Update analytics/recommendation_engine.py

analytics/recommendation_engine.py

@@ -173,15 +173,14 @@ def build_upcoming_hitter_recommendations(
 
         recommendations.append(row)
 
+        # Preserve lineup-order display, but compute badges from model outputs.
     recommendations = sorted(
         recommendations,
-        key=lambda x: (
-            float(x.get("priority_score", 0.0) or 0.0),
-            float(x.get("confidence", 0.0) or 0.0),
-        ),
-        reverse=True,
+        key=lambda x: _lineup_distance_from_slot(x.get("slot", "")),
     )
 
+    recommendations = _apply_opportunity_badges(recommendations)
+
     surfaced = [
         row for row in recommendations
         if str(row.get("recommendation_tier", "")).lower() in {"bet", "watch"}