Flatten skill category directory structure

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+# Art Style Format Example
+
+Below is the standard format for `art_style.md`.
+
+```markdown
+Art Style: Cinematic Realism
+
+Style Description:
+  Warm film tones, primarily natural lighting, 35mm film grain texture.
+  Referenced from the visual language of Into the Wild and Nomadland.
+  Widescreen ratio, anamorphic lens oval bokeh and soft edges.
+
+Keywords: cinematic, film grain, natural lighting, warm amber tones, 35mm film, anamorphic
+Palette: warm yellow, amber, deep brown, golden hour gold
+Lighting: natural light, golden hour, backlit silhouette, Tyndall effect
+
+Recommended Model: Midjourney V7 (best for cinematic texture) / Kling (character realism)
+
+Reference:
+  - style_cache/cinematic/01_highway.png
+  - style_cache/cinematic/02_bar.png
+  - style_cache/cinematic/03_canyon.png
+  - style_cache/cinematic/04_starry.png
+
+Style JSON:
+  {
+    "visual_style_analysis": {
+      "color_palette": ["#D4A574", "#8B6914", "#2C1810", "#E8C98E", "#4A3728"],
+      "color_mood": "warm amber and golden tones with deep brown shadows",
+      "lighting_and_shadows": "natural golden hour lighting, strong rim light, Tyndall effect, soft diffused shadows",
+      "texture": "35mm film grain, slight lens aberration, organic noise",
+      "composition_style": "wide anamorphic framing, rule of thirds, deep depth of field for landscapes",
+      "line_style": "soft organic edges, no hard outlines, photographic realism",
+      "art_style_keywords": ["cinematic", "film grain", "golden hour", "anamorphic", "warm amber", "natural lighting", "35mm film", "photorealistic"]
+    }
+  }
+```
+
+## Format Notes
+
+- First line format: `Art Style: ` + style name
+- `Style Description:` 2-4 sentences describing the visual language, may reference films/works
+- `Keywords:` comma-separated English keywords, used for subsequent image generation prompts
+- `Palette:` list main color tendencies
+- `Lighting:` list lighting and shadow characteristics
+- `Recommended Model:` recommend the most suitable model based on style, with brief rationale
+- `Reference:` list selected reference image paths (relative to project directory), one per line, starting with `- `. Built-in presets are auto-cached to `style_cache/{style}/{filename}.png` by the script; custom styles may point to local files under `style_references/`
+- `Style JSON:` structured style data returned by `read_media` analysis of reference images (JSON format), injected into prompts for character and prop image generation
+- Content indented 2 spaces for visual alignment