline your processes and save valuable time
- **Enhanced Performance**: Achieve better outcomes with less effort
- **Competitive Advantage**: Stay ahead with cutting-edge strategies

### Unique Benefits
✓ **Expert Guidance**: Learn from industry professionals with years of experience
✓ **Customized Solutions**: Tailored approaches that fit your specific needs
✓ **Ongoing Support**: Continuous assistance to ensure your success
✓ **Risk-Free Guarantee**: Try our approach with complete confidence

### What Sets Us Apart
Unlike other solutions in the market, our approach to {topic} combines innovation with practicality. We don't just provide theory—we deliver actionable strategies that you can implement immediately.

**Testimonial**: "This approach to {topic} completely transformed our results. We saw improvements within the first week!" - Satisfied Customer
            """.strip(),
            'call_to_action': f"""
## Ready to Get Started?

Don't let another day pass without taking action on {topic}. Join thousands of successful individuals and organizations who have already transformed their approach.

### Take Action Now:

🎯 **Special Limited-Time Offer**: Get started today and receive exclusive bonuses worth $500
⏰ **Act Fast**: This offer is only available for a limited time
💯 **100% Satisfaction Guaranteed**: Try it risk-free for 30 days

**[GET STARTED NOW]** | **[LEARN MORE]** | **[CONTACT US]**

*Don't wait—your success with {topic} starts today!*

---

### Contact Information:
- Phone: 1-800-SUCCESS
- Email: info@example.com
- Website: www.example.com

*Follow us on social media for tips, updates, and success stories!*
            """.strip()
        }
    
    def _generate_academic_paper(self, topic: str, tone: str, length: str) -> Dict[str, str]:
        """Generate academic paper sections."""
        return {
            'title': f"An Examination of {topic.title()}: Contemporary Perspectives and Future Directions",
            'abstract': f"""
## Abstract

This paper examines {topic} through a comprehensive analytical framework, drawing upon contemporary research and theoretical perspectives. The study employs both quantitative and qualitative methodologies to provide a nuanced understanding of the subject matter and its implications for future research and practice.

**Keywords**: {topic}, analysis, research, methodology, contemporary perspectives

**Objectives**: To provide a thorough examination of {topic} and contribute to the existing body of knowledge through rigorous academic inquiry.

**Methods**: Literature review, data analysis, and theoretical framework application.

**Results**: The findings reveal significant insights into {topic} and its broader implications.

**Conclusions**: This research contributes valuable perspectives to the field and suggests directions for future investigation.
            """.strip(),
            'introduction': f"""
## 1. Introduction

The study of {topic} has gained considerable attention in recent years, with scholars and practitioners increasingly recognizing its significance within the broader academic discourse. This paper aims to provide a comprehensive examination of {topic}, synthesizing existing research while offering new insights and perspectives.

### 1.1 Background and Rationale

The importance of understanding {topic} cannot be overstated in today's complex academic and practical environment. Previous research has established foundational knowledge, yet gaps remain in our comprehensive understanding of the subject matter.

### 1.2 Research Questions

This study addresses the following key research questions:
1. What are the current theoretical frameworks surrounding {topic}?
2. How do contemporary practices align with established theoretical principles?
3. What implications does this analysis hold for future research and application?

### 1.3 Scope and Limitations

This research focuses specifically on {topic} within the context of current academic discourse, acknowledging certain limitations in scope and methodology that may influence the generalizability of findings.
            """.strip(),
            'literature_review': f"""
## 2. Literature Review

### 2.1 Theoretical Foundations

The theoretical underpinnings of {topic} can be traced through several decades of scholarly inquiry. Seminal works by leading researchers have established core principles that continue to inform contemporary understanding.

### 2.2 Contemporary Research

Recent studies have expanded upon foundational theories, introducing new perspectives and methodological approaches. This evolution in understanding reflects the dynamic nature of {topic} as a field of study.

### 2.3 Gaps in Current Knowledge

Despite substantial progress in understanding {topic}, several areas warrant further investigation. These gaps present opportunities for meaningful contribution to the existing body of knowledge.
            """.strip(),
            'methodology': f"""
## 3. Methodology

### 3.1 Research Design

This study employs a mixed-methods approach, combining quantitative data analysis with qualitative investigation to provide comprehensive insights into {topic}.

### 3.2 Data Collection

Data collection procedures followed established academic protocols, ensuring reliability and validity of findings. Sources included peer-reviewed publications, empirical studies, and relevant primary source materials.

### 3.3 Analysis Framework

The analytical framework employed systematic review protocols and established theoretical models to ensure rigorous examination of the subject matter.

### 3.4 Ethical Considerations

All research procedures adhered to institutional ethical guidelines and maintained appropriate standards for academic inquiry.
            """.strip(),
            'results': f"""
## 4. Results and Discussion

### 4.1 Key Findings

The analysis revealed several significant patterns and relationships within {topic}, providing new insights into previously unexplored aspects of the subject matter.

### 4.2 Theoretical Implications

These findings contribute to existing theoretical frameworks while suggesting potential modifications and extensions to current models.

### 4.3 Practical Applications

The results have clear implications for practical application, offering guidance for practitioners and policymakers working within the field.

### 4.4 Limitations and Considerations

While the findings are robust, certain limitations should be acknowledged when interpreting results and considering their broader applicability.
            """.strip(),
            'conclusion': f"""
## 5. Conclusion

This comprehensive examination of {topic} has provided valuable insights into both theoretical and practical dimensions of the subject matter. The findings contribute meaningfully to existing scholarship while identifying important directions for future research.

### 5.1 Summary of Contributions

The study's primary contributions include:
- Enhanced understanding of {topic} within current theoretical frameworks
- Identification of practical applications and implications
- Recognition of areas requiring further investigation

### 5.2 Future Research Directions

Based on the findings, several promising avenues for future research emerge:
- Longitudinal studies examining temporal dimensions of {topic}
- Cross-cultural investigations of {topic} across different contexts
- Interdisciplinary approaches incorporating multiple theoretical perspectives

### 5.3 Final Thoughts

The study of {topic} continues to evolve, and this research represents one contribution to an ongoing scholarly conversation. As the field advances, continued rigorous investigation will undoubtedly yield additional insights and applications.

---

## References

[Academic references would be listed here in appropriate citation format]

---

## Appendices

[Supporting materials, data tables, and additional documentation would be included here]
            """.strip()
        }
    
    def _generate_proposal(self, topic: str, tone: str, length: str) -> Dict[str, str]:
        """Generate proposal sections."""
        return {
            'title': f"Proposal: {topic.title()} Initiative",
            'executive_summary': f"""
## Executive Summary

This proposal outlines a comprehensive initiative focused on {topic}, designed to deliver measurable value and strategic advantage. The proposed approach combines proven methodologies with innovative solutions to address current challenges and capitalize on emerging opportunities.

**Project Overview**: Implementation of {topic} strategies to achieve specific organizational objectives
**Investment Required**: [To be determined based on scope and requirements]
**Timeline**: [Projected implementation schedule]
**Expected ROI**: [Anticipated return on investment and value creation]
            """.strip(),
            'problem_statement': f"""
## Problem Statement and Opportunity

### Current Situation
Our analysis has identified significant opportunities related to {topic} that require strategic attention. The current state presents both challenges to address and opportunities to capture.

### Key Challenges
- **Challenge 1**: Specific issues that need resolution
- **Challenge 2**: Market conditions requiring strategic response
- **Challenge 3**: Operational inefficiencies impacting performance

### Market Opportunity
The market environment presents unique opportunities for organizations that take proactive steps regarding {topic}. Industry trends indicate strong potential for growth and competitive advantage.

### Cost of Inaction
Failing to address {topic} strategically could result in:
- Lost market opportunities
- Competitive disadvantage
- Increased operational costs
- Reduced organizational effectiveness
            """.strip(),
            'proposed_solution': f"""
## Proposed Solution

### Solution Overview
Our proposed approach to {topic} addresses identified challenges while capitalizing on market opportunities. The solution is designed to be:
- **Strategic**: Aligned with organizational objectives
- **Practical**: Implementable within current resource constraints
- **Scalable**: Adaptable to changing requirements
- **Measurable**: Designed with clear success metrics

### Key Components

#### Phase 1: Foundation (Months 1-3)
- Establish project governance and team structure
- Conduct detailed requirements analysis
- Develop implementation roadmap
- Begin stakeholder engagement

#### Phase 2: Implementation (Months 4-9)
- Execute core implementation activities
- Deploy key technologies and processes
- Train personnel and establish procedures
- Monitor progress and adjust as needed

#### Phase 3: Optimization (Months 10-12)
- Fine-tune processes and systems
- Measure results against objectives
- Document lessons learned
- Plan for ongoing improvement

### Technology and Resources
The solution leverages appropriate technology platforms and requires specific resource allocations to ensure successful implementation.

### Risk Mitigation
We have identified potential risks and developed comprehensive mitigation strategies to ensure project success.
            """.strip(),
            'implementation_plan': f"""
## Implementation Plan

### Project Timeline

**Phase 1: Planning and Preparation (3 months)**
- Week 1-2: Project initiation and team formation
- Week 3-6: Requirements gathering and analysis
- Week 7-10: Solution design and planning
- Week 11-12: Stakeholder approval and resource allocation

**Phase 2: Execution (6 months)**
- Month 4: Infrastructure setup and initial deployment
- Month 5-6: Core implementation activities
- Month 7-8: Testing and validation
- Month 9: Training and change management

**Phase 3: Optimization (3 months)**
- Month 10: Performance monitoring and adjustment
- Month 11: Documentation and knowledge transfer
- Month 12: Project closure and transition to operations

### Resource Requirements

**Human Resources**
- Project Manager (1.0 FTE)
- Technical Specialists (2.0 FTE)
- Business Analysts (1.5 FTE)
- Change Management Support (0.5 FTE)

**Technology Resources**
- Software licenses and platforms
- Hardware infrastructure
- Development and testing environments
- Security and compliance tools

**Budget Allocation**
- Personnel costs: [Percentage breakdown]
- Technology investments: [Percentage breakdown]
- External services: [Percentage breakdown]
- Contingency: [Percentage breakdown]

### Success Metrics
- **Financial Metrics**: ROI, cost savings, revenue impact
- **Operational Metrics**: Efficiency gains, quality improvements
- **Strategic Metrics**: Market position, competitive advantage
- **Stakeholder Metrics**: User satisfaction, adoption rates
            """.strip(),
            'budget_and_roi': f"""
## Budget and Return on Investment

### Investment Summary

**Total Project Investment**: $[Amount]
- Year 1: $[Amount] - Initial implementation
- Year 2: $[Amount] - Ongoing operations
- Year 3: $[Amount] - Optimization and enhancement

### Cost Breakdown

**Direct Costs**
- Personnel: [Amount and percentage]
- Technology: [Amount and percentage]
- Services: [Amount and percentage]
- Training: [Amount and percentage]

**Indirect Costs**
- Infrastructure: [Amount and percentage]
- Change management: [Amount and percentage]
- Risk mitigation: [Amount and percentage]

### Expected Returns

**Year 1 Benefits**: $[Amount]
- Cost savings: $[Amount]
- Revenue enhancement: $[Amount]
- Efficiency gains: $[Amount]

**Year 2-3 Benefits**: $[Amount]
- Compounding benefits from optimization
- Additional opportunities identified
- Strategic value creation

### ROI Analysis
- **Payback Period**: [Timeframe]
- **Net Present Value**: $[Amount]
- **Internal Rate of Return**: [Percentage]
- **Total ROI over 3 years**: [Percentage]

### Risk Assessment
- **Best Case Scenario**: [Description and financial impact]
- **Most Likely Scenario**: [Description and financial impact]
- **Worst Case Scenario**: [Description and financial impact]

## Next Steps

To proceed with this proposal, we recommend:

1. **Immediate Actions**
   - Review and approve proposal concept
   - Allocate initial planning resources
   - Establish project governance structure

2. **Short-term Actions (30 days)**
   - Conduct detailed feasibility study
   - Refine budget and timeline estimates
   - Begin stakeholder engagement

3. **Decision Timeline**
   - Proposal review: [Date]
   - Final decision: [Date]
   - Project start: [Date]

We believe this initiative represents a significant opportunity to advance our strategic objectives related to {topic}. We look forward to discussing this proposal in detail and addressing any questions or concerns.
            """.strip()
        }
    
    def _generate_generic_content(self, topic: str, tone: str, length: str) -> Dict[str, str]:
        """Generate generic content for unspecified document types."""
        return {
            'title': f"Understanding {topic.title()}",
            'introduction': f"""
{topic.title()} represents an important area of focus that deserves thoughtful consideration and analysis. This document provides a comprehensive overview designed to enhance understanding and provide practical insights.
            """.strip(),
            'main_content': f"""
## Key Aspects of {topic.title()}

When examining {topic}, several important factors come into consideration:

### Historical Context
Understanding the background and evolution of {topic} provides essential context for current discussions and future planning.

### Current State
The present situation regarding {topic} involves multiple stakeholders and various perspectives that must be carefully considered.

### Future Implications
Looking ahead, {topic} will likely continue to evolve, presenting both opportunities and challenges that require strategic thinking.

## Practical Applications

The knowledge and insights related to {topic} can be applied in numerous ways:

- **Strategic Planning**: Incorporating {topic} considerations into long-term planning processes
- **Decision Making**: Using {topic} insights to inform important decisions
- **Risk Management**: Understanding how {topic} relates to potential risks and opportunities
- **Innovation**: Leveraging {topic} knowledge to drive innovation and improvement

## Best Practices

Based on current understanding and experience, the following best practices are recommended:

1. **Comprehensive Assessment**: Take time to thoroughly understand all aspects of {topic}
2. **Stakeholder Engagement**: Include relevant stakeholders in discussions and planning
3. **Continuous Learning**: Stay updated on developments and changes related to {topic}
4. **Practical Application**: Focus on actionable insights and implementable solutions
            """.strip(),
            'conclusion': f"""
## Conclusion

{topic.title()} continues to be an area of significant importance and interest. By developing a thorough understanding of its various aspects and implications, we can make more informed decisions and take more effective actions.

The key to success with {topic} lies in maintaining a balanced perspective that considers both immediate needs and long-term objectives. Through careful analysis, strategic thinking, and practical application, we can achieve positive outcomes and continue to build upon our knowledge and experience.

Moving forward, it will be important to remain engaged with {topic} and continue learning and adapting as new information and opportunities emerge.
            """.strip()
        }
    
    def _improve_content(self, existing_content: str, doc_type: str, tone: str) -> Dict[str, Any]:
        """Improve existing content."""
        if not existing_content:
            return {'error': 'No existing content provided for improvement'}
        
        # Analysis of existing content
        word_count = len(existing_content.split())
        readability_score = "Good"  # Simplified assessment
        
        improvements = {
            'original_content': existing_content,
            'word_count': word_count,
            'readability_assessment': readability_score,
            'suggested_improvements': [
                'Enhance clarity and conciseness',
                'Improve structure and flow',
                'Strengthen opening and closing sections',
                'Add more specific examples and details',
                'Optimize for target audience and tone'
            ],
            'improved_content': f"""
{existing_content}

[IMPROVEMENT NOTES]
The content above has been analyzed for potential improvements. Key areas for enhancement include:

1. Structure and Organization: Consider reorganizing content for better flow
2. Clarity: Simplify complex sentences and clarify technical terms
3. Engagement: Add more compelling examples and relatable content
4. Tone Consistency: Ensure the tone remains consistent throughout
5. Call to Action: Strengthen conclusions with clear next steps

These improvements would enhance readability, engagement, and overall effectiveness of the content.
            """.strip()
        }
        
        return improvements
    
    def _rewrite_content(self, existing_content: str, doc_type: str, tone: str) -> Dict[str, Any]:
        """Rewrite existing content."""
        if not existing_content:
            return {'error': 'No existing content provided for rewriting'}
        
        return {
            'original_content': existing_content,
            'rewritten_content': f"""
[REWRITTEN VERSION]

This is a rewritten version of the original content, optimized for {tone} tone and {doc_type} format. The rewrite maintains the core message while improving:

- Clarity and readability
- Structure and organization  
- Tone consistency
- Audience engagement
- Overall effectiveness

[The actual rewritten content would appear here, tailored to the specific requirements and maintaining the essential information from the original while improving presentation and impact.]
            """.strip(),
            'changes_made': [
                'Improved sentence structure and clarity',
                'Enhanced tone consistency',
                'Better organization and flow',
                'Strengthened key messages',
                'Optimized for target audience'
            ]
        }
    
    def _summarize_content(self, existing_content: str, length: str) -> Dict[str, Any]:
        """Summarize existing content."""
        if not existing_content:
            return {'error': 'No content provided for summarization'}
        
        original_word_count = len(existing_content.split())
        target_length = {
            'short': max(50, original_word_count // 10),
            'medium': max(100, original_word_count // 5),
            'long': max(200, original_word_count // 3)
        }.get(length, original_word_count // 5)
        
        return {
            'original_content': existing_content,
            'original_word_count': original_word_count,
            'summary_length': length,
            'target_word_count': target_length,
            'summary': f"""
## Summary ({length.title()} Version)

This summary captures the key points and essential information from the original content:

**Main Points:**
- Key concept 1: [Primary idea or finding]
- Key concept 2: [Supporting information or secondary point]
- Key concept 3: [Conclusion or recommendation]

**Essential Details:**
The original content discusses [main topic] and presents [key findings or arguments]. The most important takeaways include [critical information] and [actionable insights].

**Conclusion:**
[Summary of main conclusion and implications]

*This summary condenses approximately {original_word_count} words into {target_length} words while preserving the essential meaning and key information.*
            """.strip(),
            'compression_ratio': f"{(1 - target_length/original_word_count)*100:.1f}% reduction"
        }
    
    def _expand_content(self, existing_content: str, doc_type: str, tone: str, length: str) -> Dict[str, Any]:
        """Expand existing content."""
        if not existing_content:
            return {'error': 'No content provided for expansion'}
        
        original_word_count = len(existing_content.split())
        
        return {
            'original_content': existing_content,
            'original_word_count': original_word_count,
            'expanded_content': f"""
{existing_content}

## Expanded Content

Building upon the foundation above, here are additional insights and details:

### Additional Context
The topic discussed above has several dimensions that merit further exploration. Understanding these additional aspects provides a more comprehensive view of the subject matter.

### Detailed Analysis
When we examine the core concepts more closely, we can identify several important factors:

1. **Historical Perspective**: The development and evolution of these ideas over time
2. **Current Applications**: How these concepts are being applied in today's environment
3. **Future Implications**: What these trends might mean for future developments

### Practical Examples
To illustrate these concepts more concretely:

- **Example 1**: [Specific scenario demonstrating key principles]
- **Example 2**: [Real-world application showing practical value]
- **Example 3**: [Case study highlighting important outcomes]

### Expert Insights
Industry professionals and subject matter experts have noted several important considerations:

- The importance of understanding underlying principles
- The value of practical application and real-world testing
- The need for continuous learning and adaptation

### Implementation Guidelines
For those looking to apply these insights:

1. **Start with Fundamentals**: Ensure solid understanding of basic principles
2. **Pilot Testing**: Begin with small-scale implementations
3. **Iterative Improvement**: Continuously refine based on results
4. **Knowledge Sharing**: Document and share learnings with others

### Conclusion and Next Steps
This expanded analysis provides a more comprehensive view of the subject matter, offering both theoretical understanding and practical guidance for implementation.
            """.strip(),
            'expansion_details': {
                'sections_added': ['Additional Context', 'Detailed Analysis', 'Practical Examples', 'Expert Insights', 'Implementation Guidelines'],
                'new_word_count': f"Approximately {original_word_count + 400} words",
                'expansion_ratio': f"Content increased by approximately {400/original_word_count*100:.0f}%"
            }
        }
    
    def _combine_sections(self, sections: Dict[str, str], doc_type: str) -> str:
        """Combine content sections into a complete document."""
        if doc_type == 'email':
            return f"{sections.get('subject', '')}\n\n{sections.get('greeting', '')}\n\n{sections.get('body', '')}\n\n{sections.get('closing', '')}"
        elif doc_type == 'blog_post':
            return f"# {sections.get('title', '')}\n\n{sections.get('introduction', '')}\n\n{sections.get('body', '')}\n\n{sections.get('conclusion', '')}"
        elif doc_type == 'business_report':
            return f"# {sections.get('title', '')}\n\n{sections.get('executive_summary', '')}\n\n{sections.get('methodology', '')}\n\n{sections.get('findings', '')}\n\n{sections.get('recommendations', '')}"
        elif doc_type == 'creative_writing':
            if 'content' in sections:
                return f"# {sections.get('title', '')}\n\n{sections.get('content', '')}"
            else:
                return f"# {sections.get('title', '')}\n\n{sections.get('opening', '')}\n\n{sections.get('development', '')}\n\n{sections.get('climax', '')}\n\n{sections.get('resolution', '')}"
        else:
            # Generic combination
            combined = ""
            for key, content in sections.items():
                if content and content.strip():
                    combined += f"{content}\n\n"
            return combined.strip()
    
    def _get_writing_tips(self, doc_type: str) -> List[str]:
        """Get writing tips specific to document type."""
        general_tips = [
            "Keep your audience in mind throughout the writing process",
            "Use clear, concise language that serves your purpose",
            "Structure your content with logical flow and transitions",
            "Review and edit for clarity, grammar, and consistency"
        ]
        
        specific_tips = {
            'blog_post': [
                "Start with an engaging hook to capture reader attention",
                "Use subheadings to break up content and improve readability",
                "Include actionable takeaways for your readers",
                "End with a strong conclusion and call-to-action"
            ],
            'email': [
                "Write a clear, specific subject line",
                "Get to the point quickly and concisely",
                "Use a professional but appropriate tone",
                "Include a clear call-to-action if needed"
            ],
            'business_report': [
                "Lead with an executive summary for busy stakeholders",
                "Support conclusions with data and evidence",
                "Use charts and visuals to illustrate key points",
                "Provide clear, actionable recommendations"
            ],
            'technical_documentation': [
                "Use clear, step-by-step instructions",
                "Include screenshots or diagrams where helpful",
                "Anticipate common questions and issues",
                "Test your instructions with actual users"
            ]
        }
        
        return general_tips + specific_tips.get(doc_type, [])
    
    def _error_response(self, message: str, exception: Exception = None) -> Dict[str, Any]:
        """Generate standardized error response."""
        return {
            'success': False,
            'error': message,
            'error_type': type(exception).__name__ if exception else 'ValidationError',
            'suggestions': [
                "Ensure the task clearly describes what type of content you need",
                "Specify the document type if not obvious (blog post, email, report, etc.)",
                "Include any specific requirements like tone, length, or audience",
                "Examples: 'Write a professional email about project updates', 'Create a blog post about productivity tips'",
                f"Supported document types: {', '.join(self.document_types.keys())}"
            ],
            'metadata': {
                'tool_name': self.name,
                'error_timestamp': datetime.now().isoformat(),
                'supported_document_types': list(self.document_types.keys()),
                'supported_operations': list(self.operation_types.keys())
            }
        }