Update analytics_engine.py

analytics_engine.py

@@ -1,11 +1,9 @@
-# analytics_engine.py
+def synthesize(encoded_signals):
+    entropy = sum(v["entropy_proxy"] for v in encoded_signals.values())
+    bit_volume = sum(v["bits"] for v in encoded_signals.values())
 
-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"])
+        "global_entropy": entropy,
+        "bit_volume": bit_volume,
+        "stability_index": 1.0 / (1.0 + entropy)
     }