Reduce POV camera layout noise

node_scene.py

@@ -2280,7 +2280,7 @@ class SxCPScenePairOutput:
         hard_scene = _parse_scene(hardcore_scene)
         base_configs = _compat_configs(soft_scene, "softcore")
         hard_configs = _compat_configs(hard_scene, "hardcore")
-        shared_seed_config = _base_config(soft_scene, "seed_config") or base_configs["seed_config"]
+        shared_seed_config = _base_config(soft_scene, "seed_config")
         options_json = _pair_options(soft_scene, hard_scene)
         row = build_insta_of_pair(
             row_number=int(soft_scene.get("row_number", 1)),

pair_rows.py

@@ -74,6 +74,7 @@ def build_insta_pair_rows_result(
     soft_seed_config = parsed_softcore_seed_config or parsed_seed_config
     hard_seed_config = parsed_hardcore_seed_config or parsed_seed_config
     soft_content_rng = axis_rng(soft_seed_config, "content", seed, row_number + 311)
+    soft_pose_rng = axis_rng(soft_seed_config, "pose", seed, row_number + 313)
     hard_content_rng = axis_rng(hard_seed_config, "content", seed, row_number + 317)
     soft_person_rng = axis_rng(soft_seed_config, "person", seed, row_number)
 
@@ -148,7 +149,7 @@ def build_insta_pair_rows_result(
 
     primary_softcore_outfit = slot_softcore_outfit(primary_slot, soft_content_rng)
     soft_row["item"] = primary_softcore_outfit or softcore_outfit(soft_content_rng, softcore_level_key)
-    soft_row["pose"] = softcore_pose(soft_content_rng, softcore_level_key)
+    soft_row["pose"] = softcore_pose(soft_pose_rng, softcore_level_key)
     soft_row["item_label"] = (
         "Insta/OF softcore body exposure"
         if softcore_level_key == "explicit_nude"

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:

tools/prompt_route_simulation.py

@@ -1258,7 +1258,7 @@ def _pair_seed_pose_reroll_check(seed: int) -> dict[str, Any]:
         seed,
         name="pair_seed.pose_reroll",
         reroll_axis="pose",
-        changed_fields=("hard_position_key", "hard_item", "hard_source_role_graph"),
+        changed_fields=("soft_pose", "hard_position_key", "hard_item", "hard_source_role_graph"),
         stable_fields=(
             "shared_cast_descriptors",
             "soft_cast_descriptor_text",
@@ -1266,7 +1266,6 @@ def _pair_seed_pose_reroll_check(seed: int) -> dict[str, Any]:
             "soft_scene_text",
             "hard_scene_text",
             "soft_item",
-            "soft_pose",
             "soft_composition",
             "hard_composition",
         ),
@@ -1279,13 +1278,14 @@ def _pair_seed_content_reroll_check(seed: int) -> dict[str, Any]:
         seed,
         name="pair_seed.content_reroll",
         reroll_axis="content",
-        changed_fields=("soft_item", "soft_pose"),
+        changed_fields=("soft_item",),
         stable_fields=(
             "shared_cast_descriptors",
             "soft_cast_descriptor_text",
             "hard_cast_descriptor_text",
             "soft_scene_text",
             "hard_scene_text",
+            "soft_pose",
             "hard_item",
             "hard_position_key",
             "hard_source_role_graph",

tools/prompt_smoke.py

@@ -881,6 +881,36 @@ def smoke_row_camera_policy() -> None:
         "coworking lounge frame with the couple near a desk edge" in updated.get("composition", ""),
         "row camera policy did not adapt coworking composition for couple rows",
     )
+    pov_action_row = dict(row)
+    pov_action_row["composition"] = (
+        "first-person rear-view frame looking down at the woman's raised ass, "
+        "with foreground hands and rear-entry contact readable"
+    )
+    pov_action_row["prompt"] = (
+        "A generated adult prompt. Framed as first-person rear-view frame looking down at the woman's raised ass, "
+        "with foreground hands and rear-entry contact readable. Avoid: low quality."
+    )
+    updated_pov_action = row_camera.apply_camera_config(
+        pov_action_row,
+        _orbit_camera(horizontal_angle=180, vertical_angle=-30, zoom=7.5),
+        compact_labels=pb.CAMERA_COMPACT_LABELS,
+    )
+    _expect(
+        "first-person rear-view frame" in updated_pov_action.get("composition", ""),
+        "row camera policy replaced explicit POV action composition with generic location composition",
+    )
+    _expect(
+        "couple's raised ass" not in updated_pov_action.get("composition", ""),
+        "row camera policy rewrote explicit female action anatomy as couple anatomy",
+    )
+    _expect(
+        "coworking lounge frame with the couple near a desk edge" not in updated_pov_action.get("composition", ""),
+        "row camera policy leaked generic coworking composition into explicit POV action frame",
+    )
+    _expect(
+        str(updated_pov_action.get("camera_scene_directive", "")).count(";") <= 3,
+        "POV camera scene directive became too noisy",
+    )
     already_matching_row = dict(row)
     already_matching_row["pov_character_labels"] = []
     already_matching_row["composition"] = "coworking lounge frame with the subjects near a desk edge and tall-window depth behind them"
@@ -8277,7 +8307,7 @@ def smoke_prompt_route_simulation_policy() -> None:
     )
     _expect(
         pair_seed_checks["pair_seed.pose_reroll"].get("changed") is True,
-        "Pair pose reroll should prove hard action can reroll while soft/cast/scene axes stay locked",
+        "Pair pose reroll should prove soft pose or hard action can reroll while cast/scene axes stay locked",
     )
     sweep = prompt_route_simulation.run_simulation_sweep(seed=3901, count=3, seed_step=101, include_prompts=False)
     sweep_summary = sweep.get("summary") or {}
@@ -9263,6 +9293,68 @@ def smoke_node_scene_chain_registration() -> None:
         content_hard_seed_config.get("pose_seed") == 8899 and content_hard_seed_config.get("role_seed") == 8899,
         "Hardcore branch content_pose reroll did not reach hardcore pose and role seeds",
     )
+
+    def _soft_pose_pair(soft_pose_seed: int) -> dict[str, Any]:
+        soft_pose_seed_options = nodes["SxCPSceneLayerSeedOptions"]().build(
+            "softcore_branch",
+            "fixed",
+            soft_pose_seed,
+            "pose",
+            "same_for_all_rows",
+            "replace_layer",
+        )[0]
+        soft_scene_pose, hard_scene_pose, _summary, _metadata = nodes["SxCPSceneBranchPair"]().build(
+            scene,
+            "same_creator_same_room",
+            "hybrid",
+            branch_options=branch_options,
+            seed_options=soft_pose_seed_options,
+        )
+        soft_scene_pose = nodes["SxCPSoftcoreBranchOptions"]().build(
+            soft_scene_pose,
+            "same_as_hardcore",
+            "lingerie_tease",
+            True,
+            0.45,
+            "from_camera_config",
+            "compact",
+            "",
+            branch_options=branch_options,
+            seed_options=soft_pose_seed_options,
+        )[0]
+        hard_scene_pose = nodes["SxCPHardcoreBranchOptions"]().build(
+            hard_scene_pose,
+            "couple",
+            1,
+            1,
+            "hardcore",
+            True,
+            0.85,
+            "explicit_nude",
+            "from_camera_config",
+            "compact",
+            "balanced",
+            "",
+            branch_options=branch_options,
+        )[0]
+        return json.loads(nodes["SxCPScenePairOutput"]().build(soft_scene_pose, hard_scene_pose)[7])
+
+    soft_pose_pairs = [_soft_pose_pair(seed) for seed in (6677, 6678, 6679, 6680)]
+    soft_pose_items = {pair.get("softcore_row", {}).get("item") for pair in soft_pose_pairs}
+    soft_pose_values = {pair.get("softcore_row", {}).get("pose") for pair in soft_pose_pairs}
+    _expect(len(soft_pose_items) == 1, "Softcore branch pose reroll should not change softcore outfit/content")
+    _expect(len(soft_pose_values) > 1, "Softcore branch pose reroll did not change softcore pose")
+    for expected_seed, pose_pair in zip((6677, 6678, 6679, 6680), soft_pose_pairs):
+        soft_seed_config = pose_pair.get("softcore_row", {}).get("seed_config") if isinstance(pose_pair.get("softcore_row"), dict) else {}
+        hard_seed_config = pose_pair.get("hardcore_row", {}).get("seed_config") if isinstance(pose_pair.get("hardcore_row"), dict) else {}
+        _expect(
+            soft_seed_config.get("pose_seed") == expected_seed,
+            "Softcore branch pose seed did not reach softcore generator seed config",
+        )
+        _expect(
+            hard_seed_config.get("pose_seed") != expected_seed,
+            "Softcore branch pose seed leaked into hardcore generator seed config",
+        )
     choice_board_node = nodes["SxCPChoiceBoard"]()
     choice_board_output = choice_board_node.build(
         json.dumps(content_pair),