"""
KnowledgeEnhancementAgent
Generated by Eden via recursive self-improvement
2025-11-01 04:14:25.042033
"""

import re
from typing import Dict, List

class KnowledgeEnhancementAgent:
    """
    A class designed to enhance the knowledge of a system by analyzing and integrating new data.
    
    Attributes:
        knowledge_base (Dict[str, List[str]]): A dictionary containing categories as keys and lists of related concepts as values.
        
    Methods:
        __init__(self):
            Initializes an instance of KnowledgeEnhancementAgent with an empty knowledge base.
            
        learn_from_text(self, text: str) -> None:
            Analyzes the provided text to extract relevant concepts and updates the knowledge base accordingly.
            
        display_knowledge_base(self) -> Dict[str, List[str]]:
            Returns a dictionary representing the current state of the knowledge base.
    """
    
    def __init__(self):
        self.knowledge_base = {}
        
    def learn_from_text(self, text: str) -> None:
        # Splitting the input text into words for analysis
        words = re.findall(r'\b\w+\b', text.lower())
        
        # Incrementally building knowledge base based on frequency and relevance of terms
        for word in set(words):
            if word not in self.knowledge_base:
                self.knowledge_base[word] = []
                
            # Assuming a simple heuristic: the more frequent a term is, the more it contributes to the KB
            self.knowledge_base[word].append(f"Frequency: {words.count(word)}")
        
    def display_knowledge_base(self) -> Dict[str, List[str]]:
        return self.knowledge_base

# Example usage:
knowledge_agent = KnowledgeEnhancementAgent()
knowledge_agent.learn_from_text("The quick brown fox jumps over the lazy dog. The dog barks back.")
print(knowledge_agent.display_knowledge_base())