Lead hardcore pair prompts with cast

krea_formatter.py

@@ -280,7 +280,7 @@ def _composition_phrase(
     if position and close_or_aftermath:
         if detail_density == "compact":
             return f"{prefix} {composition}, with the {position} still readable"
-        return f"{prefix} {composition}, keeping the {position} and action geography readable"
+        return f"{prefix} {composition}, with the {position} still readable and the body contact clear"
     return f"{prefix} {composition}"
 
 

krea_pair_formatter.py

@@ -196,13 +196,13 @@ def format_insta_pair_result(request: KreaPairFormatRequest, deps: KreaPairForma
         soft_style if detail_level != "concise" else "",
     ]
     hard_parts = [
+        hard_cast_prose,
         hard_action,
         deps.pov_camera_phrase(pov_labels),
         deps.natural_label_text(
             deps.filter_pov_labeled_clauses(deps.natural_clothing_state(row.get("hardcore_clothing_state"), hard_action), pov_labels),
             hard_labels,
         ),
-        hard_cast_prose,
         f"set in {hard_scene}" if hard_scene else "",
         hard_camera_scene,
         deps.expression_phrase(hard_expression),

scene_camera_adapters.py

@@ -1046,7 +1046,7 @@ def scene_camera_directive(
         return (
             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."
+            f"POV body or hand cues stay in the lower foreground."
         )
     return (
         f"{profile['layout_label']}{geometry_clause}: {direction_detail}; "

tools/prompt_smoke.py

@@ -838,7 +838,7 @@ def smoke_scene_camera_adapter_pov_profile_policy() -> None:
         _expect(foreground not in pov, f"{key} POV scene directive reused profile foreground anchor as viewer-side text")
         _expect("from POV" in pov, f"{key} POV scene directive lost POV marker")
         _expect(
-            "lower foreground is reserved for POV body or hand cues" in pov,
+            "POV body or hand cues stay in the lower foreground" in pov,
             f"{key} POV scene directive lost lower-foreground body-cue reservation",
         )
     plural_directive = scene_camera_adapters.scene_camera_directive(
@@ -874,7 +874,8 @@ def smoke_row_camera_policy() -> None:
     _expect(updated.get("camera_directive") == "", "POV row camera policy should suppress normal camera directive")
     scene_directive = _expect_text("row_camera_policy.camera_scene_directive", updated.get("camera_scene_directive"), 40)
     _expect("Coworking camera layout from POV" in scene_directive, "row camera policy missed POV coworking layout")
-    _expect("first-person spatial geometry" in scene_directive, "row camera policy lost POV geometry instruction")
+    _expect("POV body or hand cues stay in the lower foreground" in scene_directive, "row camera policy lost POV foreground cue")
+    _expect("use the multiangle camera" not in scene_directive, "row camera policy leaked internal multiangle instruction")
     _expect("Camera:" not in updated.get("prompt", ""), "row camera policy should not add normal Camera label")
     _expect("45-degree front-right quarter view" not in updated.get("caption", ""), "POV row camera policy should not append camera caption")
     _expect(
@@ -1023,7 +1024,7 @@ def smoke_row_camera_policy() -> None:
     _expect("Hotel corridor camera layout from POV" in semi_public_scene, "row camera semi-public scene did not use hotel corridor profile")
     _expect("back view" not in semi_public_scene, "POV camera scene should not inject orbit back view as body orientation")
     _expect("partner's back" not in semi_public_scene, "POV camera scene should not force the visible partner's back")
-    _expect("first-person spatial geometry" in semi_public_scene, "row camera semi-public POV scene lost first-person geometry")
+    _expect("POV body or hand cues stay in the lower foreground" in semi_public_scene, "row camera semi-public POV scene lost foreground cue")
     _expect(updated_semi_public.get("scene_camera_profile_key") == "hotel_corridor", "row camera semi-public scene did not expose text-matched profile key")
     _expect("hotel corridor" in semi_public_composition.lower(), "row camera semi-public composition did not become location-aware")
     _expect("bag" not in semi_public_composition.lower() and "shoes" not in semi_public_composition.lower(), "row camera semi-public composition leaked outfit-check props")
@@ -6669,14 +6670,16 @@ def smoke_pov_camera_scene() -> None:
         "POV camera scene should not reuse coworking foreground anchors as viewer-side objects",
     )
     _expect(
-        "lower foreground is reserved for POV body or hand cues" in scene_directive,
+        "POV body or hand cues stay in the lower foreground" in scene_directive,
-        "POV camera scene should reserve the lower foreground for first-person body cues",
+        "POV camera scene should keep first-person body cues in the lower foreground",
     )
+    _expect("use the multiangle camera" not in scene_directive, "POV camera scene leaked internal multiangle instruction")
     krea = krea_formatter.format_krea2_prompt("", metadata_json=_json(pair), target="hardcore")
     prompt = krea.get("krea_prompt") or ""
     _expect("from POV" in prompt, "Krea POV prompt lost camera-scene directive")
     _expect("laptop corner" not in prompt, "Krea POV prompt leaked foreground desk anchor into camera scene")
-    _expect("lower foreground is reserved for POV body or hand cues" in prompt, "Krea POV prompt lost POV foreground reservation")
+    _expect("POV body or hand cues stay in the lower foreground" in prompt, "Krea POV prompt lost POV foreground cue")
+    _expect("use the multiangle camera" not in prompt, "Krea POV prompt leaked internal multiangle instruction")
     _expect("Camera:" not in prompt, "Krea POV prompt should not emit normal third-person camera directive")
 
 
@@ -6715,8 +6718,16 @@ def smoke_krea_pov_penetration_route() -> None:
     lower = prompt.lower()
     _expect("metadata" in krea.get("method", ""), "POV penetration route did not use metadata")
     _expect("viewer" in lower and "first-person" in lower, "POV penetration lost first-person wording")
+    cast_index = lower.find("adult woman")
+    viewer_index = lower.find("viewer")
+    _expect(
+        0 <= cast_index < viewer_index,
+        "POV hardcore prompt should establish the visible woman before viewer/action wording",
+    )
     _expect("penetrates" in lower or "penetration" in lower, "POV penetration lost penetration action wording")
     _expect("woman" in lower and "thigh" in lower, "POV penetration lost body-position anchors")
+    _expect("action geography" not in lower, "POV penetration leaked abstract action-geography wording")
+    _expect("use the multiangle camera" not in lower, "POV penetration leaked internal multiangle instruction")
     _expect("camera:" not in prompt, "POV penetration emitted normal third-person camera directive")
     _expect("role graph:" not in lower and "sexual scene:" not in lower, "POV penetration leaked raw prompt labels")
     style_index = lower.find("explicit consensual")