# Eden Autonomous Business - AGI Component: Working Memory

class WorkingMemory:
    def __init__(self):
        self.memory = {} # A dictionary to store information
        self.current_focus = None # The current focus of attention or task
        
    def add_information(self, key, value):
        """
        Adds new information to the working memory.
        
        :param key: The identifier for the information (str)
        :param value: The actual data (any type)
        """
        if key not in self.memory:
            self.memory[key] = value
        else:
            print("Information already exists with that key.")
    
    def retrieve_information(self, key):
        """
        Retrieves stored information.
        
        :param key: The identifier for the information (str)
        :return: The data associated with the key or None if not found.
        """
        return self.memory.get(key, None)
    
    def shift_focus(self, new_focus):
        """
        Shifts focus to a new task or information.
        
        :param new_focus: The identifier for the new focus (str)
        """
        self.current_focus = new_focus
    
    def manage_confidence_level(self, level):
        """
        Adjusts the confidence level of stored information based on its certainty.
        
        :param level: The updated confidence level (float between 0 and 1)
        """
        for key in self.memory:
            if self.retrieve_information(key) is not None:
                # Assuming we want to update certainty directly here
                self.update_certainty(key, level)

    def update_certainty(self, key, new_certainty):
        """
        Updates the certainty of stored information.
        
        :param key: The identifier for the information (str)
        :param new_certainty: The updated certainty value (float between 0 and 1)
        """
        if self.retrieve_information(key) is not None:
            # Assuming we store certainty as a separate attribute
            self.memory[key]['certainty'] = new_certainty

    def process_data(self, data):
        """
        Processes incoming data through the working memory.
        
        :param data: The incoming data (dict)
        """
        if 'key' in data:
            # Attempt to add or update information based on provided key
            self.add_information(data['key'], data.get('value', None))
            self.shift_focus(data['key'])
            self.update_certainty(data['key'], data.get('certainty', 0.88))

    def display_memory(self):
        """
        Displays the current state of working memory.
        """
        for key, value in self.memory.items():
            print(f"{key}: {value}")

# Example usage
wm = WorkingMemory()
wm.add_information("SAGEs", 3795)
wm.retrieve_information("SAGEs")
wm.shift_focus("code_review_tools")
wm.manage_confidence_level(0.88)
wm.process_data({"key": "market_research_cycles", "value": 935, "certainty": 1.0})
wm.display_memory()