"""Create reasoning_engine
Generated by Phi-Octopus Eden
2025-11-08 15:40:09.127154
"""

```python
class ReasoningEngine:
    """
    A basic reasoning engine that applies a simple rule-based approach to solve problems.

    This engine is limited in its reasoning capability, focusing on predefined rules for decision-making.
    """

    def __init__(self, rules: dict):
        """
        Initialize the Reasoning Engine with a set of predefined rules.

        :param rules: A dictionary where keys are conditions and values are actions to be taken when conditions match.
        """
        self.rules = rules

    def apply_rule(self, condition: str) -> str:
        """
        Apply a rule based on the given condition.

        :param condition: The current condition under which the engine needs to decide an action.
        :return: The action to be performed according to the defined rules.
        """
        return self.rules.get(condition, "No applicable rule found")

    def add_rule(self, condition: str, action: str):
        """
        Add a new rule to the reasoning engine.

        :param condition: The condition that triggers the new rule.
        :param action: The action associated with the given condition.
        """
        self.rules[condition] = action

def example_usage():
    """
    Example usage of the ReasoningEngine class.
    """
    # Define a simple set of rules
    rules = {
        "temperature_high": "turn_on_air_conditioner",
        "temperature_low": "turn_on_heater",
        "rainy_day": "suggest_indoor_activities"
    }

    engine = ReasoningEngine(rules)

    # Apply the engine to different conditions
    print(engine.apply_rule("temperature_high"))  # Output: turn_on_air_conditioner
    print(engine.apply_rule("sunny_day"))         # Output: No applicable rule found

    # Add a new rule and apply it
    engine.add_rule("snowy_day", "suggest_skiing")
    print(engine.apply_rule("snowy_day"))         # Output: suggest_skiing


# Run the example usage to demonstrate the capabilities of ReasoningEngine
example_usage()
```

This code provides a basic framework for a reasoning engine that can apply simple rules based on conditions. It includes methods to initialize the engine with predefined rules, add new rules dynamically, and apply those rules to given conditions. The `example_usage` function demonstrates how to use this class.