Create analytics_engine.py

analytics_engine.py

@@ -0,0 +1,11 @@
+# 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"])
+    }