Add men and couple casual outfit categories

caption_naturalizer.py

@@ -356,6 +356,18 @@ def possessive_pronoun(subject: str) -> str:
     return "Her" if subject == "woman" else "His"
 
 
+def _couple_clothing_sentence(clothing: str) -> str:
+    clothing = _clean_text(clothing)
+    lower = clothing.lower()
+    partner_text = re.sub(r"\bPartner ([AB]) wears\b", r"Partner \1 wearing", clothing)
+    partner_text = re.sub(r"\bPartner ([AB]) has\b", r"Partner \1 with", partner_text)
+    if lower.startswith("partner a "):
+        return f"The outfits show {partner_text}"
+    if lower.startswith(("two ", "paired ", "coordinated ")):
+        return f"The outfits are {partner_text}"
+    return f"They wear {clothing}"
+
+
 def _couple_from_row(row: dict[str, Any], detail_level: str, keep_style: bool) -> tuple[str, str] | None:
     subject = _clean_text(row.get("subject_phrase") or row.get("primary_subject"))
     primary = _clean_text(row.get("primary_subject"))
@@ -381,7 +393,7 @@ def _couple_from_row(row: dict[str, Any], detail_level: str, keep_style: bool) -
     if body:
         parts.append(f"Their body types are {body}")
     if clothing:
-        parts.append(f"They wear {clothing}")
+        parts.append(_couple_clothing_sentence(clothing))
     if pose:
         parts.append(f"The pose is {pose}")
     if scene:
@@ -396,7 +408,7 @@ def _couple_from_row(row: dict[str, Any], detail_level: str, keep_style: bool) -
 
 
 def _configured_cast_from_row(row: dict[str, Any], detail_level: str, keep_style: bool) -> tuple[str, str] | None:
-    if _clean_text(row.get("subject_type")) != "configured_cast" and not _clean_text(row.get("women_count")):
+    if _clean_text(row.get("subject_type")) != "configured_cast":
         if "hardcore sexual poses" not in _clean_text(row.get("main_category")).lower():
             return None
 

categories/default_categories.json

@@ -826,6 +826,809 @@
           ]
         }
       ]
+    },
+    {
+      "name": "Men casual clothes",
+      "slug": "men_casual_clothes",
+      "weight": 1.0,
+      "subject_type": "man",
+      "item_label": "Clothing",
+      "style": "tasteful adult menswear fashion-editorial coloured-pencil comic illustration with casual everyday styling",
+      "positive_suffix": "Use crisp clean comic linework, structured fabric texture, detailed hatching, natural light, and tactile textured paper.",
+      "expression_pools": ["men_casual_expressions"],
+      "composition_pools": ["men_casual_compositions"],
+      "subcategories": [
+        {
+          "name": "Street casual",
+          "slug": "street_casual",
+          "weight": 1.0,
+          "inherit_expressions": false,
+          "inherit_compositions": false,
+          "scene_pools": ["casual_men_scenes", "casual_urban_scenes"],
+          "expression_pools": ["men_casual_expressions"],
+          "composition_pools": ["men_casual_compositions"],
+          "items": ["men street casual outfit generator"],
+          "item_templates": [
+            "{outerwear} over {top}, with {bottom}, {footwear}, and {accessory}",
+            "{top} with {bottom}, {outerwear}, {bag}, and {texture_detail}",
+            "{set_piece} styled with {footwear}, {accessory}, and {color_mood}",
+            "{outerwear} half-open over {top}, with {bottom}, {footwear}, and {detail}",
+            "{top} tucked into {bottom}, paired with {bag}, {jewelry}, and {texture_detail}",
+            "{set_piece} with {outerwear}, {footwear}, and {detail}",
+            "{outerwear} layered over {top}, with {bottom}, {bag}, and {color_mood}",
+            "{top} under {outerwear}, with {bottom}, {accessory}, and {footwear}"
+          ],
+          "item_axes": {
+            "accessory": [
+              "a ribbed beanie",
+              "thin sunglasses",
+              "a baseball cap",
+              "wire-frame glasses",
+              "a canvas belt",
+              "a low-profile headphones detail",
+              "a silver watch",
+              "a folded scarf"
+            ],
+            "bag": [
+              "a canvas tote",
+              "a nylon sling bag",
+              "a compact backpack",
+              "a messenger bag",
+              "a small crossbody pouch",
+              "a leather satchel",
+              "a gym duffel",
+              "a simple tote bag"
+            ],
+            "bottom": [
+              "relaxed cargo pants",
+              "straight-leg jeans",
+              "washed black denim",
+              "wide-leg work pants",
+              "pleated utility trousers",
+              "soft joggers",
+              "cropped chinos",
+              "loose fatigue pants"
+            ],
+            "color_mood": [
+              "olive, black, and cream tones",
+              "washed denim and white",
+              "charcoal with muted blue accents",
+              "warm brown and graphite",
+              "navy and grey layers",
+              "black and stone contrast",
+              "forest green and off-white",
+              "muted city neutrals"
+            ],
+            "detail": [
+              "rolled cuffs",
+              "clean oversized proportions",
+              "visible layered hems",
+              "a relaxed shoulder line",
+              "a sharp cropped jacket shape",
+              "loose off-duty styling",
+              "subtle workwear seams",
+              "a neat high-waist line"
+            ],
+            "footwear": [
+              "clean white sneakers",
+              "retro running shoes",
+              "canvas high-tops",
+              "leather sneakers",
+              "black work boots",
+              "chunky trainers",
+              "suede desert boots",
+              "minimal low-top sneakers"
+            ],
+            "jewelry": [
+              "a simple watch",
+              "a narrow chain necklace",
+              "a signet ring",
+              "a thin bracelet",
+              "a small pendant",
+              "minimal silver rings",
+              "a leather watch strap",
+              "a low-key chain"
+            ],
+            "outerwear": [
+              "oversized hoodie",
+              "boxy denim jacket",
+              "open flannel shirt",
+              "cropped bomber jacket",
+              "canvas chore jacket",
+              "lightweight varsity jacket",
+              "short work jacket",
+              "relaxed zip hoodie"
+            ],
+            "set_piece": [
+              "hoodie and cargo-pant outfit",
+              "denim jacket and straight-jean outfit",
+              "workwear jacket and fatigue-pant outfit",
+              "open flannel and chino outfit",
+              "monochrome hoodie-and-jogger set",
+              "varsity jacket and denim outfit",
+              "relaxed tee and overshirt outfit",
+              "canvas jacket and work-pant outfit"
+            ],
+            "texture_detail": [
+              "washed cotton texture",
+              "structured denim seams",
+              "soft fleece texture",
+              "matte canvas fabric",
+              "smooth leather accents",
+              "creased everyday fabric",
+              "brushed flannel texture",
+              "ribbed knit trim"
+            ],
+            "top": [
+              "plain white tee",
+              "soft black tee",
+              "ribbed tank under a shirt",
+              "graphic tee",
+              "long-sleeve thermal shirt",
+              "boxy striped tee",
+              "simple henley",
+              "lightweight sweatshirt"
+            ]
+          },
+          "poses": [
+            "standing with hands in jacket pockets",
+            "leaning against a wall with one foot raised",
+            "walking forward with a relaxed street-style stride",
+            "adjusting sunglasses while facing the camera",
+            "sitting on a low bench with elbows on knees",
+            "turning slightly to show the jacket shape",
+            "holding a tote at one side",
+            "standing in a mirror outfit-check pose"
+          ]
+        },
+        {
+          "name": "Smart menswear",
+          "slug": "smart_menswear",
+          "weight": 1.0,
+          "inherit_expressions": false,
+          "inherit_compositions": false,
+          "scene_pools": ["casual_men_scenes", "casual_smart_scenes"],
+          "expression_pools": ["men_casual_expressions"],
+          "composition_pools": ["men_casual_compositions"],
+          "items": ["men smart casual outfit generator"],
+          "item_templates": [
+            "{jacket} over {top}, with {bottom}, {footwear}, and {accessory}",
+            "{set_piece} styled with {footwear}, {bag}, and {color_mood}",
+            "{top} tucked into {bottom}, paired with {jacket}, {jewelry}, and {detail}",
+            "{jacket} with {bottom}, {top}, {bag}, and {texture_detail}",
+            "{set_piece} with {accessory}, {jewelry}, and {detail}",
+            "{top} under {layer}, with {bottom}, {footwear}, and {color_mood}",
+            "{jacket} worn open over {top}, with {bottom}, {footwear}, and {texture_detail}",
+            "{set_piece} paired with {layer}, {bag}, and {accessory}"
+          ],
+          "item_axes": {
+            "accessory": [
+              "a slim leather belt",
+              "wire-frame glasses",
+              "a folded pocket square",
+              "a clean watch",
+              "thin sunglasses",
+              "a merino scarf",
+              "a neat phone in hand",
+              "a low-key lapel pin"
+            ],
+            "bag": [
+              "a leather laptop bag",
+              "a structured tote",
+              "a compact briefcase",
+              "a slim messenger bag",
+              "a suede satchel",
+              "a black crossbody bag",
+              "a polished weekender bag",
+              "a minimal portfolio case"
+            ],
+            "bottom": [
+              "tailored wool trousers",
+              "cropped pleated trousers",
+              "dark straight-leg jeans",
+              "slim chinos",
+              "wide-leg dress trousers",
+              "pressed cotton trousers",
+              "charcoal ankle trousers",
+              "relaxed suit trousers"
+            ],
+            "color_mood": [
+              "navy, ivory, and charcoal",
+              "camel and black contrast",
+              "deep green and warm grey",
+              "soft brown and cream",
+              "graphite with pale blue accents",
+              "black, white, and silver",
+              "wine and dark denim tones",
+              "stone, olive, and navy"
+            ],
+            "detail": [
+              "rolled blazer sleeves",
+              "a clean tucked waist",
+              "softly structured tailoring",
+              "a relaxed collar line",
+              "a polished off-duty fit",
+              "subtle layered hems",
+              "neat ankle-length trousers",
+              "a sharp shoulder silhouette"
+            ],
+            "footwear": [
+              "leather loafers",
+              "suede loafers",
+              "minimal white sneakers",
+              "Chelsea boots",
+              "polished derbies",
+              "sleek leather sneakers",
+              "black ankle boots",
+              "soft driving shoes"
+            ],
+            "jacket": [
+              "unstructured blazer",
+              "soft wool overshirt",
+              "short trench jacket",
+              "boxy chore blazer",
+              "clean leather jacket",
+              "linen blazer",
+              "tailored cardigan jacket",
+              "minimal bomber jacket"
+            ],
+            "jewelry": [
+              "a simple watch",
+              "a narrow ring",
+              "a thin chain necklace",
+              "a leather bracelet",
+              "a small tie bar",
+              "minimal silver cuff",
+              "a signet ring",
+              "a refined watch strap"
+            ],
+            "layer": [
+              "light trench coat",
+              "fine-gauge cardigan",
+              "short wool coat",
+              "open tailored vest",
+              "relaxed blazer",
+              "clean overshirt",
+              "soft knit jacket",
+              "minimal mac coat"
+            ],
+            "set_piece": [
+              "soft blazer and trouser set",
+              "knit polo and pleated-trouser outfit",
+              "shirt and dark denim outfit",
+              "tailored vest and trouser outfit",
+              "minimal workday separates",
+              "cardigan and chino outfit",
+              "overshirt and wool-trouser outfit",
+              "linen blazer and straight-jean outfit"
+            ],
+            "texture_detail": [
+              "smooth wool texture",
+              "crisp cotton folds",
+              "matte twill fabric",
+              "fine ribbed knit",
+              "soft suede accents",
+              "polished leather details",
+              "light linen slubs",
+              "subtle woven texture"
+            ],
+            "top": [
+              "buttoned Oxford shirt",
+              "fine knit polo",
+              "plain white tee",
+              "ribbed mock-neck top",
+              "soft merino sweater",
+              "open-collar shirt",
+              "minimal black tee",
+              "lightweight turtleneck"
+            ]
+          },
+          "poses": [
+            "adjusting a jacket cuff",
+            "standing with one hand holding a laptop bag",
+            "walking through a lobby with relaxed posture",
+            "leaning beside a cafe counter",
+            "sitting with ankles crossed and shoulders relaxed",
+            "checking a watch while facing the camera",
+            "turning slightly to show the tailoring",
+            "standing near a mirror with one hand in a pocket"
+          ]
+        },
+        {
+          "name": "Men athleisure",
+          "slug": "men_athleisure",
+          "weight": 1.0,
+          "inherit_expressions": false,
+          "inherit_compositions": false,
+          "scene_pools": ["casual_athleisure_scenes", "casual_men_scenes"],
+          "expression_pools": ["men_casual_expressions", "athleisure_focused_expressions"],
+          "composition_pools": ["men_casual_compositions", "athleisure_compositions"],
+          "items": ["men athleisure outfit generator"],
+          "item_templates": [
+            "{top} with {bottom}, {footwear}, {bag}, and {texture_detail}",
+            "{set_piece} with {layer}, {accessory}, and {color_mood}",
+            "{layer} over {top}, with {bottom}, {footwear}, and {detail}",
+            "{top} tucked into {bottom}, paired with {prop}, {accessory}, and {texture_detail}",
+            "{set_piece} styled with {footwear}, {bag}, and {detail}",
+            "{top} with {bottom}, {layer}, {accessory}, and {color_mood}",
+            "{layer} tied around the waist over {top}, with {bottom}, {footwear}, and {prop}",
+            "{set_piece} with {texture_detail}, {bag}, and {accessory}"
+          ],
+          "item_axes": {
+            "accessory": [
+              "a baseball cap",
+              "sport sunglasses",
+              "wireless earbuds",
+              "a fitness watch",
+              "a sweatband at the wrist",
+              "a towel over one shoulder",
+              "a zippered phone armband",
+              "a lightweight beanie"
+            ],
+            "bag": [
+              "a compact gym bag",
+              "a nylon sling bag",
+              "a drawstring sport bag",
+              "a small backpack",
+              "a rolled yoga mat strap",
+              "a minimal duffel",
+              "a crossbody phone pouch",
+              "a canvas tote"
+            ],
+            "bottom": [
+              "tapered joggers",
+              "training shorts",
+              "wide-leg track pants",
+              "running tights under shorts",
+              "cropped sweatpants",
+              "technical cargo pants",
+              "straight track pants",
+              "soft knit training pants"
+            ],
+            "color_mood": [
+              "black and white athletic contrast",
+              "charcoal with neon yellow accents",
+              "navy and silver tones",
+              "sage green and graphite",
+              "warm grey and cream",
+              "deep blue and black",
+              "forest green and white",
+              "muted red and charcoal"
+            ],
+            "detail": [
+              "clean athletic seam lines",
+              "relaxed post-workout styling",
+              "sleek compression layers",
+              "cropped sporty proportions",
+              "breathable layered fit",
+              "a sharp tapered leg",
+              "loose warm-up styling",
+              "body-skimming stretch fit"
+            ],
+            "footwear": [
+              "running shoes",
+              "clean white trainers",
+              "chunky gym sneakers",
+              "minimal walking shoes",
+              "retro trainers",
+              "trail sneakers",
+              "sleek black trainers",
+              "soft slip-on sneakers"
+            ],
+            "layer": [
+              "cropped zip hoodie",
+              "light windbreaker",
+              "oversized warm-up jacket",
+              "mesh training jacket",
+              "soft track jacket",
+              "sleeveless puffer vest",
+              "relaxed crewneck sweatshirt",
+              "technical overshirt"
+            ],
+            "prop": [
+              "a stainless water bottle",
+              "a towel tucked under one arm",
+              "a phone in hand",
+              "a folded hoodie nearby",
+              "a pair of headphones",
+              "a locker key band",
+              "a smoothie cup",
+              "a rolled mat nearby"
+            ],
+            "set_piece": [
+              "track jacket and jogger set",
+              "training tee and short outfit",
+              "hoodie and technical-pant outfit",
+              "running top and track-pant set",
+              "monochrome gym outfit",
+              "windbreaker and training-short outfit",
+              "crewneck and jogger set",
+              "mesh jacket and tapered-pant outfit"
+            ],
+            "texture_detail": [
+              "matte performance knit",
+              "smooth stretch fabric",
+              "mesh panel details",
+              "light nylon sheen",
+              "soft fleece trim",
+              "breathable jersey fabric",
+              "subtle compression seams",
+              "ribbed athletic texture"
+            ],
+            "top": [
+              "fitted sport tee",
+              "sleeveless training top",
+              "longline workout tee",
+              "ribbed athletic tank",
+              "light running shirt",
+              "cropped crewneck sweatshirt",
+              "mesh-layered sport top",
+              "zip-neck training top"
+            ]
+          },
+          "poses": [
+            "standing with a water bottle in one hand",
+            "stretching one arm across the chest",
+            "leaning against a locker with relaxed confidence",
+            "walking away from a gym mirror while looking back",
+            "sitting on a bench with elbows on knees",
+            "adjusting earbuds before a run",
+            "standing in a mirror outfit-check pose",
+            "tying a hoodie around the waist"
+          ]
+        }
+      ]
+    },
+    {
+      "name": "Couple casual clothes",
+      "slug": "couple_casual_clothes",
+      "weight": 1.0,
+      "subject_type": "couple",
+      "item_label": "Clothing",
+      "style": "tasteful adult couple fashion-editorial coloured-pencil comic illustration with coordinated casual styling",
+      "positive_suffix": "Use crisp clean comic linework, readable full outfits, detailed hatching, warm natural light, and tactile textured paper.",
+      "expression_pools": ["couple_casual_expressions"],
+      "composition_pools": ["couple_casual_compositions"],
+      "subcategories": [
+        {
+          "name": "Coordinated casual",
+          "slug": "coordinated_casual",
+          "weight": 1.0,
+          "inherit_expressions": false,
+          "inherit_compositions": false,
+          "scene_pools": ["casual_couple_scenes"],
+          "expression_pools": ["couple_casual_expressions"],
+          "composition_pools": ["couple_casual_compositions"],
+          "items": ["coordinated couple casual outfit generator"],
+          "item_templates": [
+            "Partner A wears {a_top} with {a_bottom} and {a_layer}; Partner B wears {b_top} with {b_bottom} and {b_layer}; both share {shared_detail}",
+            "Partner A in {a_set_piece}; Partner B in {b_set_piece}; coordinated with {shared_color} and {accessory}",
+            "Partner A wears {a_layer} over {a_top} with {a_bottom}; Partner B wears {b_layer} over {b_top} with {b_bottom}; styled with {footwear_mood}",
+            "Partner A has {a_top}, {a_bottom}, and {a_bag}; Partner B has {b_top}, {b_bottom}, and {b_bag}; linked by {shared_detail}",
+            "two coordinated casual outfits: Partner A in {a_set_piece}, Partner B in {b_set_piece}, with {shared_color}, {accessory}, and {footwear_mood}",
+            "Partner A wears {a_top} tucked into {a_bottom}; Partner B wears {b_top} with {b_bottom}; both layered with {shared_outerwear}",
+            "Partner A styled in {a_layer}, {a_top}, and {a_bottom}; Partner B styled in {b_layer}, {b_top}, and {b_bottom}; matching through {shared_detail}",
+            "paired weekend outfits with Partner A in {a_set_piece}, Partner B in {b_set_piece}, plus {shared_outerwear} and {accessory}"
+          ],
+          "item_axes": {
+            "a_bag": [
+              "a canvas tote",
+              "a compact crossbody bag",
+              "a small backpack",
+              "a phone pouch",
+              "a structured tote",
+              "a nylon sling bag",
+              "a leather satchel",
+              "a woven tote"
+            ],
+            "a_bottom": [
+              "straight-leg jeans",
+              "wide-leg trousers",
+              "relaxed cargo pants",
+              "cropped chinos",
+              "relaxed linen trousers",
+              "soft joggers",
+              "tailored ankle trousers",
+              "light denim shorts"
+            ],
+            "a_layer": [
+              "cropped denim jacket",
+              "soft cardigan",
+              "oversized hoodie",
+              "linen overshirt",
+              "short trench jacket",
+              "boxy bomber jacket",
+              "open flannel shirt",
+              "light knit cardigan"
+            ],
+            "a_set_piece": [
+              "a denim jacket and straight-jean outfit",
+              "a cardigan and wide-trouser outfit",
+              "a hoodie and jogger set",
+              "a linen shirt and relaxed-trouser outfit",
+              "a cropped jacket and straight-trouser outfit",
+              "a smart-casual blazer and jean outfit",
+              "a summer shirt-and-short outfit",
+              "a soft knit co-ord"
+            ],
+            "a_top": [
+              "a fitted white tee",
+              "a ribbed tank",
+              "a soft buttoned shirt",
+              "a cropped sweatshirt",
+              "a fine knit top",
+              "a loose cotton shirt",
+              "a graphic tee",
+              "a clean sleeveless top"
+            ],
+            "accessory": [
+              "thin sunglasses",
+              "matching watches",
+              "minimal metal details",
+              "a shared scarf color",
+              "clean phone-in-hand styling",
+              "coordinated bags",
+              "small watch and ring details",
+              "minimal caps"
+            ],
+            "b_bag": [
+              "a messenger bag",
+              "a compact backpack",
+              "a leather laptop bag",
+              "a nylon sling bag",
+              "a canvas tote",
+              "a simple duffel",
+              "a small crossbody bag",
+              "a minimal satchel"
+            ],
+            "b_bottom": [
+              "dark straight-leg jeans",
+              "pleated trousers",
+              "relaxed chinos",
+              "wide-leg work pants",
+              "tapered joggers",
+              "washed black denim",
+              "tailored wool trousers",
+              "soft track pants"
+            ],
+            "b_layer": [
+              "boxy denim jacket",
+              "unstructured blazer",
+              "open flannel shirt",
+              "canvas chore jacket",
+              "light windbreaker",
+              "short wool coat",
+              "relaxed zip hoodie",
+              "minimal bomber jacket"
+            ],
+            "b_set_piece": [
+              "a chore jacket and work-pant outfit",
+              "a blazer and dark denim outfit",
+              "a flannel and chino outfit",
+              "a hoodie and cargo-pant outfit",
+              "a track jacket and jogger outfit",
+              "a knit polo and pleated-trouser outfit",
+              "a varsity jacket and jean outfit",
+              "an overshirt and straight-trouser outfit"
+            ],
+            "b_top": [
+              "a plain white tee",
+              "a fine knit polo",
+              "an open-collar shirt",
+              "a graphic tee",
+              "a ribbed mock-neck top",
+              "a lightweight sweatshirt",
+              "a soft black tee",
+              "a buttoned Oxford shirt"
+            ],
+            "footwear_mood": [
+              "clean sneakers on both partners",
+              "loafers and minimal sneakers",
+              "boots and platform sneakers",
+              "white trainers with relaxed socks",
+              "polished loafers and leather sneakers",
+              "matching low-top sneakers",
+              "ankle boots and suede loafers",
+              "sporty trainers with casual socks"
+            ],
+            "shared_color": [
+              "navy and cream coordination",
+              "olive and charcoal tones",
+              "soft denim blues",
+              "black and warm white contrast",
+              "sage and graphite accents",
+              "camel and soft grey layers",
+              "muted red and deep navy",
+              "fresh white and silver details"
+            ],
+            "shared_detail": [
+              "matching denim texture",
+              "coordinated neutral layers",
+              "similar relaxed silhouettes",
+              "shared warm color accents",
+              "matching bag proportions",
+              "parallel clean-waist styling",
+              "balanced oversized layers",
+              "clean everyday fabric texture"
+            ],
+            "shared_outerwear": [
+              "coordinated denim jackets",
+              "soft trench-inspired layers",
+              "matching cardigan textures",
+              "parallel bomber jackets",
+              "clean overshirt layers",
+              "lightweight city jackets",
+              "similar hooded layers",
+              "polished blazer-like jackets"
+            ]
+          },
+          "poses": [
+            "standing side by side with relaxed shoulders",
+            "walking together while both outfits stay fully visible",
+            "one partner seated while the other stands nearby",
+            "leaning together near a cafe window",
+            "posing in a shared mirror outfit-check",
+            "standing back to back with slight head turns",
+            "one partner adjusting the other's collar",
+            "sitting close together with hands visible and no body overlap"
+          ]
+        },
+        {
+          "name": "Smart couple",
+          "slug": "smart_couple",
+          "weight": 1.0,
+          "inherit_expressions": false,
+          "inherit_compositions": false,
+          "scene_pools": ["casual_couple_scenes", "casual_smart_scenes"],
+          "expression_pools": ["couple_casual_expressions"],
+          "composition_pools": ["couple_casual_compositions"],
+          "items": ["smart couple outfit generator"],
+          "item_templates": [
+            "Partner A wears {a_smart_piece}; Partner B wears {b_smart_piece}; both coordinated through {shared_color} and {shared_texture}",
+            "Partner A in {a_jacket} over {a_top} with {a_bottom}; Partner B in {b_jacket} over {b_top} with {b_bottom}; finished with {footwear_mood}",
+            "two smart-casual looks: Partner A has {a_smart_piece}, Partner B has {b_smart_piece}, with {accessory} and {shared_detail}",
+            "Partner A wears {a_top}, {a_bottom}, and {a_jacket}; Partner B wears {b_top}, {b_bottom}, and {b_jacket}; linked by {shared_texture}",
+            "coordinated polished outfits with Partner A in {a_smart_piece}, Partner B in {b_smart_piece}, plus {shared_color}",
+            "Partner A styled with {a_jacket}, {a_top}, and {a_bottom}; Partner B styled with {b_jacket}, {b_top}, and {b_bottom}; both using {accessory}",
+            "Partner A wears {a_smart_piece} with {a_bag}; Partner B wears {b_smart_piece} with {b_bag}; tied together by {shared_detail}",
+            "paired city-date outfits: Partner A in {a_smart_piece}, Partner B in {b_smart_piece}, with {footwear_mood}, {shared_color}, and {shared_texture}"
+          ],
+          "item_axes": {
+            "a_bag": [
+              "a structured tote",
+              "a compact shoulder bag",
+              "a slim laptop bag",
+              "a slim portfolio pouch",
+              "a polished commuter bag",
+              "a clean crossbody bag"
+            ],
+            "a_bottom": [
+              "tailored ankle trousers",
+              "pressed cotton trousers",
+              "wide-leg pleated trousers",
+              "dark straight-leg jeans",
+              "straight tailored trousers",
+              "cropped cigarette trousers"
+            ],
+            "a_jacket": [
+              "soft oversized blazer",
+              "short textured jacket",
+              "short trench jacket",
+              "clean leather jacket",
+              "tailored sleeveless vest",
+              "open cardigan blazer"
+            ],
+            "a_smart_piece": [
+              "a soft blazer and wide-trouser outfit",
+              "a ribbed knit top and pleated-trouser outfit",
+              "a buttoned shirt and tailored-trouser outfit",
+              "a cardigan and pleated-trouser outfit",
+              "a sleeveless vest and trouser outfit",
+              "a clean knit top and wool-trouser outfit"
+            ],
+            "a_top": [
+              "a silk-blend crew-neck top",
+              "a soft buttoned shirt",
+              "a ribbed mock-neck top",
+              "a buttoned cotton shirt",
+              "a fitted knit tee",
+              "a draped satin shirt"
+            ],
+            "accessory": [
+              "subtle metal details",
+              "matching watches",
+              "thin sunglasses",
+              "coordinated leather bags",
+              "minimal silver details",
+              "a shared scarf accent",
+              "clean phone-camera styling",
+              "polished belt details"
+            ],
+            "b_bag": [
+              "a leather laptop bag",
+              "a slim messenger bag",
+              "a compact briefcase",
+              "a structured tote",
+              "a polished weekender bag",
+              "a minimal portfolio case"
+            ],
+            "b_bottom": [
+              "tailored wool trousers",
+              "dark straight-leg jeans",
+              "cropped pleated trousers",
+              "pressed cotton trousers",
+              "relaxed suit trousers",
+              "slim chinos"
+            ],
+            "b_jacket": [
+              "unstructured blazer",
+              "linen blazer",
+              "short trench jacket",
+              "tailored cardigan jacket",
+              "clean leather jacket",
+              "minimal bomber jacket"
+            ],
+            "b_smart_piece": [
+              "an unstructured blazer and trouser outfit",
+              "a knit polo and pleated-trouser outfit",
+              "a shirt and dark denim outfit",
+              "a tailored vest and trouser outfit",
+              "a cardigan and chino outfit",
+              "a linen blazer and straight-jean outfit"
+            ],
+            "b_top": [
+              "a buttoned Oxford shirt",
+              "a fine knit polo",
+              "a plain white tee",
+              "a ribbed mock-neck top",
+              "an open-collar shirt",
+              "a soft merino sweater"
+            ],
+            "footwear_mood": [
+              "loafers and polished ankle boots",
+              "minimal sneakers and sleek loafers",
+              "Chelsea boots and ankle boots",
+              "polished derbies and clean ankle boots",
+              "white sneakers on both partners",
+              "suede loafers and polished sneakers"
+            ],
+            "shared_color": [
+              "navy, ivory, and charcoal coordination",
+              "camel and black contrast",
+              "deep green and warm grey",
+              "soft brown and cream",
+              "graphite with pale blue accents",
+              "black, white, and silver"
+            ],
+            "shared_detail": [
+              "matching tailored proportions",
+              "balanced jacket lengths",
+              "coordinated polished bags",
+              "similar clean collar lines",
+              "shared muted accent color",
+              "parallel smart-casual layering"
+            ],
+            "shared_texture": [
+              "smooth wool texture",
+              "crisp cotton folds",
+              "fine ribbed knit",
+              "matte crepe fabric",
+              "polished leather accents",
+              "light linen slubs"
+            ]
+          },
+          "poses": [
+            "standing together in a polished lobby outfit-check",
+            "walking side by side with relaxed formal posture",
+            "one partner holding a bag while the other adjusts a sleeve",
+            "sitting together at a cafe table with both outfits visible",
+            "posing near a gallery wall with coordinated spacing",
+            "standing in a mirror frame with both shoes visible",
+            "turning slightly toward each other while facing the camera",
+            "standing close with clean posture and no body overlap"
+          ]
+        }
+      ]
     }
   ]
 }

categories/expression_composition_pools.json

@@ -75,6 +75,30 @@
       "casual earbuds-in expression",
       "bright outdoor training look"
     ],
+    "men_casual_expressions": [
+      "calm direct menswear stare",
+      "relaxed closed-mouth smile",
+      "focused outfit-check expression",
+      "quiet confident side glance",
+      "composed street-photo look",
+      "soft serious gaze",
+      "casual half-smile",
+      "thoughtful coffee-shop expression",
+      "model-off-duty menswear stare",
+      "easy weekend expression"
+    ],
+    "couple_casual_expressions": [
+      "one partner smiling while the other keeps a calm direct gaze",
+      "shared relaxed eye contact",
+      "quiet coordinated outfit-check expressions",
+      "soft candid smiles between partners",
+      "one partner looking at the camera while the other glances aside",
+      "calm weekend-couple expressions",
+      "subtle matching confidence",
+      "warm but restrained shared smiles",
+      "composed two-person fashion stare",
+      "relaxed city-date expressions"
+    ],
     "softcore_creator_expressions": [
       "direct creator-shot eye contact",
       "heavy-lidded bedroom gaze",
@@ -349,6 +373,30 @@
       "bright studio mirror composition",
       "post-workout lifestyle frame with prop visible"
     ],
+    "men_casual_compositions": [
+      "full-body menswear outfit-check frame",
+      "three-quarter menswear portrait with jacket and shoes readable",
+      "mirror crop with full outfit and room context",
+      "walking street-style frame with clean posture",
+      "seated cafe portrait with shoes visible",
+      "waist-up crop focused on collar, watch, and layering",
+      "side-profile menswear silhouette",
+      "low-angle phone shot emphasizing trousers and footwear",
+      "clean catalog-style menswear composition",
+      "travel outfit frame with bag and full silhouette visible"
+    ],
+    "couple_casual_compositions": [
+      "full-body two-person outfit-check frame",
+      "paired mirror view with both outfits visible",
+      "walking side-by-side lifestyle composition",
+      "seated cafe couple frame with hands and shoes visible",
+      "three-quarter two-person fashion crop",
+      "over-the-shoulder couple street-photo composition",
+      "balanced frame with both faces and full silhouettes readable",
+      "soft side-profile two-person silhouette",
+      "travel-couple frame with bags and footwear visible",
+      "coordinated outfit portrait with relaxed negative space"
+    ],
     "softcore_creator_compositions": [
       "handheld selfie crop from face to hips",
       "mirror selfie with phone visible and body framed clearly",

categories/location_pools.json

@@ -51,6 +51,26 @@
       {"slug": "track_side_morning", "prompt": "outdoor track edge with morning sun, lane markings, and open activewear framing"},
       {"slug": "smoothie_bar_postworkout", "prompt": "smoothie bar counter near a gym entrance with bright tiles and casual post-workout light"}
     ],
+    "casual_men_scenes": [
+      {"slug": "menswear_store_mirror", "prompt": "menswear store mirror with folded shirts, warm shelves, and a clean outfit-check angle"},
+      {"slug": "barber_shop_window", "prompt": "barber shop window corner with leather chair, street reflections, and warm afternoon light"},
+      {"slug": "record_store_menswear", "prompt": "record store aisle with poster walls, vinyl bins, and relaxed menswear styling"},
+      {"slug": "workshop_loft_casual", "prompt": "creative workshop loft with wood table, metal shelving, and soft industrial daylight"},
+      {"slug": "coffee_bar_menswear", "prompt": "minimal coffee bar with stone counter, stools, and a composed casual portrait angle"},
+      {"slug": "train_station_outfit", "prompt": "clean train station concourse with glass roof, tiled floor, and travel outfit framing"},
+      {"slug": "rooftop_menswear_evening", "prompt": "city rooftop at early evening with concrete walls, skyline, and quiet menswear mood"},
+      {"slug": "hotel_lobby_menswear", "prompt": "modern hotel lobby with lounge chairs, polished floor, and relaxed daywear lighting"}
+    ],
+    "casual_couple_scenes": [
+      {"slug": "couple_cafe_window", "prompt": "quiet cafe window table with two chairs, street reflections, and casual couple framing"},
+      {"slug": "couple_gallery_walk", "prompt": "small gallery corridor with framed art, warm lights, and space for two full outfits"},
+      {"slug": "couple_weekend_market", "prompt": "weekend market walkway with canvas awnings, produce stands, and candid two-person spacing"},
+      {"slug": "couple_hotel_lobby", "prompt": "bright hotel lobby lounge with paired seating, marble floor, and polished travel styling"},
+      {"slug": "couple_rooftop_terrace", "prompt": "rooftop terrace with plants, city skyline, and relaxed two-person outfit-check framing"},
+      {"slug": "couple_bookstore_corner", "prompt": "bookstore corner with display tables, warm lamps, and a quiet shared-photo setup"},
+      {"slug": "couple_train_platform", "prompt": "clean train platform with glass panels, luggage nearby, and casual travel-couple framing"},
+      {"slug": "couple_apartment_mirror", "prompt": "apartment entry mirror with coats, bags, and enough room for two coordinated outfits"}
+    ],
     "softcore_creator_scenes": [
       {"slug": "creator_bedroom_ring_light", "prompt": "private creator bedroom with a ring light, phone tripod, rumpled bedding, and warm lamps"},
       {"slug": "onlyfans_mirror_bedroom", "prompt": "bedroom mirror selfie setup with a visible phone, messy sheets, and soft amber light"},

krea_formatter.py

@@ -52,6 +52,14 @@ def _paragraph(parts: list[str]) -> str:
     return " ".join(part for part in (_sentence(part) for part in parts) if part)
 
 
+def _with_indefinite_article(text: str) -> str:
+    text = _clean(text)
+    if not text or text.lower().startswith(("a ", "an ")):
+        return text
+    article = "an" if text[:1].lower() in "aeiou" else "a"
+    return f"{article} {text}"
+
+
 def _maybe_json(text: str) -> dict[str, Any] | None:
     text = _clean(text)
     if not text.startswith("{"):
@@ -212,6 +220,18 @@ def _style_phrase(row: dict[str, Any], style_mode: str) -> str:
     return style or suffix
 
 
+def _couple_clothing_phrase(item: str) -> str:
+    item = _clean(item)
+    lower = item.lower()
+    partner_text = re.sub(r"\bPartner ([AB]) wears\b", r"Partner \1 wearing", item)
+    partner_text = re.sub(r"\bPartner ([AB]) has\b", r"Partner \1 with", partner_text)
+    if lower.startswith("partner a "):
+        return f"The outfits show {partner_text}"
+    if lower.startswith(("two ", "paired ", "coordinated ")):
+        return f"The outfits are {partner_text}"
+    return f"The couple wears {item}"
+
+
 def _normal_row_to_krea(row: dict[str, Any], detail_level: str, style_mode: str) -> tuple[str, str]:
     subject_type = _clean(row.get("subject_type"))
     primary = _clean(row.get("primary_subject"))
@@ -245,7 +265,7 @@ def _normal_row_to_krea(row: dict[str, Any], detail_level: str, style_mode: str)
         subject = _age_subject(row, "adult woman")
         appearance = _appearance_phrase(row)
         parts = [
-            f"A {subject}" if not subject.lower().startswith(("a ", "an ")) else subject,
+            _with_indefinite_article(subject),
             f"with {appearance}" if appearance else "",
             f"wearing {item}" if item else "",
             f"{pose}" if pose else "",
@@ -257,6 +277,26 @@ def _normal_row_to_krea(row: dict[str, Any], detail_level: str, style_mode: str)
         ]
         return _paragraph([", ".join(part for part in parts[:6] if part), *parts[6:]]), "metadata(single)"
 
+    if subject_type == "couple" or primary in ("two women", "two men", "a woman and a man"):
+        subject = _clean(row.get("subject_phrase") or primary or "adult couple")
+        if subject == "woman and man":
+            subject = "a woman and a man"
+        ages = _row_value(row, "age", ("Ages",)) or _clean(row.get("age_band"))
+        body = _row_value(row, "body", ("Body types",)) or _clean(row.get("body_type"))
+        parts = [
+            f"An adult couple: {subject}, all visibly adult",
+            f"Age detail: {ages}" if ages else "",
+            f"Body types: {body}" if body else "",
+            _couple_clothing_phrase(item) if item else "",
+            f"The pose is {pose}" if pose else "",
+            f"The setting is {scene}" if scene else "",
+            f"Facial expressions are {expression}" if expression else "",
+            f"The image is framed as {composition}" if composition else "",
+            camera,
+            style if detail_level != "concise" else "",
+        ]
+        return _paragraph(parts), "metadata(couple)"
+
     subject = _age_subject(row, primary or "adult scene")
     parts = [
         f"{subject}",

prompt_builder.py

@@ -1270,6 +1270,28 @@ def _configured_cast_context(women_count: int, men_count: int) -> dict[str, str]
     }
 
 
+def _couple_type_from_counts(
+    rng: random.Random,
+    women_count: int,
+    men_count: int,
+) -> tuple[str, str, str, int, int]:
+    women_count = max(0, int(women_count))
+    men_count = max(0, int(men_count))
+    if women_count >= 2 and men_count == 0:
+        return "two women", "two women", "close affectionate couple pose", 2, 0
+    if men_count >= 2 and women_count == 0:
+        return "two men", "two men", "relaxed romantic couple pose", 0, 2
+    if women_count >= 1 and men_count >= 1:
+        return "woman and man", "a woman and a man", "playful date-night pose", 1, 1
+
+    primary_subject, subject_phrase, pose = g.choose(rng, g.COUPLE_TYPES)
+    if primary_subject == "two women":
+        return primary_subject, subject_phrase, pose, 2, 0
+    if primary_subject == "two men":
+        return primary_subject, subject_phrase, pose, 0, 2
+    return primary_subject, subject_phrase, pose, 1, 1
+
+
 def _lettered(prefix: str, count: int) -> list[str]:
     letters = "ABCDEFGHIJKLMNOPQRSTUVWXYZ"
     return [f"{prefix.capitalize()} {letters[index]}" for index in range(max(0, count))]
@@ -1438,7 +1460,11 @@ def _subject_context(
         return _configured_cast_context(women_count, men_count)
 
     if subject_type == "couple":
-        primary_subject, subject_phrase, pose = g.choose(rng, g.COUPLE_TYPES)
+        primary_subject, subject_phrase, pose, effective_women_count, effective_men_count = _couple_type_from_counts(
+            rng,
+            women_count,
+            men_count,
+        )
         return {
             "subject_type": "couple",
             "subject": primary_subject,
@@ -1450,6 +1476,9 @@ def _subject_context(
             "eyes": "",
             "body_phrase": "",
             "fallback_pose": pose,
+            "women_count": str(effective_women_count),
+            "men_count": str(effective_men_count),
+            "person_count": "2",
         }
 
     if subject_type == "group":