diff --git a/config.yaml b/config.yaml
index 3e54157..451d8c6 100644
--- a/config.yaml
+++ b/config.yaml
@@ -44,6 +44,6 @@ sources:
   - name: "needle_benchmarks"
     path: "/work/kschmidt/NEEDLE/orchestrator/ml/benchmarks/plots"
   - name: "needle_fair_universe"
-    path: "/ceph/kschmidt/needle/plots/fair_universe/"
+    path: "/work/kschmidt/NEEDLE/orchestrator/runs/fair_universe_demo_fixed_normalization/stat_only_histogram_mu_one/plots"
   - name: "aido_convergence_study"
     path: "/work/kschmidt/aido/results_convergence/plots/"
diff --git a/gallery/assets b/gallery/assets
deleted file mode 120000
index ec2e4be..0000000
--- a/gallery/assets
+++ /dev/null
@@ -1 +0,0 @@
-../assets
\ No newline at end of file
diff --git a/assets/css/base.css b/gallery/assets/css/base.css
similarity index 100%
rename from assets/css/base.css
rename to gallery/assets/css/base.css
diff --git a/assets/css/comparison.css b/gallery/assets/css/comparison.css
similarity index 100%
rename from assets/css/comparison.css
rename to gallery/assets/css/comparison.css
diff --git a/assets/css/export.css b/gallery/assets/css/export.css
similarity index 100%
rename from assets/css/export.css
rename to gallery/assets/css/export.css
diff --git a/assets/css/floating-elements.css b/gallery/assets/css/floating-elements.css
similarity index 100%
rename from assets/css/floating-elements.css
rename to gallery/assets/css/floating-elements.css
diff --git a/assets/css/folder-metadata.css b/gallery/assets/css/folder-metadata.css
similarity index 100%
rename from assets/css/folder-metadata.css
rename to gallery/assets/css/folder-metadata.css
diff --git a/assets/css/folder-tree.css b/gallery/assets/css/folder-tree.css
similarity index 100%
rename from assets/css/folder-tree.css
rename to gallery/assets/css/folder-tree.css
diff --git a/assets/css/grid.css b/gallery/assets/css/grid.css
similarity index 100%
rename from assets/css/grid.css
rename to gallery/assets/css/grid.css
diff --git a/assets/css/html-plots.css b/gallery/assets/css/html-plots.css
similarity index 100%
rename from assets/css/html-plots.css
rename to gallery/assets/css/html-plots.css
diff --git a/assets/css/main.css b/gallery/assets/css/main.css
similarity index 100%
rename from assets/css/main.css
rename to gallery/assets/css/main.css
diff --git a/assets/css/metadata-section.css b/gallery/assets/css/metadata-section.css
similarity index 100%
rename from assets/css/metadata-section.css
rename to gallery/assets/css/metadata-section.css
diff --git a/assets/css/metadata.css b/gallery/assets/css/metadata.css
similarity index 100%
rename from assets/css/metadata.css
rename to gallery/assets/css/metadata.css
diff --git a/assets/css/navigation.css b/gallery/assets/css/navigation.css
similarity index 100%
rename from assets/css/navigation.css
rename to gallery/assets/css/navigation.css
diff --git a/assets/css/responsive.css b/gallery/assets/css/responsive.css
similarity index 100%
rename from assets/css/responsive.css
rename to gallery/assets/css/responsive.css
diff --git a/assets/css/search.css b/gallery/assets/css/search.css
similarity index 100%
rename from assets/css/search.css
rename to gallery/assets/css/search.css
diff --git a/assets/css/sidebar.css b/gallery/assets/css/sidebar.css
similarity index 100%
rename from assets/css/sidebar.css
rename to gallery/assets/css/sidebar.css
diff --git a/assets/css/sort-controls.css b/gallery/assets/css/sort-controls.css
similarity index 100%
rename from assets/css/sort-controls.css
rename to gallery/assets/css/sort-controls.css
diff --git a/assets/css/sort-debug.css b/gallery/assets/css/sort-debug.css
similarity index 100%
rename from assets/css/sort-debug.css
rename to gallery/assets/css/sort-debug.css
diff --git a/assets/css/stats.css b/gallery/assets/css/stats.css
similarity index 100%
rename from assets/css/stats.css
rename to gallery/assets/css/stats.css
diff --git a/assets/css/variables.css b/gallery/assets/css/variables.css
similarity index 100%
rename from assets/css/variables.css
rename to gallery/assets/css/variables.css
diff --git a/assets/css/view-controls.css b/gallery/assets/css/view-controls.css
similarity index 100%
rename from assets/css/view-controls.css
rename to gallery/assets/css/view-controls.css
diff --git a/assets/css/view-override.css b/gallery/assets/css/view-override.css
similarity index 100%
rename from assets/css/view-override.css
rename to gallery/assets/css/view-override.css
diff --git a/assets/js/comparison-manager.js b/gallery/assets/js/comparison-manager.js
similarity index 100%
rename from assets/js/comparison-manager.js
rename to gallery/assets/js/comparison-manager.js
diff --git a/assets/js/export-manager.js b/gallery/assets/js/export-manager.js
similarity index 100%
rename from assets/js/export-manager.js
rename to gallery/assets/js/export-manager.js
diff --git a/assets/js/folder-metadata.js b/gallery/assets/js/folder-metadata.js
similarity index 100%
rename from assets/js/folder-metadata.js
rename to gallery/assets/js/folder-metadata.js
diff --git a/assets/js/gallery-app.js b/gallery/assets/js/gallery-app.js
similarity index 100%
rename from assets/js/gallery-app.js
rename to gallery/assets/js/gallery-app.js
diff --git a/assets/js/keyboard-manager.js b/gallery/assets/js/keyboard-manager.js
similarity index 100%
rename from assets/js/keyboard-manager.js
rename to gallery/assets/js/keyboard-manager.js
diff --git a/assets/js/main.js b/gallery/assets/js/main.js
similarity index 100%
rename from assets/js/main.js
rename to gallery/assets/js/main.js
diff --git a/assets/js/metadata-popup.js b/gallery/assets/js/metadata-popup.js
similarity index 100%
rename from assets/js/metadata-popup.js
rename to gallery/assets/js/metadata-popup.js
diff --git a/assets/js/metadata-section.js b/gallery/assets/js/metadata-section.js
similarity index 100%
rename from assets/js/metadata-section.js
rename to gallery/assets/js/metadata-section.js
diff --git a/assets/js/navigation-manager.js b/gallery/assets/js/navigation-manager.js
similarity index 100%
rename from assets/js/navigation-manager.js
rename to gallery/assets/js/navigation-manager.js
diff --git a/assets/js/recent-plots-manager.js b/gallery/assets/js/recent-plots-manager.js
similarity index 100%
rename from assets/js/recent-plots-manager.js
rename to gallery/assets/js/recent-plots-manager.js
diff --git a/assets/js/search-manager.js b/gallery/assets/js/search-manager.js
similarity index 100%
rename from assets/js/search-manager.js
rename to gallery/assets/js/search-manager.js
diff --git a/assets/js/sort-manager.js b/gallery/assets/js/sort-manager.js
similarity index 100%
rename from assets/js/sort-manager.js
rename to gallery/assets/js/sort-manager.js
diff --git a/assets/js/stats-manager.js b/gallery/assets/js/stats-manager.js
similarity index 100%
rename from assets/js/stats-manager.js
rename to gallery/assets/js/stats-manager.js
diff --git a/assets/js/theme-manager.js b/gallery/assets/js/theme-manager.js
similarity index 100%
rename from assets/js/theme-manager.js
rename to gallery/assets/js/theme-manager.js
diff --git a/assets/js/utils.js b/gallery/assets/js/utils.js
similarity index 100%
rename from assets/js/utils.js
rename to gallery/assets/js/utils.js
diff --git a/assets/js/view-manager.js b/gallery/assets/js/view-manager.js
similarity index 100%
rename from assets/js/view-manager.js
rename to gallery/assets/js/view-manager.js
diff --git a/templates/gallery.html b/templates/gallery.html
deleted file mode 100644
index 635852f..0000000
--- a/templates/gallery.html
+++ /dev/null
@@ -1,373 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-  <meta charset="UTF-8">
-  <title>{{ title }}</title>
-  <link rel="stylesheet" href="{{ assets_path }}/css/main.css">
-  <link rel="stylesheet" href="{{ assets_path }}/css/html-plots.css">
-  
-  <!-- MathJax for LaTeX rendering -->
-  <script>
-    MathJax = {
-      tex: {
-        inlineMath: [['$', '$'], ['\\(', '\\)']],
-        displayMath: [['$$', '$$'], ['\\[', '\\]']]
-      }
-    };
-  </script>
-  <script id="MathJax-script" async src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
-</head>
-<body>
-  <!-- Main Content -->
-  <h1>{{ title }}</h1>
-  
-  <!-- Search Bar -->
-  <div class="search-container">
-    <input type="text" class="search-box" id="searchBox" placeholder="Search plots..." />
-    <span class="search-icon">🔍</span>
-    <div class="search-results" id="searchResults"></div>
-  </div>
-  
-  <!-- Breadcrumb Navigation -->
-  <div class="breadcrumb" id="breadcrumb"></div>
-  
-  <!-- Navigation Buttons -->
-  <div class="navigation">
-    <button class="nav-btn" onclick="window.history.back()">
-      ← Back
-    </button>
-    {% if relpath != "." %}
-    <a href="../index.html" class="nav-btn">
-      ↑ Parent Directory
-    </a>
-    {% endif %}
-  </div>
-
-  <!-- Folder Tree -->
-  <div class="folder-tree" id="folderTree"></div>
-  
-  <!-- Folder Metadata Section -->
-  {% if folder_metadata %}
-  <div class="metadata-section">
-    <button class="metadata-toggle-btn" onclick="toggleMetadataSection()">
-      <span class="metadata-icon">📋</span>
-      <span class="metadata-label">Folder Information</span>
-      <span class="metadata-arrow" id="metadataArrow">▼</span>
-    </button>
-    
-    <div class="metadata-content" id="metadataContent" style="display: none;">
-      <div class="metadata-header">
-        <div class="metadata-file-info">
-          <span class="file-path-label">📁 Metadata file:</span>
-          <code class="file-path" id="metadata-file-path">{{ metadata_file_path }}</code>
-          <button class="copy-path-btn" onclick="copyMetadataPath()" title="Copy path to clipboard">
-            📋 Copy
-          </button>
-          <span class="tip-icon" title="Tip: Create this file in the source directory to add folder-level metadata that will be inherited by all plots in this folder and its subdirectories. Supports both YAML (.yaml/.yml) and JSON (.json) formats.">
-            💡
-          </span>
-        </div>
-      </div>
-      
-      <div class="metadata-grid">
-        {% for key, value in folder_metadata.items() %}
-          <div class="metadata-item">
-            <span class="metadata-key">{{ key }}:</span>
-            <span class="metadata-value">
-              {% if value is string and (value.startswith('http://') or value.startswith('https://')) %}
-                <a href="{{ value }}" target="_blank" rel="noopener noreferrer">{{ value }}</a>
-              {% elif value is string and '$$' in value %}
-                <span class="latex-content">{{ value }}</span>
-              {% elif value is string and value|length > 100 %}
-                <span class="metadata-long-text">{{ value[:100] }}...</span>
-                <button class="metadata-expand" onclick="expandText(this)">Show more</button>
-                <span class="metadata-full-text" style="display: none;">{{ value }}</span>
-              {% elif value is iterable and value is not string and value is not mapping %}
-                <div class="metadata-yaml-list">
-                  {% for item in value %}
-                    <div class="yaml-list-item">- {{ item }}</div>
-                  {% endfor %}
-                </div>
-              {% elif value is mapping %}
-                <div class="metadata-yaml-object">
-                  {% for subkey, subvalue in value.items() %}
-                    <div class="yaml-object-item">
-                      <span class="yaml-key">{{ subkey }}:</span>
-                      {% if subvalue is iterable and subvalue is not string and subvalue is not mapping %}
-                        <div class="yaml-nested-list">
-                          {% for nested_item in subvalue %}
-                            <div class="yaml-nested-item">- {{ nested_item }}</div>
-                          {% endfor %}
-                        </div>
-                      {% elif subvalue is mapping %}
-                        <div class="yaml-nested-object">
-                          {% for nested_key, nested_value in subvalue.items() %}
-                            <div class="yaml-nested-item">{{ nested_key }}: {{ nested_value }}</div>
-                          {% endfor %}
-                        </div>
-                      {% else %}
-                        <span class="yaml-value"> {{ subvalue }}</span>
-                      {% endif %}
-                    </div>
-                  {% endfor %}
-                </div>
-              {% else %}
-                {{ value }}
-              {% endif %}
-            </span>
-          </div>
-        {% endfor %}
-      </div>
-    </div>
-  </div>
-  {% endif %}
-  
-  <!-- View Toggle Controls - Only show if there are plot items -->
-  {% if items %}
-  <div class="controls-container">
-    <div class="sort-controls">
-      <label class="sort-label">Sort by:</label>
-      <button class="sort-btn active" data-sort="name" title="Sort by Name">
-        📝 Name
-      </button>
-      <button class="sort-btn" data-sort="time" title="Sort by Creation Time">
-        🕒 Time
-      </button>
-      <button class="sort-order-btn" data-order="asc" title="Sort Order">
-        ↑
-      </button>
-    </div>
-    <div class="view-controls">
-      <button class="view-btn active" data-view="grid" title="Grid View">
-        <svg width="16" height="16" viewBox="0 0 16 16">
-          <rect x="1" y="1" width="6" height="6" fill="currentColor"/>
-          <rect x="9" y="1" width="6" height="6" fill="currentColor"/>
-          <rect x="1" y="9" width="6" height="6" fill="currentColor"/>
-          <rect x="9" y="9" width="6" height="6" fill="currentColor"/>
-        </svg>
-      </button>
-      <button class="view-btn" data-view="list-large" title="Large List View">
-        <svg width="16" height="16" viewBox="0 0 16 16">
-          <rect x="1" y="2" width="4" height="3" fill="currentColor"/>
-          <rect x="7" y="2" width="8" height="1" fill="currentColor"/>
-          <rect x="7" y="4" width="6" height="1" fill="currentColor"/>
-          <rect x="1" y="7" width="4" height="3" fill="currentColor"/>
-          <rect x="7" y="7" width="8" height="1" fill="currentColor"/>
-          <rect x="7" y="9" width="6" height="1" fill="currentColor"/>
-          <rect x="1" y="12" width="4" height="3" fill="currentColor"/>
-          <rect x="7" y="12" width="8" height="1" fill="currentColor"/>
-          <rect x="7" y="14" width="6" height="1" fill="currentColor"/>
-        </svg>
-      </button>
-      <button class="view-btn" data-view="list-compact" title="Compact List View">
-        <svg width="16" height="16" viewBox="0 0 16 16">
-          <rect x="1" y="3" width="14" height="1" fill="currentColor"/>
-          <rect x="1" y="6" width="14" height="1" fill="currentColor"/>
-          <rect x="1" y="9" width="14" height="1" fill="currentColor"/>
-          <rect x="1" y="12" width="14" height="1" fill="currentColor"/>
-        </svg>
-      </button>
-    </div>
-  </div>
-  {% endif %}
-  
-  <!-- Plot Container -->
-  <div class="plot-container grid-view" id="plotContainer">
-    {% for item in items %}
-      <div class="plot-item grid-item {% if item.is_html %}html-plot{% endif %}" 
-           data-name="{{ item.name }}" 
-           data-time="{{ item.creation_time|default(0) }}">
-        {% if item.is_html %}
-            <a href="{{ item.html_href }}" class="plot-link" target="_blank">
-                <div class="html-thumbnail">
-                    <div class="html-indicator">HTML</div>
-                    <div class="html-preview">Click to open interactive plot</div>
-                </div>
-            </a>
-        {% else %}
-            <a href="{{ item.pdf_href }}" class="plot-link">
-                <img src="{{ item.png_href }}" alt="{{ item.name }}" class="plot-thumbnail">
-            </a>
-        {% endif %}
-        <div class="plot-info">
-            <div class="plot-name" title="{{ item.name }}">{{ item.name }}</div>
-            <div class="plot-date" title="Created: {{ item.creation_time|default(0)|int|datetime_from_timestamp|strftime('%Y-%m-%d %H:%M') if item.creation_time and item.creation_time|int > 0 else 'Unknown' }}">
-                {% if item.creation_time and item.creation_time|int > 0 %}
-                    {{ item.creation_time|int|datetime_from_timestamp|strftime('%Y-%m-%d') }}
-                {% else %}
-                    Unknown
-                {% endif %}
-            </div>
-        </div>
-      </div>
-    {% endfor %}
-  </div>
-
-  <!-- Subdirectories -->
-  {% if subdirs %}
-    <h2>Subdirectories</h2>
-    <ul>
-      {% for sub in subdirs %}
-        <li><a href="{{ sub }}/index.html">📁 {{ sub }}</a></li>
-      {% endfor %}
-    </ul>
-  {% endif %}
-
-  <!-- Recent Plots Sidebar -->
-  <div class="sidebar-overlay" id="sidebarOverlay" onclick="toggleSidebar()"></div>
-  <div class="sidebar" id="sidebar">
-    <div class="sidebar-header">
-      <h3 class="sidebar-title">Recent Plots</h3>
-      <button class="sidebar-close" onclick="toggleSidebar()">×</button>
-    </div>
-    <div class="sidebar-content" id="sidebarContent">
-      <div style="text-align: center; color: var(--breadcrumb-color); margin: 2rem 0;">
-        No recent plots yet
-      </div>
-    </div>
-  </div>
-  
-  <!-- Floating Action Buttons -->
-  <div class="floating-buttons">
-    <button class="floating-btn sidebar-toggle" onclick="toggleSidebar()" id="sidebarToggle" title="Recent Plots (Ctrl+R)">
-      📋
-    </button>
-    <button class="floating-btn compare-toggle" onclick="app.toggleCompareMode()" id="compareToggle" title="Compare Plots (Ctrl+C)">
-      ⚖️
-    </button>
-    <button class="floating-btn theme-toggle" onclick="toggleTheme()" id="themeToggle" title="Toggle Theme (Ctrl+T)">
-      ☀️
-    </button>
-  </div>
-  
-  <!-- Keyboard Shortcuts Help -->
-  <div class="shortcuts-help" id="shortcutsHelp">
-    <h4>Keyboard Shortcuts</h4>
-    <div class="shortcut-item">
-      <span>Search</span>
-      <span class="shortcut-key">Ctrl+K</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Recent plots</span>
-      <span class="shortcut-key">Ctrl+R</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Compare plots</span>
-      <span class="shortcut-key">Ctrl+C</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Export plots</span>
-      <span class="shortcut-key">Ctrl+E</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Exit selection mode</span>
-      <span class="shortcut-key">Esc</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Toggle theme</span>
-      <span class="shortcut-key">Ctrl+T</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Toggle view</span>
-      <span class="shortcut-key">Ctrl+V</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Sort by name</span>
-      <span class="shortcut-key">Ctrl+N</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Sort by time</span>
-      <span class="shortcut-key">Ctrl+M</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Toggle sort order</span>
-      <span class="shortcut-key">Ctrl+O</span>
-    </div>
-    <div class="shortcut-item">
-      <span>Help</span>
-      <span class="shortcut-key">?</span>
-    </div>
-  </div>
-
-  <!-- Gallery Statistics -->
-  <div class="gallery-stats" id="galleryStats">
-    <div class="stats-item">
-      <span class="stats-label">📊 Files:</span>
-      <span class="stats-value" id="fileCount">0</span>
-    </div>
-    <div class="stats-item">
-      <span class="stats-label">📁 Folders:</span>
-      <span class="stats-value" id="folderCount">0</span>
-    </div>
-    <div class="stats-item">
-      <span class="stats-label">💾 Size:</span>
-      <span class="stats-value" id="totalSize">0 KB</span>
-    </div>
-    <div class="stats-item">
-      <span class="stats-label">🕒 Updated:</span>
-      <span class="stats-value" id="lastUpdated">Now</span>
-    </div>
-  </div>
-
-  <!-- Plot Comparison Overlay -->
-  <div class="comparison-overlay" id="comparisonOverlay">
-    <div class="comparison-container">
-      <div class="comparison-header">
-        <h2 class="comparison-title">Plot Comparison</h2>
-        <button class="comparison-close" onclick="app.closeComparison()" title="Close Comparison (Esc)">×</button>
-      </div>
-      <div class="comparison-content">
-        <div class="comparison-panel">
-          <div class="comparison-panel-header">
-            <span class="comparison-panel-title" id="leftPlotTitle">Plot A</span>
-            <button class="comparison-replace-btn" onclick="app.replacePlot('left')" id="leftReplaceBtn">Replace</button>
-          </div>
-          <div class="comparison-panel-content">
-            <div class="comparison-plot-container" id="leftPlotContainer">
-              <div class="comparison-placeholder" onclick="app.selectPlotForComparison('left')">
-                📊 Click to select first plot
-              </div>
-            </div>
-          </div>
-        </div>
-        <div class="comparison-panel">
-          <div class="comparison-panel-header">
-            <span class="comparison-panel-title" id="rightPlotTitle">Plot B</span>
-            <button class="comparison-replace-btn" onclick="app.replacePlot('right')" id="rightReplaceBtn">Replace</button>
-          </div>
-          <div class="comparison-panel-content">
-            <div class="comparison-plot-container" id="rightPlotContainer">
-              <div class="comparison-placeholder" onclick="app.selectPlotForComparison('right')">
-                📊 Click to select second plot
-              </div>
-            </div>
-          </div>
-        </div>
-      </div>
-    </div>
-  </div>
-
-  <!-- Configuration for JavaScript -->
-  <script>
-    // Configuration object for the gallery app
-    window.galleryConfig = {
-      searchDebounceMs: {{ ui.search_debounce_ms|default(300) }},
-      maxRecentPlots: {{ ui.max_recent_plots|default(20) }},
-      workDir: "{{ paths.work_dir }}",
-      stats: {% if stats %}{{ stats|tojson }}{% else %}null{% endif %}
-    };
-  </script>
-
-  <!-- Metadata Popup Script -->
-  <script src="{{ assets_path }}/js/metadata-popup.js"></script>
-
-  <!-- Metadata Section Script -->
-  <script src="{{ assets_path }}/js/metadata-section.js"></script>
-
-  <!-- Folder Metadata Script -->
-  <script src="{{ assets_path }}/js/folder-metadata.js"></script>
-
-  <!-- Main JavaScript Application -->
-  <script type="module" src="{{ assets_path }}/js/main.js"></script>
-</body>
-</html>
diff --git a/utils/backup.py b/utils/backup.py
deleted file mode 100644
index 0741c51..0000000
--- a/utils/backup.py
+++ /dev/null
@@ -1,30 +0,0 @@
-import zipfile
-import datetime
-from pathlib import Path
-
-WEB_FOLDER = Path("plots")
-BACKUP_FOLDER = Path("backups")
-
-
-def create_backup():
-    """Create a backup of the web folder."""
-    today = datetime.date.today().strftime("%Y%m%d")
-    backup_name = f"backup-{today}.zip"
-    backup_path = BACKUP_FOLDER / backup_name
-
-    BACKUP_FOLDER.mkdir(parents=True, exist_ok=True)
-
-    if backup_path.exists():
-        print(f"Backup already exists: {backup_path}")
-    else:
-        print(f"Creating backup: {backup_path}")
-        with zipfile.ZipFile(backup_path, "w", zipfile.ZIP_DEFLATED) as zipf:
-            for path in WEB_FOLDER.rglob("*"):
-                if path.is_file():
-                    arcname = path.relative_to(WEB_FOLDER.parent)
-                    zipf.write(path, arcname)
-        print("✅ Backup complete.")
-
-
-if __name__ == "__main__":
-    create_backup()
diff --git a/utils/config.py b/utils/config.py
deleted file mode 100644
index f2a906a..0000000
--- a/utils/config.py
+++ /dev/null
@@ -1,145 +0,0 @@
-"""
-Scientific Gallery Configuration Management
-
-This module provides dataclasses and utilities for managing configuration
-of the scientific gallery system, including paths, gallery settings,
-UI preferences, and data sources.
-"""
-
-from dataclasses import dataclass, field, asdict
-from pathlib import Path
-import yaml
-
-
-@dataclass
-class PathConfig:
-    """Configuration for system paths and directories."""
-    work_dir: str
-    web_folder: str
-
-
-@dataclass
-class GalleryConfig:
-    """Configuration for gallery generation and display settings."""
-    plot_root: str
-    png_dpi: int
-    backup_folder: str
-
-
-@dataclass
-class UIConfig:
-    """Configuration for user interface behavior and preferences."""
-    max_recent_plots: int
-    search_debounce_ms: int
-
-
-@dataclass
-class MetadataConfig:
-    """Configuration for metadata handling."""
-    cache_enabled: bool = True
-    inherit_from_parent: bool = True
-    supported_formats: list[str] = field(
-        default_factory=lambda: ['.yaml', '.yml', '.json']
-    )
-
-
-@dataclass
-class GalleryItem:
-    """Represents a single data source for the gallery."""
-    name: str
-    path: Path
-
-
-@dataclass
-class Config:
-    """
-    Main configuration class that aggregates all gallery settings.
-
-    Provides backward compatibility properties and methods for loading
-    configuration from YAML files.
-    """
-    paths: PathConfig
-    gallery: GalleryConfig
-    ui: UIConfig
-    metadata: MetadataConfig
-    sources: list[GalleryItem] = field(default_factory=list)
-
-    @property
-    def web_folder(self):
-        """Backward compatibility property for web folder path."""
-        return self.paths.web_folder
-
-    @property
-    def png_dpi(self):
-        """Backward compatibility property for PNG conversion DPI."""
-        return self.gallery.png_dpi
-
-    @property
-    def plot_root(self):
-        """Backward compatibility property for plot root directory."""
-        return self.gallery.plot_root
-
-    @property
-    def backup_folder(self):
-        """Backward compatibility property for backup folder path."""
-        return self.gallery.backup_folder
-
-    @classmethod
-    def from_yaml(cls, yaml_file: str) -> "Config":
-        """
-        Load configuration from a YAML file.
-
-        Args:
-            yaml_file: Path to the YAML configuration file
-
-        Returns:
-            Config instance with loaded settings
-
-        Raises:
-            FileNotFoundError: If the YAML file doesn't exist
-            yaml.YAMLError: If the YAML file is malformed
-        """
-        with open(yaml_file, "r") as f:
-            data = yaml.safe_load(f)
-
-        paths_data = data.get('paths', {})
-        gallery_data = data.get('gallery', {})
-        ui_data = data.get('ui', {})
-        metadata_data = data.get('metadata', {})
-        sources_data = data.get('sources', [])
-
-        paths = PathConfig(**paths_data)
-        gallery = GalleryConfig(**gallery_data)
-        ui = UIConfig(**ui_data)
-        metadata = MetadataConfig(**metadata_data)
-
-        sources = [
-            GalleryItem(name=source["name"], path=Path(source["path"]))
-            for source in sources_data
-        ]
-
-        return cls(
-            paths=paths,
-            gallery=gallery,
-            ui=ui,
-            metadata=metadata,
-            sources=sources
-        )
-
-    def to_yaml(self, yaml_file: str) -> None:
-        """
-        Save the current configuration to a YAML file.
-
-        Args:
-            yaml_file: Path where to save the YAML configuration
-
-        Raises:
-            IOError: If unable to write to the specified file
-        """
-        with open(yaml_file, "w") as f:
-            yaml.dump(asdict(self), f, default_flow_style=False)
-
-
-if __name__ == "__main__":
-    config = Config.from_yaml("config.yaml")
-    print("Loaded config successfully:", config)
diff --git a/utils/metadata.py b/utils/metadata.py
deleted file mode 100644
index 0fc56b2..0000000
--- a/utils/metadata.py
+++ /dev/null
@@ -1,159 +0,0 @@
-"""
-Metadata Management for Scientific Gallery Generator
-
-This module handles loading, parsing, and caching of metadata for plots
-and folders in the gallery system. Supports YAML and JSON formats with
-hierarchical inheritance.
-
-Features:
-- Load metadata from YAML/JSON files
-- Hierarchical metadata inheritance from parent folders
-- Plot-specific metadata overrides
-- Metadata caching for performance
-"""
-
-import json
-import yaml
-from pathlib import Path
-from typing import Dict, Any
-
-
-def load_metadata_file(metadata_path: Path) -> Dict[str, Any]:
-    """
-    Load metadata from a YAML or JSON file.
-
-    Args:
-        metadata_path: Path to the metadata file
-
-    Returns:
-        Dictionary containing the metadata, empty dict if file doesn't exist
-        or can't be parsed
-    """
-    if not metadata_path.exists():
-        return {}
-
-    try:
-        with metadata_path.open('r', encoding='utf-8') as f:
-            suffix_lower = metadata_path.suffix.lower()
-            if suffix_lower == '.yaml' or suffix_lower == '.yml':
-                return yaml.safe_load(f) or {}
-            elif metadata_path.suffix.lower() == '.json':
-                return json.load(f) or {}
-            else:
-                print(f"Warning: Unknown metadata file format: "
-                      f"{metadata_path}")
-                return {}
-    except (yaml.YAMLError, json.JSONDecodeError, IOError) as e:
-        print(f"Warning: Could not parse metadata file {metadata_path}: {e}")
-        raise e
-
-
-def load_folder_metadata(folder_path: Path) -> Dict[str, Any]:
-    """
-    Load folder-level metadata from metadata.yaml, metadata.yml, or metadata.json.
-
-    Args:
-        folder_path: Path to the folder to check for metadata
-
-    Returns:
-        Dictionary containing the folder metadata
-    """
-    # Try YAML first, then JSON for backwards compatibility
-    for filename in ['metadata.yaml', 'metadata.yml', 'metadata.json']:
-        metadata_path = folder_path / filename
-        if metadata_path.exists():
-            return load_metadata_file(metadata_path)
-
-    return {}
-
-
-def get_metadata_file_path(folder_path: Path) -> str:
-    """
-    Get the metadata file path for a folder. Returns existing file if found,
-    otherwise suggests metadata.yaml (preferred format).
-
-    Args:
-        folder_path: Path to the folder to check for metadata
-
-    Returns:
-        String path to the metadata file (existing or suggested)
-    """
-    # Preferred order: YAML first, then JSON
-    preferred_files = ['metadata.yaml', 'metadata.yml', 'metadata.json']
-
-    for filename in preferred_files:
-        metadata_path = folder_path / filename
-        if metadata_path.exists():
-            return str(metadata_path)
-
-    # If no file exists, suggest metadata.yaml (preferred format)
-    return str(folder_path / 'metadata.yaml')
-
-
-def merge_metadata(
-    parent_metadata: Dict[str, Any],
-    child_metadata: Dict[str, Any]
-) -> Dict[str, Any]:
-    """
-    Merge parent and child metadata, with child values overriding parent
-    values.
-
-    Args:
-        parent_metadata: Metadata from parent folder
-        child_metadata: Metadata from current folder
-
-    Returns:
-        Merged metadata dictionary
-    """
-    merged = parent_metadata.copy()
-    merged.update(child_metadata)
-    return merged
-
-
-def resolve_metadata_for_plot(
-    plot_path: Path,
-    inherited_metadata: Dict[str, Any]
-) -> Dict[str, Any]:
-    """
-    Resolve metadata for a specific plot by merging inherited metadata
-    with plot-specific metadata.
-
-    Args:
-        plot_path: Path to the plot file (PDF)
-        inherited_metadata: Metadata inherited from folder hierarchy
-
-    Returns:
-        Final merged metadata for the plot
-    """
-    plot_stem = plot_path.stem
-    plot_dir = plot_path.parent
-
-    # Check for plot-specific metadata files
-    for suffix in ['.yaml', '.yml', '.json']:
-        plot_metadata_path = plot_dir / f"{plot_stem}{suffix}"
-        if plot_metadata_path.exists():
-            plot_metadata = load_metadata_file(plot_metadata_path)
-            return merge_metadata(inherited_metadata, plot_metadata)
-
-    # No plot-specific metadata found, return inherited metadata
-    return inherited_metadata.copy()
-
-
-def save_metadata_cache(
-    web_dir: Path,
-    plot_metadata_cache: Dict[str, Dict[str, Any]]
-) -> None:
-    """
-    Save plot metadata cache to meta_cache.json in the web directory.
-
-    Args:
-        web_dir: Web directory where the cache file should be saved
-        plot_metadata_cache: Dictionary mapping plot names to their metadata
-    """
-    cache_path = web_dir / "meta_cache.json"
-    try:
-        with cache_path.open('w', encoding='utf-8') as f:
-            json.dump(plot_metadata_cache, f, indent=2, ensure_ascii=False)
-        print(f"Saved metadata cache: {cache_path}")
-    except IOError as e:
-        print(f"Warning: Could not save metadata cache {cache_path}: {e}")
diff --git a/utils/processing.py b/utils/processing.py
deleted file mode 100644
index 8407ecd..0000000
--- a/utils/processing.py
+++ /dev/null
@@ -1,230 +0,0 @@
-import shutil
-from typing import Any, Dict
-from pathlib import Path
-import subprocess
-from jinja2 import Template
-
-from utils.metadata import (
-    resolve_metadata_for_plot,
-    get_metadata_file_path,
-)
-from utils.stats import (
-    calculate_directory_stats,
-    format_file_size,
-)
-from utils.config import Config
-
-
-def process_html_file(
-        html_file: Path,
-        web_dir: Path,
-        current_metadata: Dict[str, Any] = None
-) -> dict:
-    """
-    Process HTML plot file, copying it to web directory.
-
-    Args:
-        html_file: Path to the source HTML file
-        web_dir: Target web directory
-        current_metadata: Current metadata dictionary for the plot
-
-    Returns:
-        Dictionary containing plot information
-    """
-    web_html = web_dir / html_file.name
-
-    if needs_update(html_file, web_html):
-        shutil.copy2(html_file, web_html)
-    else:
-        print(f"Skipping {html_file.name} (up to date)")
-
-    # Get source file creation time
-    source_creation_time = int(html_file.stat().st_ctime)
-
-    # Resolve metadata if provided
-    plot_metadata = {}
-    if current_metadata is not None:
-        plot_metadata = resolve_metadata_for_plot(html_file, current_metadata)
-
-    return {
-        "name": html_file.stem,
-        "html_href": html_file.name,
-        "is_html": True,
-        "metadata": plot_metadata,
-        "creation_time": source_creation_time
-    }
-
-
-def process_plot_files(
-        CONFIG: Config,
-        plot_file: Path,
-        web_dir: Path,
-        current_metadata: Dict[str, Any] = None,
-) -> dict:
-    """
-    Process plot files (PDF/PNG or HTML), handling conversion and copying.
-
-    Args:
-        plot_file: Path to the source plot file (PDF or HTML)
-        web_dir: Target web directory
-        current_metadata: Current metadata dictionary for the plot
-
-    Returns:
-        Dictionary containing plot information
-    """
-    if plot_file.suffix.lower() == '.html':
-        return process_html_file(plot_file, web_dir, current_metadata)
-
-    # Handle PDF files
-    png_file = plot_file.with_suffix(".png")
-    web_pdf = web_dir / plot_file.name
-    web_png = web_dir / png_file.name
-
-    if needs_update(plot_file, web_pdf):
-        shutil.copy2(plot_file, web_pdf)
-    else:
-        print(f"Skipping {plot_file.name} (up to date)")
-
-    if not png_file.exists():
-        convert_pdf_to_png(plot_file, CONFIG=CONFIG)
-
-    if needs_update(png_file, web_png):
-        shutil.copy2(png_file, web_png)
-    else:
-        print(f"Skipping {png_file.name} (up to date)")
-
-    source_creation_time = int(plot_file.stat().st_ctime)
-
-    plot_metadata = {}
-    if current_metadata is not None:
-        plot_metadata = resolve_metadata_for_plot(plot_file, current_metadata)
-
-    return {
-        "name": plot_file.stem,
-        "pdf_href": plot_file.name,
-        "png_href": png_file.name,
-        "is_html": False,
-        "metadata": plot_metadata,
-        "creation_time": source_creation_time
-    }
-
-
-def render_gallery_page(
-    CONFIG: Config,
-    template: Template,
-    web_dir: Path,
-    items: list,
-    subdirs: list,
-    relative_path: Path,
-    title: str = None,
-    metadata: dict = None
-) -> None:
-    """
-    Unified template rendering for all gallery pages.
-
-    Args:
-        web_dir: Target web directory
-        items: List of plot items
-        subdirs: List of subdirectory names
-        relative_path: Relative path from gallery root
-        title: Page title (optional)
-        metadata: Metadata dictionary (optional)
-    """
-    if title is None:
-        title = "Gallery" if relative_path == Path(
-            ".") else f"Gallery: {relative_path}"
-
-    if metadata is None:
-        metadata = {}
-
-    # Calculate statistics
-    current_stats = calculate_directory_stats(web_dir)
-    stats = {
-        "file_count": len(items),
-        "folder_count": len(subdirs),
-        "total_size": format_file_size(current_stats["total_size"]),
-        "total_size_bytes": current_stats["total_size"]
-    }
-
-    # Calculate relative path to assets
-    if relative_path == Path("."):
-        assets_path = "../assets"
-    else:
-        depth = len(relative_path.parts)
-        assets_path = "../" * (depth + 1) + "assets"
-
-    # For root level, show only directory structure
-    if relative_path == Path("."):
-        items = []
-
-    output_html = web_dir / "index.html"
-    with output_html.open("w") as f:
-        rendered_html = template.render(
-            title=title,
-            items=items,
-            subdirs=subdirs,
-            relpath=str(relative_path),
-            paths=CONFIG.paths,
-            ui=CONFIG.ui,
-            stats=stats,
-            folder_metadata=metadata,
-            assets_path=assets_path,
-            source_dir=str(web_dir),
-            metadata_file_path=get_metadata_file_path(web_dir)
-        )
-        f.write(rendered_html)
-
-    print(f"Generated {output_html}")
-
-
-def convert_pdf_to_png(pdf_path: Path, CONFIG: Config) -> None:
-    """
-    Convert a PDF file to PNG format using ImageMagick.
-
-    Only converts if the PNG doesn't exist or if the PDF is newer than
-    the PNG (with a 30-second buffer to handle filesystem timing issues).
-
-    Args:
-        pdf_path: Path to the source PDF file
-
-    Raises:
-        subprocess.CalledProcessError: If ImageMagick conversion fails
-    """
-    png_path = pdf_path.with_suffix(".png")
-
-    if png_path.exists():
-        pdf_mtime = pdf_path.stat().st_mtime
-        png_mtime = png_path.stat().st_mtime
-        if png_mtime >= (pdf_mtime + 30):
-            return
-        else:
-            print(f"PDF {pdf_path.name} is newer than PNG, reconverting...")
-
-    print(f"Converting {pdf_path} to PNG")
-    subprocess.run([
-        "convert",
-        "-density", str(CONFIG.png_dpi),
-        str(pdf_path),
-        "-quality", "95",
-        str(png_path)
-    ], check=True)
-
-
-def needs_update(source_file: Path, target_file: Path) -> bool:
-    """
-    Check if target file needs updating based on source modification time.
-
-    Args:
-        source_file: Path to the source file
-        target_file: Path to the target file
-
-    Returns:
-        True if target needs update, False otherwise
-    """
-    if not target_file.exists():
-        return True
-
-    source_mtime = source_file.stat().st_mtime
-    target_mtime = target_file.stat().st_mtime
-
-    return source_mtime > (target_mtime + 30)
diff --git a/utils/stats.py b/utils/stats.py
deleted file mode 100644
index d7d8ea4..0000000
--- a/utils/stats.py
+++ /dev/null
@@ -1,62 +0,0 @@
-from pathlib import Path
-
-
-def calculate_directory_stats(directory: Path) -> dict:
-    """
-    Calculate statistics for a directory.
-
-    Args:
-        directory: Path to the directory to analyze
-
-    Returns:
-        Dictionary containing file count, folder count, and total size
-    """
-    stats = {
-        "file_count": 0,
-        "folder_count": 0,
-        "total_size": 0,
-        "pdf_size": 0,
-        "png_size": 0,
-    }
-
-    if not directory.exists():
-        return stats
-
-    for item in directory.rglob("*"):
-        if item.is_file():
-            stats["file_count"] += 1
-            size = item.stat().st_size
-            stats["total_size"] += size
-
-            if item.suffix.lower() == '.pdf':
-                stats["pdf_size"] += size
-            elif item.suffix.lower() == '.png':
-                stats["png_size"] += size
-        elif item.is_dir():
-            stats["folder_count"] += 1
-
-    return stats
-
-
-def format_file_size(size_bytes: int) -> str:
-    """
-    Format file size in human readable format.
-
-    Args:
-        size_bytes: Size in bytes
-
-    Returns:
-        Formatted size string
-    """
-    if size_bytes == 0:
-        return "0 B"
-
-    size_names = ["B", "KB", "MB", "GB", "TB"]
-    size = float(size_bytes)
-    i = 0
-    while size >= 1024 and i < len(size_names) - 1:
-        size /= 1024
-        i += 1
-
-    return f"{size:.1f} {size_names[i]}"
-
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..016eeca
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1363 @@
+version = 1
+revision = 3
+requires-python = ">=3.8"
+resolution-markers = [
+    "python_full_version >= '3.15'",
+    "python_full_version >= '3.12' and python_full_version < '3.15'",
+    "python_full_version == '3.11.*'",
+    "python_full_version == '3.10.*'",
+    "python_full_version == '3.9.*'",
+    "python_full_version < '3.9'",
+]
+
+[[package]]
+name = "astroid"
+version = "3.2.4"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.9'",
+]
+dependencies = [
+    { name = "typing-extensions", version = "4.13.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9e/53/1067e1113ecaf58312357f2cd93063674924119d80d173adc3f6f2387aa2/astroid-3.2.4.tar.gz", hash = "sha256:0e14202810b30da1b735827f78f5157be2bbd4a7a59b7707ca0bfc2fb4c0063a", size = 397576, upload-time = "2024-07-20T12:57:43.26Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/80/96/b32bbbb46170a1c8b8b1f28c794202e25cfe743565e9d3469b8eb1e0cc05/astroid-3.2.4-py3-none-any.whl", hash = "sha256:413658a61eeca6202a59231abb473f932038fbcbf1666587f66d482083413a25", size = 276348, upload-time = "2024-07-20T12:57:40.886Z" },
+]
+
+[[package]]
+name = "astroid"
+version = "3.3.11"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version == '3.9.*'",
+]
+dependencies = [
+    { name = "typing-extensions", version = "4.15.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.9.*'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/18/74/dfb75f9ccd592bbedb175d4a32fc643cf569d7c218508bfbd6ea7ef9c091/astroid-3.3.11.tar.gz", hash = "sha256:1e5a5011af2920c7c67a53f65d536d65bfa7116feeaf2354d8b94f29573bb0ce", size = 400439, upload-time = "2025-07-13T18:04:23.177Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/af/0f/3b8fdc946b4d9cc8cc1e8af42c4e409468c84441b933d037e101b3d72d86/astroid-3.3.11-py3-none-any.whl", hash = "sha256:54c760ae8322ece1abd213057c4b5bba7c49818853fc901ef09719a60dbf9dec", size = 275612, upload-time = "2025-07-13T18:04:21.07Z" },
+]
+
+[[package]]
+name = "astroid"
+version = "4.0.4"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.15'",
+    "python_full_version >= '3.12' and python_full_version < '3.15'",
+    "python_full_version == '3.11.*'",
+    "python_full_version == '3.10.*'",
+]
+dependencies = [
+    { name = "typing-extensions", version = "4.15.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/07/63/0adf26577da5eff6eb7a177876c1cfa213856be9926a000f65c4add9692b/astroid-4.0.4.tar.gz", hash = "sha256:986fed8bcf79fb82c78b18a53352a0b287a73817d6dbcfba3162da36667c49a0", size = 406358, upload-time = "2026-02-07T23:35:07.509Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b0/cf/1c5f42b110e57bc5502eb80dbc3b03d256926062519224835ef08134f1f9/astroid-4.0.4-py3-none-any.whl", hash = "sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753", size = 276445, upload-time = "2026-02-07T23:35:05.344Z" },
+]
+
+[[package]]
+name = "black"
+version = "24.8.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.9'",
+]
+dependencies = [
+    { name = "click", version = "8.1.8", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
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