Add Krea2 POV routing and eval tooling

krea_configured_cast_formatter.py

@@ -51,6 +51,31 @@ class KreaConfiguredCastDependencies:
     paragraph: Callable[[list[str]], str]
 
 
+def _coworking_action_anchor(action_family: str, scene_text: str, action: str) -> str:
+    action_lower = action.lower()
+    if "office chair seat and chair arms" in action_lower:
+        return ""
+    scene_lower = scene_text.lower()
+    if not any(term in scene_lower for term in ("coworking", "office", "desk", "laptop", "glass partition")):
+        return ""
+    if action_family == "climax" and "post-ejaculation open-thigh display" in action_lower:
+        return (
+            "office chair seat and chair arms frame the lower foreground around her open thighs, "
+            "with desk edges, laptop tables, glass partitions, plants, and tall-window depth beside and behind her body"
+        )
+    if "broad v-frame" in action_lower and "open-thigh frame" in action_lower:
+        return (
+            "office chair seat and chair arms frame the lower foreground around her hips and raised knees, "
+            "with desk edges, laptop tables, glass partitions, plants, and tall-window depth beside and behind her body"
+        )
+    if action_family != "manual":
+        return ""
+    return (
+        "office chair seat and chair arms frame the lower foreground around her hips, "
+        "with desk edges, laptop tables, glass partitions, plants, and tall-window depth beside and behind her body"
+    )
+
+
 def format_configured_cast_result(
     request: KreaConfiguredCastRequest,
     deps: KreaConfiguredCastDependencies,
@@ -88,13 +113,14 @@ def format_configured_cast_result(
     item = deps.natural_label_text(item, cast_labels)
     axis_values = deps.sanitize_hardcore_axis_values(row.get("item_axis_values"))
     detail_density = deps.normalize_hardcore_detail_density(row.get("hardcore_detail_density"))
+    action_family = deps.row_action_family(row)
     action = deps.hardcore_action_sentence(
         role_graph,
         item,
         source_composition,
         axis_values,
         detail_density,
-        deps.row_action_family(row),
+        action_family,
     )
     action = deps.pov_action_phrase(
         action,
@@ -105,9 +131,15 @@ def format_configured_cast_result(
         axis_values,
         detail_density,
     )
+    scene_anchor = _coworking_action_anchor(
+        action_family,
+        " ".join(part for part in (request.scene, request.camera_scene, composition, source_composition) if part),
+        action,
+    )
     output_composition = deps.pov_composition_text(composition, pov_labels)
     parts = [
         action,
+        scene_anchor,
         deps.pov_camera_phrase(pov_labels),
         cast_prose,
         f"A consensual explicit adult scene with {subject}" if not action else "",