Reduce POV camera layout noise

scene_camera_adapters.py

@@ -1042,10 +1042,11 @@ def scene_camera_directive(
     geometry = pov_camera_geometry_phrase(parsed, compact_labels) if pov_labels else camera_geometry_phrase(parsed, compact_labels)
     geometry_clause = f" ({geometry})" if geometry else ""
     if pov_labels:
+        subject, _pronoun = scene_subject_terms(subject_kind, pov_labels)
         return (
-            f"{profile['layout_label']} from POV{geometry_clause}: {direction_detail}. "
-            f"{distance_detail}; {elevation_detail}; lower foreground is reserved for POV body or hand cues; "
-            f"use the multiangle camera only as first-person spatial geometry."
+            f"{profile['layout_label']} from POV{geometry_clause}: keep {subject} and the action primary; "
+            f"{profile['place']} context stays beside or behind the bodies, not in the lower foreground; "
+            f"lower foreground is reserved for POV body or hand cues; use the multiangle camera only as first-person spatial geometry."
         )
     return (
         f"{profile['layout_label']}{geometry_clause}: {direction_detail}; "
@@ -1098,6 +1099,35 @@ def composition_subject_text(text: str, subject_kind: str) -> str:
     return text
 
 
+ACTION_COMPOSITION_TERMS = (
+    "action geography",
+    "anal",
+    "ass",
+    "body contact",
+    "cowgirl",
+    "doggy",
+    "explicit",
+    "first-person",
+    "foreground hands",
+    "genital",
+    "hips",
+    "kneeling",
+    "mouth",
+    "oral",
+    "penetration",
+    "pov",
+    "rear-entry",
+    "rear entry",
+    "rear-view",
+    "sexual contact",
+)
+
+
+def is_action_specific_composition(text: Any) -> bool:
+    lower = str(text or "").lower()
+    return any(term in lower for term in ACTION_COMPOSITION_TERMS)
+
+
 def contextual_composition_prompt(
     scene_text: Any,
     composition: Any,
@@ -1110,6 +1140,8 @@ def contextual_composition_prompt(
     text = str(composition or "").strip()
     if not text:
         return text
+    if is_action_specific_composition(text):
+        return text
     text = composition_subject_text(text, subject_kind)
     profile = scene_camera_profile(scene_text, scene_entry=scene_entry, theme=theme, profile_key=profile_key)
     if not profile: