"""Create logic_validator
Generated by Phi-Octopus Eden
2025-11-07 16:47:26.227809
"""

```python
from typing import Any


class LogicValidator:
    """
    A class that validates logical expressions based on a set of predefined rules.
    """

    def __init__(self, rules: dict[str, list[bool]]) -> None:
        """
        Initialize the LogicValidator with a dictionary where keys are the conditions and values are lists
        containing the expected outcomes (True or False).

        :param rules: A dictionary mapping logical expressions to their expected boolean results.
        """
        self.rules = rules

    def validate_expression(self, expression: str) -> bool:
        """
        Validate if an expression matches its expected outcome based on predefined rules.

        :param expression: The logical expression to be validated.
        :return: True if the expression is valid according to the predefined rules; False otherwise.
        """
        from sympy import symbols, simplify

        # Parse and simplify the input expression
        variables = set(expression) - {'~', '(', ')', '&', '|'}
        for var in variables:
            expr = expression.replace(var, f'{var}')
            result = bool(simplify(expr))
            if self.rules.get(expression) != [result]:
                return False
        return True

    def add_rule(self, expression: str, outcome: bool) -> None:
        """
        Add a new rule to the LogicValidator.

        :param expression: The logical expression.
        :param outcome: The expected boolean result of the expression.
        """
        if expression not in self.rules:
            self.rules[expression] = [outcome]
        else:
            self.rules[expression].append(outcome)

    def remove_rule(self, expression: str) -> None:
        """
        Remove a rule from the LogicValidator.

        :param expression: The logical expression.
        """
        if expression in self.rules:
            del self.rules[expression]

# Example usage
if __name__ == "__main__":
    validator = LogicValidator({
        'A & B': [False],
        'C | D': [True]
    })

    # Validate expressions
    print(validator.validate_expression('A & B'))  # Should return False based on the initial rule
    validator.add_rule('A & B', True)  # Update the rule
    print(validator.validate_expression('A & B'))  # Now should return True

    # Add a new rule and validate
    validator.add_rule('C | D', False)
    print(validator.validate_expression('C | D'))  # Should return False based on the latest rule

    # Remove a rule and validate again
    validator.remove_rule('A & B')
    print(validator.validate_expression('A & B'))  # This should fail as the rule is removed
```