tons of modification for occasion filtering

stylist_guide/crystal_acc.md

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+# Crystal's Accessory Guide: Pure Balance
+This guide strictly outlines accessory selection, emphasizing Gold Tones and pure, solid colors to stabilize the outfit's primary focus on bold pattern clashing.
+
+## I. Color, Pattern, and Material Constraints
+Color & Tone: All jewelry must be in Gold Tones. Vector-style accessories are prohibited.
+
+Accessory Pattern: Bags and shoes must be Solid Color only. Patterned or printed bags and shoes are strictly prohibited.
+
+
+## II. Mandatory & Stacking Requirements
+The use of accessories is essential to complete the look, focusing on stacking and specific shapes:
+
+Mandatory Jewelry: A Necklace is mandatory (minimum one piece). A Watch must be included as part of the wrist stack.
+
+Earrings: Must be Hoop Earrings.
+
+Stacking: Encourage stacking of Bracelets and Rings alongside the mandatory watch.

stylist_guide/crystal_en.md

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+# Outfit Style Guide
+
+This guide outlines the preferred styling logic, brand affinities, patterns, and structure for Crystal's outfits, emphasizing **bold pattern mixing** balanced by .
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Brands/Material** | **Sacai** brand; **Denim** items | - |
+| **Patterns** | **Plaid, Stripes, Floral, Leopard Print**; Active pattern clashing (min 2) | Monochromatic or single-pattern outfits |
+| **Layering** | Max **2 items** on the upper body; Pattern mixing replaces layering | Excessive layering (叠穿) |
+| **Fit/Silhouette** | Accepts **Oversize**; Flexible (can mix with slim-fit/leggings) | Tight-fitting or complicated silhouettes |
+| **Shoe Styles** | **Boots, Platform Shoes, Pointed Low Heels, Mesh Shoes, Ballet Flats, White Sneakers** | Full High Heels (高跟鞋), Tall Boots |
+| **Shoes (Pattern)** | **Solid Color** only for shoes | **Patterned/Printed** Shoes |
+
+---
+
+## I. Styling Pattern: Pattern Clash and Pure Balance
+
+This stylist's style prioritizes visual impact through **clashing prints** rather than layering. Outfits are usually based on a bold print or denim, balanced by pure.
+
+### 1. Classic Outfit Examples
+
+| Style | Structure | Keywords |
+| :--- | :--- | :--- |
+| **Edgy Casual** | Milk Tea Oversize Blazer + Beige Shirt + Olive Green Cargo Pants + Black Pointed Low Heels | Utility, Sharp Contrast, Subtle Prints |
+| **Elegant Flow** | Milk Tea Oversize Blazer + Beige Shirt + Dark Brown Slim-fit Pants + White Mesh Shoes or Ballet Flats | Mixed Fit, Comfort Contrast |
+| **Sporty Mix** | Milk Tea Oversize Blazer + Dark Brown or Leopard Print Yoga Set + White Sneakers | Athleisure, Pattern Pop |
+| **Heavy Print** | Floral Dress + Denim Pants | Pattern Clash (Floral + Denim), Natural Accent |
+
+### 2. Outfit Extended Rules Summary
+
+1.  **Pattern Clash**: Actively mix **at least two** patterns (Plaid/Stripe/Floral/Leopard) in one outfit to maximize visual interest.
+2.  **Layering Limit**: Do not rely on multi-layering for depth; use print complexity instead. The upper body is limited to **max 2 pieces**.
+3.  **Fit Flexibility**: Oversize is welcome, but tight-fitting items (e.g., leggings) can be mixed. Prioritize durable fabrics like **Denim** for texture.
+4.  **Color Base**: No strict color restrictions on garments, but shoes must be **pure, solid colors**.
+5.  **Shoe Principle**: Shoes should provide height (low heel, platform, boots).
+6.  **Overall Balance**: If clothing patterns are complex, shoes must be **simple and pure** to ground the look. Style leans toward **mixed-casual and energetic**, avoiding blandness.
+8.  **Scene Adaptability**: Add **cargo pants/low heels** for casual settings; **yoga sets** for sportier looks; use **denim** to balance out heavy prints.

stylist_guide/edi_acc.md

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+# Accessory Style Guide
+This guide strictly outlines accessory selection, emphasizing a flexible approach to metal tones and highlighting the aesthetic of long-worn items.
+
+# I. Color and Material Constraints
+Metal Tones: Both Gold and Silver metals are preferred and should be mixed and matched together.
+
+Aesthetic Preference: Items that show wear, such as Silver items that have changed color over time, are acceptable as they present a unique personal preference.
+
+# II. Mandatory & Stacking Requirements
+Mandatory Items: No specific jewelry piece is listed as mandatory, but the style encourages mixing both gold and silver jewelry.

stylist_guide/edi_en.md

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+# Outfit Style Guide
+This guide summarizes the preferred styling logic, colors, patterns, and structure for Edi's outfits, emphasizing functionality and a flexible approach to color and print mixing.
+
+## I. Core Preferences and Prohibitions
+Primary Colors: Black is preferred as a mixing base.
+
+Dominant Colors: Maximum of 2 dominant colors per outfit (excluding Black and White).
+
+Print Mixing: Prints are mixed, specifically by using the same pattern (e.g., stripes, plaid) but in different sizes (e.g., thin stripe mixed with wide stripe, large check with small check).
+
+Prohibited Prints: None. All prints are acceptable, depending on the combination.
+
+Shoes: Sneakers are worn most often for comfort and versatility.
+
+Bags: Functional bags that can hold "everything" are preferred over mini bags. A specific favorite is the Lemaire croissant leather bag in a big size.
+
+Color Mixing: All color tones are acceptable for mixing together, including highly varied tones (e.g., rainbow colors), as long as they create a mutual harmony.
+
+## II. Styling Pattern: Functional and Harmonious
+This stylist prioritizes practical, comfortable items (functional bag, sneakers) while embracing complex color and print compositions that lean on Black as a foundational element. The style aims for a unique, harmonious look achieved through flexible mixing.

stylist_guide/mini_acc.md

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+Stylist Accessories Guide
+I. Gold Jewelry
+Preference: Necklace, Bracelet, and Earrings must all be present and layered.
+Prohibition: Avoid Large/Bulky Earrings or Vector-style accessories.
+
+II. Watch
+Preference: Mandatory item.
+Prohibition: N/A.
+
+III. Accent Colors
+Preference: Added via accessories (e.g., scarves); Max 2 accent colors in total.
+Prohibition: Avoid Bright/Vivid colors dominating the outfit.

stylist_guide/mini_en.md

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+# Outfit Style Guide
+
+This guide summarizes the preferred styling logic, colors, silhouettes, accessories, and layering patterns favored by the stylist.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | **Black, White, Gray, Earth Tones** (Solid colors preferred) | Avoid **Yellow** |
+| **Accent Colors** |                                                              | Avoid **Bright/Vivid** colors dominating |
+| **Patterns** | **Plaid/Checkered, Stripes** (Used as accents) | Strictly avoid **Floral/Small Prints (碎花)** |
+| **Style/Fit** | **Loose, Comfortable, Oversize**; **Clean and Sharp** tailoring | Tight-fitting or complicated silhouettes |
+| **Footwear** | **White Sneakers**, **Flats/Single Shoes**, **Loafers** | **Heels, Tall Boots** |
+
+---
+
+## II. Styling Pattern: Layering and Balance
+
+This stylist's outfits emphasize **comfort** and **layering** (creating depth). The common structure is: **3 Upper Body Items + 1 Lower Body Item**. The pattern mainly uses solid primary colors, mixed with subtle patterns, aiming for a look that is **relaxed and casual yet polished**.
+
+### 1. Classic Outfit Examples
+
+| Style | Structure | Keywords |
+| :--- | :--- | :--- |
+| **Smart Casual** | Milk Tea Oversize Blazer + White Shirt + Loose Black Pants  + White Sneakers | Neutral, Polished, Clean |
+| **Everyday Casual** | Milk Tea Oversize Blazer + Dark Blue Jeans or Dark Gray Shorts + **Loafers**+ Detailed Vest/Tank Top | Relaxed, Comfortable, Detailed |
+| **Sporty Chic** | Milk Tea Oversize Blazer + Black/Blue & White Striped Sleeveless Top + Black Leggings + White Sneakers | Mixed Style, Dynamic, Balanced |
+| **Dress Base** | Floral Dress (**Exception**) + White Sneakers | Comfortable, Accents, Exception Handling |
+
+### 2. Outfit Extended Rules Summary
+
+1.  **Color Palette**: Main garment colors are limited to **Black, White, Gray, and Earth Tones** to ensure a minimalist foundation. 
+2.  **Layering Principle**: A minimum of **2-3 layers** on the upper body, with patterned edges (e.g., shirt collar) visible to add depth without complexity.
+3.  **Fit Requirements**: All items should lean toward a **loose/oversize** fit to prioritize comfort; tailoring must be **clean and sharp**.
+4.  **Pattern Restriction**: Only **plaid/checkered or stripes** are acceptable as subtle accents; **strictly no florals**, unless an extremely minimal exception is made.
+5.  **Shoe/Bag Coordination**: Footwear must be **flat and casual** (white sneakers are preferred).
+6.  **Overall Balance**: When the upper body is complex (layered), the lower body should remain **simple**; the overall style is **neutral and polished**, avoiding highly feminine heels or boots.

stylist_guide/vera_acc.md

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+# Accessory Style Guide
+This guide outlines accessory selection based on the desired overall aesthetic, emphasizing a balanced approach to metal tones.
+
+# I. Metal Tone and Aesthetic Constraints
+Jewelry Tone: Prefers Gold for a vintage and nostalgic feel.
+
+Jewelry Tone: Prefers Silver for grungier looks.
+
+Wear Preference: Wears both Gold and Silver, depending on the outfit's desired aesthetic.

stylist_guide/vera_en.md

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+# Outfit Style Guide
+This guide summarizes the preferred styling logic, colors, patterns, and structure for Vera's outfits, emphasizing harmony in color mixing and the use of statement bags.
+
+# I. Core Preferences and Prohibitions
+Primary Colors: Most often wears Khakis, Black, Creams, and sometimes Burgundies.
+
+Dominant Colors: Maximum of two dominant colors per outfit, handled with care.
+
+Print Mixing: Prints are mixed. Acceptable combinations include big polka dots with small polka dots or different floral prints.
+
+Print Rule: Prints must be mixed only as long as the colors and shapes are harmonized.
+
+Prohibited Prints: None. Most prints are considered wearable.
+
+Color Mixing Prohibition: Avoid mixing warms and colds, and brights with muted tones.
+
+Shoes: Wears loafers most often.
+
+Bags: Prefers Bigger bags and bags that make a statement. Specific examples include The Row Margaux and Saint Laurent Icare.
+
+Prohibited Bags: Not a fan of crossbody or micro mini bags.
+
+# II. Styling Pattern: Harmonious Statement
+This stylist prioritizes a core color palette of neutrals and deep tones (Khakis, Black, Creams, Burgundies) and uses print mixing (e.g., different sized polka dots or florals) only when colors and shapes are harmonized. The overall look is anchored by comfortable shoes (loafers) and a large, functional, statement bag.