Naturalize Krea single appearance phrasing

krea_normal_formatter.py

@@ -80,6 +80,16 @@ def _framed_composition_phrase(composition: str, prefix: str = "framed as") -> s
     return f"{prefix} {composition}"
 
 
+def _appearance_with_phrase(appearance: str, with_indefinite_article: Callable[[str], str]) -> str:
+    appearance = str(appearance or "").strip()
+    if not appearance:
+        return ""
+    first_clause = appearance.split(",", 1)[0].lower()
+    if re.search(r"\b(?:body|build|figure|frame|physique|silhouette)\b", first_clause):
+        appearance = with_indefinite_article(appearance)
+    return f"with {appearance}"
+
+
 def format_normal_row_result(
     request: KreaNormalRowRequest,
     deps: KreaNormalRowDependencies,
@@ -100,9 +110,12 @@ def format_normal_row_result(
     if primary in ("woman", "man") or subject_type in ("woman", "man", "single_any"):
         subject = deps.age_subject(row, "adult woman")
         appearance = deps.appearance_phrase(row)
+        subject_phrase = deps.with_indefinite_article(subject)
+        appearance_phrase = _appearance_with_phrase(appearance, deps.with_indefinite_article)
+        if appearance_phrase:
+            subject_phrase = f"{subject_phrase} {appearance_phrase}"
         parts = [
-            deps.with_indefinite_article(subject),
+            subject_phrase,
-            f"showing {appearance}" if appearance else "",
             f"wearing {item}" if item else "",
             f"{pose}" if pose else "",
             f"with {expression}" if expression else "",

tools/prompt_smoke.py

@@ -1447,8 +1447,12 @@ def smoke_krea_normal_row_routes() -> None:
         "Krea single route kept old comma-with figure grammar",
     )
     _expect(
-        "adult woman, showing slim busty figure with" in figure_note_prompt,
+        "adult woman with a slim busty figure with" in figure_note_prompt,
-        "Krea single route did not naturalize figure-note appearance",
+        "Krea single route did not attach figure-note appearance to the subject",
+    )
+    _expect(
+        "adult woman, showing slim busty figure with" not in figure_note_prompt,
+        "Krea single route kept awkward showing figure-note grammar",
     )
     style_metadata = dict(
         single,