analytics_engine.py

# analytics_engine.py

def extract_features(encoded_signal: dict) -> dict:
    """
    Convert bit signals into economic analytics features.
    """
    return {
        "signal_strength": encoded_signal["bit_length"],
        "entropy": encoded_signal["entropy_proxy"],
        "stability_score": 1.0 / (1.0 + encoded_signal["entropy_proxy"])
    }