reference plugin and image gen analysis

igny8-ai-seo-wp-plugin/assets/shortcodes/_README.php

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+<?php
+/**
+ * ==============================
+ * 📁 Folder Scope Declaration
+ * ==============================
+ * Folder: /shortcodes/
+ * Purpose: All shortcode handler files (split by module)
+ * Rules:
+ * - Must be organized by module
+ * - Each shortcode must be self-contained
+ * - No cross-module dependencies
+ * - Must use components for rendering
+ * - Frontend-only functionality
+ */