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Classifier Agent]  ──►  [2. Validator Agent]  ──►  [3. Category Manager]  ──► [4. Organizer]│\n│  - Extracts 1st page        - Validates accuracy        - Updates taxonomy          - Copies to  │\n│  - Proposes category        - Checks duplicates         - Prevents taxonomy         destination │\n│  - Calculates confidence    - Flags new category          bloat (categories.json)     subfolder │\n└────────────────────────────────────────────────┬────────────────────────────────────────────────┘\n                                                 │\n                                                 ▼\n                                  ┌───────────────────────────────┐\n                                  │  Output / <Category> / Files  │\n                                  └───────────────────────────────┘"},{"kind":"example","language":"bash","snippet":"sudo apt install zenity"}]}}