Lead hardcore pair prompts with cast

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),

tools/prompt_smoke.py

@@ -6718,6 +6718,12 @@ 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")