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+# Example: Media Library Organization Automation
+
+This example shows what the meta-automation-architect generates for a personal media and document library.
+
+## Project Context
+
+- **Type**: File Organization (primary)
+- **Content**: 5,000+ files (photos, videos, documents, music)
+- **Size**: 250GB across multiple folders
+- **Pain Points**: Inconsistent naming, duplicates, missing metadata, hard to find files
+- **Priority**: Auto-tagging and duplicate detection
+
+## Project Structure (Before)
+
+```
+media-library/
+├── Photos/
+│   ├── IMG_0001.jpg
+│   ├── IMG_0002.jpg
+│   ├── vacation.jpg
+│   ├── DSC001.jpg (duplicate of IMG_0001.jpg with different name)
+│   └── ... (2,000+ images)
+├── Videos/
+│   ├── VID_001.mp4
+│   ├── movie_001.mp4
+│   └── ... (500+ videos)
+├── Documents/
+│   ├── document.pdf
+│   ├── report_final_final.docx (duplicate)
+│   └── ... (1,500+ docs)
+├── Music/
+│   └── ... (1,000+ songs)
+└── Misc/
+    └── ... (random files)
+```
+
+## User Conversation
+
+```
+User: "Help me organize my media library"
+
+Meta-Skill: Analyzing project...
+- Detected: File Organization (95% confidence)
+  - Found 5,247 files across 89 directories
+  - Mixed naming conventions detected
+  - Estimated 380 duplicate files (7% of total)
+  - Only 15% of files have metadata tags
+  - Date-based folder structure partially used
+
+Meta-Skill: What are your main pain points?
+Options:
+- Finding duplicate files (RECOMMENDED: ~1.2GB wasted, 7% duplication rate)
+- Inconsistent file naming
+- Missing metadata/tags (RECOMMENDED: 85% files lack tags)
+- Hard to find specific files
+
+User: [Selects: Duplicate files, Missing metadata]
+
+Meta-Skill: Automation opportunities identified:
+- Auto-tag files based on content: Saves 2 min/file × 4,460 files = 148 hours
+- Find and merge duplicates: Saves 10 min/duplicate × 380 = 63 hours
+- Total potential savings: 211 hours + 1.2GB storage
+
+Meta-Skill: Generating automation system...
+Session ID: media-org-def456
+```
+
+## Generated Automation System
+
+### 1. Custom Subagents (5)
+
+- **structure-analyzer** - Reviews folder organization and hierarchy
+- **metadata-analyzer** - Checks tagging coverage and consistency
+- **duplication-analyzer** - Finds duplicate and similar files
+- **asset-analyzer** - Inventories all media types
+- **command-generator** - Creates organization commands
+
+### 2. Custom Skills (3)
+
+**`auto-tagger`** - Automatically tags files based on content
+- Images: Extracts EXIF data (date, location, camera)
+- Videos: Analyzes metadata, duration, resolution
+- Documents: Extracts title, author, creation date
+- Music: Reads ID3 tags, adds genre/artist
+
+**Example:**
+```
+Before: IMG_0523.jpg (no metadata)
+After:  IMG_0523.jpg
+        Tags: [vacation, beach, 2024-07-15, hawaii, sunset]
+        Location: Waikiki Beach, HI
+        Camera: iPhone 14 Pro
+```
+
+**`duplicate-merger`** - Identifies and consolidates duplicates
+- Exact duplicates (same hash)
+- Similar images (perceptual hash)
+- Same content, different formats
+- Version variations
+
+**Example:**
+```
+Found 3 duplicates of vacation_beach.jpg:
+- Photos/IMG_0523.jpg (original, highest quality)
+- Photos/vacation.jpg (duplicate)
+- Backup/beach.jpg (duplicate)
+
+Action: Keep IMG_0523.jpg, create symbolic links for others
+Savings: 8.2 MB
+```
+
+**`index-generator`** - Creates searchable catalog
+- Generates `library-index.md` with all files
+- Categorizes by type, date, tags
+- Creates search-friendly format
+- Updates automatically
+
+### 3. Custom Commands (3)
+
+**`/organize`**
+```bash
+/organize                     # Organize entire library
+/organize Photos/             # Organize specific folder
+/organize --dry-run           # Preview changes
+```
+
+Actions:
+- Renames files with consistent convention
+- Moves to appropriate category folders
+- Adds metadata tags
+- Detects and merges duplicates
+- Generates index
+
+**`/find-duplicates`**
+```bash
+/find-duplicates              # Find all duplicates
+/find-duplicates Photos/      # In specific folder
+/find-duplicates --auto-merge # Auto-merge safe duplicates
+```
+
+**`/generate-index`**
+```bash
+/generate-index               # Full library index
+/generate-index --by-date     # Chronological index
+/generate-index --by-tag      # By tag category
+```
+
+### 4. Hooks (2)
+
+**`auto_tag_new_files.py`** (PostToolUse)
+- Triggers when files are added
+- Automatically extracts and adds metadata
+- Tags based on content analysis
+
+**`duplicate_alert.py`** (PostToolUse)
+- Triggers when files are added
+- Checks for duplicates
+- Alerts if duplicate detected
+
+### 5. Impact
+
+**Time Savings:**
+- Manual tagging: 2 min/file × 4,460 files = **148 hours** → Automated
+- Finding duplicates: Manual search would take **20+ hours** → 5 minutes automated
+- Creating index: **5 hours** manual → 2 minutes automated
+- **Total: 173+ hours saved**
+
+**Storage Savings:**
+- Duplicates removed: **1.2GB** recovered
+- Optimized organization: **Better disk cache performance**
+
+**Quality Improvements:**
+- Metadata coverage: 15% → **100%** (+85%)
+- Findability: Manual search → **Instant** via indexed catalog
+- Consistency: Mixed naming → **100% standardized**
+
+## Example Results
+
+### Before `/organize`
+
+```
+Photos/
+├── IMG_0001.jpg (no tags)
+├── vacation.jpg (no tags, actually duplicate of IMG_0001)
+├── DSC001.JPG (no tags)
+└── ... (mixed names, no metadata)
+```
+
+### After `/organize`
+
+```
+library/
+├── photos/
+│   ├── 2024/
+│   │   ├── 07-july/
+│   │   │   ├── 2024-07-15_hawaii-beach_sunset.jpg
+│   │   │   │   Tags: [vacation, beach, hawaii, sunset]
+│   │   │   │   Location: Waikiki, HI
+│   │   │   └── ...
+│   │   └── 08-august/
+│   └── 2023/
+├── videos/
+│   ├── 2024/
+│   │   └── 2024-07-15_beach-waves_1080p.mp4
+│   │       Tags: [vacation, ocean, hawaii]
+├── documents/
+│   ├── personal/
+│   └── work/
+├── music/
+│   ├── by-artist/
+│   └── by-genre/
+├── library-index.md (searchable catalog)
+└── .metadata/ (tag database)
+```
+
+### Generated Index (excerpt)
+
+```markdown
+# Media Library Index
+Last Updated: 2025-01-23
+Total Files: 5,247
+Total Size: 248.8 GB
+
+## Recent Additions (Last 7 Days)
+- 2024-07-20_family-dinner.jpg [Tags: family, home, dinner]
+- 2024-07-19_work-presentation.pptx [Tags: work, slides]
+
+## By Category
+
+### Photos (2,000 files, 45.2 GB)
+#### 2024 (523 files)
+- **July** (156 files)
+  - Hawaii Vacation (45 files) - Tags: vacation, beach, hawaii
+  - Home Events (28 files) - Tags: family, home
+- **August** (89 files)
+
+### Videos (500 files, 180.5 GB)
+...
+
+### Documents (1,500 files, 18.1 GB)
+...
+
+## By Tag
+- **vacation** (245 files)
+- **family** (432 files)
+- **work** (567 files)
+...
+
+## Search Tips
+- By date: Find "2024-07"
+- By location: Find "hawaii" or "beach"
+- By type: Find ".jpg" or ".mp4"
+```
+
+## Agent Communication
+
+**`reports/duplication-analyzer.json`** (excerpt):
+```json
+{
+  "agent_name": "duplication-analyzer",
+  "summary": "Found 380 duplicate files (7.2% duplication rate) wasting 1.18GB storage",
+  "findings": [
+    {
+      "type": "duplicate_group",
+      "severity": "medium",
+      "title": "Vacation Photos Duplicated",
+      "description": "45 vacation photos have 2-3 copies each with different names",
+      "storage_wasted": "285 MB",
+      "recommendation": "Keep highest quality version, create symlinks for others"
+    }
+  ],
+  "metrics": {
+    "total_files_scanned": 5247,
+    "duplicate_groups": 127,
+    "total_duplicates": 380,
+    "storage_wasted_mb": 1210,
+    "deduplication_potential": "23% size reduction after compression"
+  },
+  "automation_impact": {
+    "time_saved": "63 hours (manual duplicate finding)",
+    "storage_recovered": "1.2 GB"
+  }
+}
+```
+
+## Result
+
+User now has:
+- ✅ **Fully organized library** with consistent structure
+- ✅ **100% metadata coverage** (up from 15%)
+- ✅ **Zero duplicates** (removed 380, recovered 1.2GB)
+- ✅ **Searchable index** for instant finding
+- ✅ **Auto-tagging** for all new files
+- ✅ **173+ hours saved** in organization work
+
+**Before vs After:**
+
+| Metric | Before | After | Improvement |
+|--------|--------|-------|-------------|
+| Files with metadata | 15% (788) | 100% (5,247) | +85% |
+| Duplicate files | 380 (7.2%) | 0 (0%) | -100% |
+| Wasted storage | 1.2 GB | 0 GB | 1.2GB recovered |
+| Time to find file | 5-10 min | <10 sec | 30-60x faster |
+| Manual org time | 173+ hours | 2 hours setup | 98% reduction |
+
+**Ongoing Benefits:**
+- New files auto-tagged immediately
+- Duplicates detected before saving
+- Index updates automatically
+- Consistent organization maintained