# Riddle System

## Overview

The Knot Riddles system represents a sophisticated blend of AI-generated content and blockchain technology, creating unique, engaging puzzles that adapt to user interaction.

## Generation Process

### 1. Context Analysis

* **Market Integration**
  * Real-time crypto trends
  * Current market conditions
  * Community sentiment analysis
* **User Profiling**
  * Skill level assessment
  * Historical performance
  * Learning curve analysis

### 2. Content Creation

* **Pattern Generation**
  * Linguistic structure formation
  * Difficulty parameter integration
  * Context-aware content
* **Quality Control**
  * Solvability verification
  * Complexity assessment
  * Engagement potential evaluation

### 3. Delivery System

* **Timing Mechanics**
  * Release scheduling
  * Time-based challenges
  * Progressive difficulty
* **Presentation Format**
  * Visual elements
  * Interactive components
  * Mobile optimization

## Difficulty Scaling

### Dynamic Adjustment

```python
def calculate_difficulty(user_metrics, global_stats):
    base_difficulty = 1000
    user_factor = analyze_user_performance(user_metrics)
    global_factor = assess_global_trends(global_stats)
    
    return base_difficulty * user_factor * global_factor
```

### Difficulty Levels

1. **Novice (Level 1-3)**
   * Basic crypto concepts
   * Simple word plays
   * Clear hints provided
2. **Intermediate (Level 4-7)**
   * Complex market mechanics
   * Multiple solution paths
   * Limited hints
3. **Expert (Level 8-10)**
   * Advanced trading concepts
   * Multi-layer puzzles
   * No hints provided
