diff --git a/examples/prollytree-ui.html b/examples/prollytree-ui.html
deleted file mode 100644
index d1b68d7..0000000
--- a/examples/prollytree-ui.html
+++ /dev/null
@@ -1,2746 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Git-Prolly Visualization (beta)</title>
-    <style>
-        * {
-            margin: 0;
-            padding: 0;
-            box-sizing: border-box;
-        }
-
-        body {
-            font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;
-            background: #fafafa;
-            min-height: 100vh;
-            padding: 20px;
-            color: #1a1a1a;
-        }
-
-        .container {
-            max-width: 1400px;
-            margin: 0 auto;
-        }
-
-        .header {
-            background: #ffffff;
-            border-radius: 12px;
-            padding: 24px;
-            margin-bottom: 24px;
-            box-shadow: 0 1px 3px rgba(0, 0, 0, 0.1);
-            border: 1px solid #e5e5e5;
-        }
-
-        .header h1 {
-            color: #1a1a1a;
-            font-size: 28px;
-            font-weight: 600;
-            margin-bottom: 16px;
-        }
-
-        .repository-path {
-            color: #6b7280;
-            font-size: 14px;
-            margin-bottom: 16px;
-            font-family: ui-monospace, 'SF Mono', 'Monaco', 'Cascadia Code', 'Courier New', monospace;
-        }
-
-        .dataset-tags {
-            display: flex;
-            align-items: center;
-            gap: 8px;
-            margin-bottom: 16px;
-            flex-wrap: wrap;
-        }
-
-        .dataset-tag {
-            background: #3b82f6;
-            color: white;
-            padding: 6px 12px;
-            border-radius: 20px;
-            font-size: 13px;
-            font-weight: 500;
-            border: 2px solid #2563eb;
-        }
-
-        .controls {
-            display: flex;
-            align-items: center;
-            gap: 16px;
-        }
-
-        .branch-selector {
-            display: flex;
-            align-items: center;
-            gap: 8px;
-        }
-
-        .branch-selector label {
-            color: #6b7280;
-            font-weight: 500;
-            font-size: 14px;
-        }
-
-        .branch-selector select {
-            padding: 8px 12px;
-            border-radius: 6px;
-            border: 1px solid #d1d5db;
-            background: white;
-            color: #1a1a1a;
-            font-size: 14px;
-            cursor: pointer;
-            transition: all 0.2s ease;
-            min-width: 120px;
-        }
-
-        .branch-selector select:hover {
-            border-color: #3b82f6;
-        }
-
-        .branch-selector select:focus {
-            outline: none;
-            border-color: #3b82f6;
-            box-shadow: 0 0 0 3px rgba(59, 130, 246, 0.1);
-        }
-
-        .main-content {
-            display: grid;
-            grid-template-columns: 1fr 400px;
-            gap: 24px;
-        }
-
-        .graph-panel {
-            background: #ffffff;
-            border-radius: 12px;
-            padding: 24px;
-            box-shadow: 0 1px 3px rgba(0, 0, 0, 0.1);
-            border: 1px solid #e5e5e5;
-            max-height: 80vh;
-            overflow-y: auto;
-            position: relative;
-        }
-
-        .graph-panel::-webkit-scrollbar {
-            width: 8px;
-        }
-
-        .graph-panel::-webkit-scrollbar-track {
-            background: #f1f1f1;
-            border-radius: 4px;
-        }
-
-        .graph-panel::-webkit-scrollbar-thumb {
-            background: #c1c1c1;
-            border-radius: 4px;
-        }
-
-        .graph-panel::-webkit-scrollbar-thumb:hover {
-            background: #a8a8a8;
-        }
-
-        .details-panel {
-            background: #ffffff;
-            border-radius: 12px;
-            padding: 24px;
-            box-shadow: 0 1px 3px rgba(0, 0, 0, 0.1);
-            border: 1px solid #e5e5e5;
-            max-height: 80vh;
-            overflow-y: auto;
-            position: sticky;
-            top: 0;
-        }
-
-        .branch {
-            margin-bottom: 32px;
-        }
-
-        .branch.branch-hidden {
-            display: none;
-        }
-
-        .branch-header {
-            display: flex;
-            align-items: center;
-            gap: 12px;
-            margin-bottom: 16px;
-        }
-
-        .branch-name {
-            background: #3b82f6;
-            color: white;
-            padding: 6px 12px;
-            border-radius: 6px;
-            font-weight: 500;
-            font-size: 13px;
-        }
-
-        .branch-current {
-            background: #10b981;
-        }
-
-        .commits {
-            display: flex;
-            flex-direction: column;
-            gap: 4px;
-            margin-left: 40px;
-            position: relative;
-        }
-
-        .commits::before {
-            content: '';
-            position: absolute;
-            left: -21px;
-            top: 12px;
-            bottom: 12px;
-            width: 2px;
-            background: #d1d5db;
-            z-index: 0;
-        }
-
-        .commit {
-            display: flex;
-            align-items: center;
-            gap: 12px;
-            padding: 12px;
-            background: #f9fafb;
-            border-radius: 6px;
-            cursor: pointer;
-            transition: all 0.2s ease;
-            position: relative;
-            border: 1px solid transparent;
-        }
-
-        .commit::before {
-            content: '';
-            position: absolute;
-            left: -27px;
-            width: 12px;
-            height: 12px;
-            background: #3b82f6; /* Default blue for main */
-            border: 2px solid white;
-            border-radius: 50%;
-            box-shadow: 0 0 0 1px #e5e7eb, 0 1px 3px rgba(0, 0, 0, 0.1);
-            z-index: 2;
-        }
-
-        /* Branch-specific dot colors */
-        .commit.branch-main::before {
-            background: #3b82f6; /* Blue for main */
-        }
-
-        .commit.branch-feature-bulk-orders::before {
-            background: #f59e0b; /* Orange for bulk-orders */
-        }
-
-        .commit.branch-feature-new-products::before {
-            background: #f59e0b; /* Orange for new-products */
-        }
-
-        .commit.branch-feature-user-management::before {
-            background: #f59e0b; /* Orange for user-management */
-        }
-
-        .commit.branch-hotfix-user-validation::before {
-            background: #f59e0b; /* Orange for user-validation (hotfix) */
-        }
-
-        .commit.branch-other::before {
-            background: #f59e0b; /* Orange for other branches */
-        }
-
-        .commit::after {
-            content: '';
-            position: absolute;
-            left: -25px;
-            top: 50%;
-            width: 8px;
-            height: 2px;
-            background: #3b82f6;
-            transform: translateY(-50%);
-            z-index: 1;
-            border-radius: 1px;
-        }
-
-        .commit:hover {
-            background: #f3f4f6;
-            transform: translateX(2px);
-            border-color: #e5e7eb;
-        }
-
-        .commit.selected {
-            background: #eff6ff;
-            border-color: #3b82f6;
-        }
-
-        .commit-hash {
-            font-family: ui-monospace, 'SF Mono', 'Monaco', 'Cascadia Code', 'Courier New', monospace;
-            font-size: 11px;
-            color: #6b7280;
-            background: #f3f4f6;
-            padding: 2px 6px;
-            border-radius: 3px;
-            border: 1px solid #e5e7eb;
-        }
-
-        .commit-message {
-            flex: 1;
-            color: #1f2937;
-            font-size: 14px;
-            font-weight: 500;
-            white-space: nowrap;
-            overflow: hidden;
-            text-overflow: ellipsis;
-        }
-
-        .commit-time {
-            font-size: 12px;
-            color: #9ca3af;
-        }
-
-        .details-header {
-            color: #1f2937;
-            font-size: 18px;
-            font-weight: 600;
-            margin-bottom: 20px;
-            padding-bottom: 12px;
-            border-bottom: 1px solid #e5e7eb;
-            display: flex;
-            align-items: center;
-            justify-content: space-between;
-        }
-
-        .details-dataset-tag {
-            background: #3b82f6;
-            color: white;
-            padding: 4px 10px;
-            border-radius: 16px;
-            font-size: 12px;
-            font-weight: 500;
-        }
-
-        .commit-info {
-            background: #f9fafb;
-            padding: 16px;
-            border-radius: 6px;
-            margin-bottom: 20px;
-            border: 1px solid #f3f4f6;
-        }
-
-        .commit-info-row {
-            display: flex;
-            margin-bottom: 8px;
-        }
-
-        .commit-info-label {
-            font-weight: 500;
-            color: #6b7280;
-            width: 100px;
-        }
-
-        .commit-info-value {
-            color: #1f2937;
-            flex: 1;
-            word-break: break-all;
-        }
-
-        .changes-section {
-            margin-top: 20px;
-        }
-
-        .changes-header {
-            color: #1f2937;
-            font-size: 16px;
-            font-weight: 600;
-            margin-bottom: 12px;
-        }
-
-        .change-item {
-            background: white;
-            border-left: 3px solid #10b981;
-            padding: 12px;
-            margin-bottom: 8px;
-            border-radius: 6px;
-            border: 1px solid #f3f4f6;
-        }
-
-        .change-item.removed {
-            border-left-color: #ef4444;
-        }
-
-        .change-item.modified {
-            border-left-color: #f59e0b;
-        }
-
-        .change-type {
-            font-size: 11px;
-            font-weight: 600;
-            color: white;
-            padding: 2px 6px;
-            border-radius: 3px;
-            display: inline-block;
-            margin-bottom: 8px;
-        }
-
-        .change-type.added {
-            background: #10b981;
-        }
-
-        .change-type.removed {
-            background: #ef4444;
-        }
-
-        .change-type.modified {
-            background: #f59e0b;
-        }
-
-        .change-key {
-            font-family: ui-monospace, 'SF Mono', 'Monaco', 'Cascadia Code', 'Courier New', monospace;
-            font-size: 13px;
-            color: #1f2937;
-            margin-bottom: 4px;
-            font-weight: 600;
-        }
-
-        .change-value {
-            font-family: ui-monospace, 'SF Mono', 'Monaco', 'Cascadia Code', 'Courier New', monospace;
-            font-size: 12px;
-            color: #6b7280;
-            background: #f9fafb;
-            padding: 8px;
-            border-radius: 4px;
-            margin-top: 4px;
-            word-break: break-all;
-            border: 1px solid #f3f4f6;
-        }
-
-        .empty-state {
-            text-align: center;
-            color: #9ca3af;
-            padding: 40px;
-        }
-
-        .empty-state svg {
-            width: 64px;
-            height: 64px;
-            margin-bottom: 16px;
-            opacity: 0.5;
-        }
-
-        .dataset-header {
-            background: #f9fafb;
-            border: 1px solid #e5e7eb;
-            border-radius: 8px;
-            padding: 16px;
-            margin-bottom: 20px;
-            margin-top: 20px;
-        }
-
-        .dataset-header h3 {
-            color: #1f2937;
-            font-size: 18px;
-            font-weight: 600;
-            margin: 0;
-        }
-
-        .dataset-content {
-            margin-bottom: 40px;
-        }
-
-        .dataset-content:last-child {
-            margin-bottom: 0;
-        }
-
-        .branch-timeline {
-            padding: 20px 0;
-        }
-
-        .branch-timeline-header {
-            margin-bottom: 24px;
-            text-align: center;
-            background: linear-gradient(135deg, #3b82f6, #1d4ed8);
-            color: white;
-            padding: 24px;
-            border-radius: 12px;
-            box-shadow: 0 4px 12px rgba(59, 130, 246, 0.3);
-        }
-
-        .branch-timeline-header h2 {
-            font-size: 24px;
-            font-weight: 600;
-            margin-bottom: 8px;
-        }
-
-        .timeline-description {
-            font-size: 14px;
-            opacity: 0.9;
-            margin: 0;
-        }
-
-        .unified-commit {
-            background: linear-gradient(135deg, #f8fafc, #f1f5f9);
-            border-left: 4px solid #3b82f6;
-            margin-bottom: 12px;
-            position: relative;
-            transition: all 0.3s ease;
-        }
-
-        .unified-commit:hover {
-            background: linear-gradient(135deg, #f1f5f9, #e2e8f0);
-            transform: translateX(4px);
-            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.1);
-        }
-
-        .commit-dataset-tag {
-            background: linear-gradient(135deg, #10b981, #059669);
-            color: white;
-            padding: 4px 10px;
-            border-radius: 12px;
-            font-size: 11px;
-            font-weight: 600;
-            margin-right: 12px;
-            text-transform: uppercase;
-            letter-spacing: 0.5px;
-            box-shadow: 0 2px 4px rgba(16, 185, 129, 0.3);
-        }
-
-        .dataset-changes {
-            margin-bottom: 20px;
-        }
-
-        .dataset-changes-header {
-            background: linear-gradient(135deg, #8b5cf6, #7c3aed);
-            color: white;
-            padding: 8px 16px;
-            border-radius: 8px;
-            font-size: 14px;
-            font-weight: 600;
-            margin-bottom: 12px;
-            box-shadow: 0 2px 8px rgba(139, 92, 246, 0.3);
-        }
-    </style>
-</head>
-<body>
-    <div class="container">
-        <div class="header">
-            <h1>🌳 Git-Prolly Visualization (beta)</h1>
-            <div class="repository-path">Repository: /tmp/multi-dataset-demo/customers</div>
-            <div class="dataset-tags">
-                <span class="dataset-tag">Products</span>
-                <span class="dataset-tag">Orders</span>
-                <span class="dataset-tag">Inventory</span>
-            </div>
-            <div class="controls">
-                <div class="branch-selector">
-                    <label for="branch-select">Branch:</label>
-                    <select id="branch-select" onchange="filterByBranch(this.value)">
-                        <option value="audit/quarterly-review">audit/quarterly-review</option>
-                        <option value="develop">develop</option>
-                        <option value="feature/new-products">feature/new-products</option>
-                        <option value="feature/vip-customers">feature/vip-customers</option>
-                        <option value="main" selected>main</option>
-                        <option value="operations/restock">operations/restock</option>
-                        <option value="processing/batch-1">processing/batch-1</option>
-                        <option value="release/v1.2">release/v1.2</option>
-                        <option value="urgent/priority-orders">urgent/priority-orders</option>
-                    </select>
-                </div>
-            </div>
-        </div>
-
-        <div class="main-content">
-            <div class="graph-panel">
-                
-            </div>
-
-            <div class="details-panel">
-                <div id="commit-details">
-                    <div class="empty-state">
-                        <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2">
-                            <circle cx="12" cy="12" r="10"></circle>
-                            <path d="M12 6v6l4 2"></path>
-                        </svg>
-                        <p>Select a commit to view details</p>
-                    </div>
-                </div>
-            </div>
-        </div>
-    </div>
-
-    <script>
-        const datasets = {};
-        datasets["Products"] = {
-    branches: [
-        {
-                            name: "audit/quarterly-review",
-                            current: false
-                        },
-            {
-                            name: "develop",
-                            current: false
-                        },
-            {
-                            name: "feature/new-products",
-                            current: false
-                        },
-            {
-                            name: "feature/vip-customers",
-                            current: false
-                        },
-            {
-                            name: "main",
-                            current: true
-                        },
-            {
-                            name: "operations/restock",
-                            current: false
-                        },
-            {
-                            name: "processing/batch-1",
-                            current: false
-                        },
-            {
-                            name: "release/v1.2",
-                            current: false
-                        },
-            {
-                            name: "urgent/priority-orders",
-                            current: false
-                        }
-    ],
-    commits: {
-        "0f6e679e932f155cbddeeacceec65bd222372afe": {
-                            info: {
-                                id: "0f6e679e932f155cbddeeacceec65bd222372afe",
-                                author: "Demo User",
-                                message: "Add VIP customer status",
-                                timestamp: 1754805766
-                            },
-                            changes: [],
-                            branches: ["develop", "feature/vip-customers"]
-                        },
-        "a999cf3d2c2c3a1a1e1b5833f568009be24592ec": {
-                            info: {
-                                id: "a999cf3d2c2c3a1a1e1b5833f568009be24592ec",
-                                author: "Demo User",
-                                message: "Initial orders",
-                                timestamp: 1754805767
-                            },
-                            changes: [],
-                            branches: ["audit/quarterly-review", "main", "operations/restock", "processing/batch-1", "urgent/priority-orders"]
-                        },
-        "bf240556854e03dedd7e001ca22b64c889b8d08a": {
-                            info: {
-                                id: "bf240556854e03dedd7e001ca22b64c889b8d08a",
-                                author: "Demo User",
-                                message: "Add tablet to catalog",
-                                timestamp: 1754805767
-                            },
-                            changes: [{"key": [112,114,111,100,117,99,116,58,50,48,48,56], "operation": {"Added": [84,97,98,108,101,116,32,49,48,32,105,110,99,104]}}],
-                            branches: ["feature/new-products", "release/v1.2"]
-                        },
-        "42abfa9df9fe05e2aff4bc1cfb640c06c1f10fca": {
-                            info: {
-                                id: "42abfa9df9fe05e2aff4bc1cfb640c06c1f10fca",
-                                author: "Demo User",
-                                message: "Initial customer data",
-                                timestamp: 1754805766
-                            },
-                            changes: [],
-                            branches: ["audit/quarterly-review", "develop", "feature/new-products", "feature/vip-customers", "main", "operations/restock", "processing/batch-1", "release/v1.2", "urgent/priority-orders"]
-                        },
-        "72d6c9500d056e125a78a7a67c9f65141acbaded": {
-                            info: {
-                                id: "72d6c9500d056e125a78a7a67c9f65141acbaded",
-                                author: "Demo User",
-                                message: "Order 3003 delivered",
-                                timestamp: 1754805767
-                            },
-                            changes: [],
-                            branches: ["processing/batch-1", "urgent/priority-orders"]
-                        },
-        "ebcc09213eeacf648eb49477ca1efa2f656d6377": {
-                            info: {
-                                id: "ebcc09213eeacf648eb49477ca1efa2f656d6377",
-                                author: "Demo User",
-                                message: "Add gaming and streaming products",
-                                timestamp: 1754805767
-                            },
-                            changes: [{"key": [112,114,111,100,117,99,116,58,50,48,48,54], "operation": {"Added": [71,97,109,105,110,103,32,72,101,97,100,115,101,116]}}, {"key": [112,114,111,100,117,99,116,58,50,48,48,55], "operation": {"Added": [87,101,98,99,97,109,32,72,68]}}],
-                            branches: ["feature/new-products", "release/v1.2"]
-                        },
-        "1c2d5c355cd35cd822db2a8f0790b1ce3807c370": {
-                            info: {
-                                id: "1c2d5c355cd35cd822db2a8f0790b1ce3807c370",
-                                author: "Demo User",
-                                message: "Product updates for v1.2 release",
-                                timestamp: 1754805767
-                            },
-                            changes: [{"key": [112,114,111,100,117,99,116,58,50,48,48,49], "operation": {"Modified": {"old": [76,97,112,116,111,112,32,80,114,111,32,49,53], "new": [76,97,112,116,111,112,32,80,114,111,32,49,53,32,40,85,112,100,97,116,101,100,41]}}}, {"key": [112,114,111,100,117,99,116,58,50,48,48,57], "operation": {"Added": [76,97,112,116,111,112,32,80,114,111,32,49,51]}}],
-                            branches: ["release/v1.2"]
-                        },
-        "c16f8cc0a3dd095edc86a7af7db22ec65a98c624": {
-                            info: {
-                                id: "c16f8cc0a3dd095edc86a7af7db22ec65a98c624",
-                                author: "Demo User",
-                                message: "Update order status - batch 1 shipped",
-                                timestamp: 1754805767
-                            },
-                            changes: [],
-                            branches: ["processing/batch-1", "urgent/priority-orders"]
-                        },
-        "5a2cce2798b32016f8c8b5af1c58e0e5fc65b93c": {
-                            info: {
-                                id: "5a2cce2798b32016f8c8b5af1c58e0e5fc65b93c",
-                                author: "Demo User",
-                                message: "Development customer additions",
-                                timestamp: 1754805766
-                            },
-                            changes: [],
-                            branches: ["develop"]
-                        },
-        "3bf712d9f10a186e3231173061e7ced35ba2cd65": {
-                            info: {
-                                id: "3bf712d9f10a186e3231173061e7ced35ba2cd65",
-                                author: "Demo User",
-                                message: "Add priority orders",
-                                timestamp: 1754805767
-                            },
-                            changes: [],
-                            branches: ["urgent/priority-orders"]
-                        },
-        "0d63d6b8a5e95aafbbce930ad363aaa645f8252f": {
-                            info: {
-                                id: "0d63d6b8a5e95aafbbce930ad363aaa645f8252f",
-                                author: "Demo User",
-                                message: "Initial commit",
-                                timestamp: 1754805766
-                            },
-                            changes: [],
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-                <div class="commit-info">
-                    <div class="commit-info-row">
-                        <span class="commit-info-label">Hash:</span>
-                        <span class="commit-info-value">` + commit.info.id + `</span>
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-                    <div class="commit-info-row">
-                        <span class="commit-info-label">Author:</span>
-                        <span class="commit-info-value">` + commit.info.author + `</span>
-                    </div>
-                    <div class="commit-info-row">
-                        <span class="commit-info-label">Message:</span>
-                        <span class="commit-info-value">` + commit.info.message + `</span>
-                    </div>
-                    <div class="commit-info-row">
-                        <span class="commit-info-label">Timestamp:</span>
-                        <span class="commit-info-value">` + new Date(commit.info.timestamp * 1000).toLocaleString() + `</span>
-                    </div>
-                </div>
-
-                <div class="changes-section">
-                    <div class="changes-header">Changes (` + commit.changes.length + `)</div>
-                    ` + commit.changes.map(change => {
-                        let changeType = '';
-                        let changeClass = '';
-                        let valueHtml = '';
-
-                        if (change.operation.Added) {
-                            changeType = 'ADDED';
-                            changeClass = 'added';
-                            valueHtml = '<div class="change-value">' + escapeHtml(arrayToString(change.operation.Added)) + '</div>';
-                        } else if (change.operation.Removed) {
-                            changeType = 'REMOVED';
-                            changeClass = 'removed';
-                            valueHtml = '<div class="change-value">' + escapeHtml(arrayToString(change.operation.Removed)) + '</div>';
-                        } else if (change.operation.Modified) {
-                            changeType = 'MODIFIED';
-                            changeClass = 'modified';
-                            valueHtml = '<div class="change-value">Old: ' + escapeHtml(arrayToString(change.operation.Modified.old)) + '</div>' +
-                                       '<div class="change-value">New: ' + escapeHtml(arrayToString(change.operation.Modified.new)) + '</div>';
-                        }
-
-                        return '<div class="change-item ' + changeClass + '">' +
-                               '<span class="change-type ' + changeClass + '">' + changeType + '</span>' +
-                               '<div class="change-key">' + escapeHtml(arrayToString(change.key)) + '</div>' +
-                               valueHtml +
-                               '</div>';
-                    }).join('') + `
-                </div>
-            `;
-
-            document.getElementById('commit-details').innerHTML = detailsHtml;
-        }
-
-        function escapeHtml(text) {
-            const div = document.createElement('div');
-            div.textContent = text;
-            return div.innerHTML;
-        }
-
-        function arrayToString(arr) {
-            if (Array.isArray(arr)) {
-                try {
-                    return new TextDecoder().decode(new Uint8Array(arr));
-                } catch {
-                    return arr.join(', ');
-                }
-            }
-            return String(arr);
-        }
-
-        function formatTime(timestamp) {
-            const date = new Date(timestamp * 1000);
-            const now = new Date();
-            const diff = now - date;
-
-            if (diff < 3600000) {
-                return Math.floor(diff / 60000) + ' min ago';
-            } else if (diff < 86400000) {
-                return Math.floor(diff / 3600000) + ' hours ago';
-            } else {
-                return Math.floor(diff / 86400000) + ' days ago';
-            }
-        }
-
-        function filterByBranch(selectedBranch) {
-            clearCommitDetails();
-            // Always create unified timeline for the selected branch
-            createUnifiedBranchTimeline(selectedBranch);
-        }
-
-        function filterCommitsForBranch(commits, branchName) {
-            // Return ALL commits for this branch, sorted by timestamp descending (most recent first)
-            return [...commits].sort((a, b) => b.timestamp - a.timestamp);
-        }
-
-        function getBranchCssClass(branchName) {
-            // Convert branch name to CSS class
-            const cleanBranchName = branchName.replace(/[^a-zA-Z0-9-]/g, '-').toLowerCase();
-            return `branch-${cleanBranchName}`;
-        }
-
-        function isCommitInMainBranch(commitId) {
-            // Check if this commit exists in main branch
-            const mainBranch = gitRepository.branches.find(branch => branch.name === 'main');
-            if (mainBranch) {
-                return mainBranch.commits.some(commit => commit.id === commitId);
-            }
-            return false;
-        }
-
-        function createUnifiedBranchTimeline(branchName) {
-            const graphPanel = document.querySelector('.graph-panel');
-
-            // Find the git branch
-            const gitBranch = gitRepository.branches.find(branch => branch.name === branchName);
-
-            if (!gitBranch) {
-                graphPanel.innerHTML = `
-                    <div class="branch-timeline">
-                        <div class="empty-state">
-                            <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2">
-                                <circle cx="12" cy="12" r="10"></circle>
-                                <path d="M12 6v6l4 2"></path>
-                            </svg>
-                            <p>Branch not found</p>
-                        </div>
-                    </div>
-                `;
-                return;
-            }
-
-            // Get commits from this git branch and sort by timestamp descending (most recent first)
-            const commits = [...gitBranch.commits].sort((a, b) => b.timestamp - a.timestamp);
-
-            // Filter commits to show branch-relevant ones
-            const relevantCommits = filterCommitsForBranch(commits, branchName);
-
-            // Generate unified timeline HTML without branch header
-            let timelineHtml = `
-                <div class="branch-timeline">
-                    <div class="commits">
-            `;
-
-            if (relevantCommits.length === 0) {
-                timelineHtml += `
-                    <div class="empty-state">
-                        <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2">
-                            <circle cx="12" cy="12" r="10"></circle>
-                            <path d="M8 12l2 2 4-4"></path>
-                        </svg>
-                        <p>No commits found</p>
-                    </div>
-                `;
-            } else {
-                relevantCommits.forEach(commit => {
-                    const shortHash = commit.id.substring(0, 8);
-
-                    // No activity indicator needed - keep commit messages clean
-                    const branchActivityIndicator = "";
-
-                    // Determine dot color: blue for commits in main branch, orange for branch-only commits
-                    const isInMain = isCommitInMainBranch(commit.id);
-                    const branchCssClass = isInMain ? 'branch-main' : 'branch-other';
-
-                    timelineHtml += `
-                        <div class="commit unified-commit ${branchCssClass}" onclick="showGitCommitDetails('${commit.id}', this)">
-                            <span class="commit-hash">${shortHash}</span>
-                            <span class="commit-message">${branchActivityIndicator}${escapeHtml(commit.message)}</span>
-                            <span class="commit-time">${formatTime(commit.timestamp)}</span>
-                        </div>
-                    `;
-                });
-            }
-
-            timelineHtml += `
-                    </div>
-                </div>
-            `;
-
-            graphPanel.innerHTML = timelineHtml;
-        }
-
-        function showGitCommitDetails(commitId, element) {
-            // Remove previous selection
-            document.querySelectorAll('.commit').forEach(el => {
-                el.classList.remove('selected');
-            });
-
-            // Add selection to current commit
-            element.classList.add('selected');
-
-            // Find the commit, prioritizing main branch for shared commits
-            let commit = null;
-            // First try to find the commit in main branch (which has real data extraction)
-            const mainBranch = gitRepository.branches.find(b => b.name === 'main');
-            if (mainBranch) {
-                commit = mainBranch.commits.find(c => c.id === commitId);
-            }
-            // If not found in main branch, search other branches
-            if (!commit) {
-                for (const branch of gitRepository.branches) {
-                    commit = branch.commits.find(c => c.id === commitId);
-                    if (commit) break;
-                }
-            }
-
-            if (!commit) return;
-
-            // Generate dataset changes HTML
-            let datasetChangesHtml = '';
-            let totalChanges = 0;
-
-            if (commit.datasetChanges) {
-                Object.keys(commit.datasetChanges).forEach(datasetName => {
-                    const changes = commit.datasetChanges[datasetName];
-                    if (changes && changes.length > 0) {
-                        totalChanges += changes.length;
-                        datasetChangesHtml += `
-                            <div class="dataset-changes">
-                                <h4 class="dataset-changes-header">📁 ${datasetName} (${changes.length} changes)</h4>
-                                ${changes.map(change => {
-                                    let changeType = '';
-                                    let changeClass = '';
-                                    let valueHtml = '';
-
-                                    if (change.operation.Added) {
-                                        changeType = 'ADDED';
-                                        changeClass = 'added';
-                                        valueHtml = '<div class="change-value">' + escapeHtml(arrayToString(change.operation.Added)) + '</div>';
-                                    } else if (change.operation.Removed) {
-                                        changeType = 'REMOVED';
-                                        changeClass = 'removed';
-                                        valueHtml = '<div class="change-value">' + escapeHtml(arrayToString(change.operation.Removed)) + '</div>';
-                                    } else if (change.operation.Modified) {
-                                        changeType = 'MODIFIED';
-                                        changeClass = 'modified';
-                                        valueHtml = '<div class="change-value">Old: ' + escapeHtml(arrayToString(change.operation.Modified.old)) + '</div>' +
-                                                   '<div class="change-value">New: ' + escapeHtml(arrayToString(change.operation.Modified.new)) + '</div>';
-                                    }
-
-                                    return '<div class="change-item ' + changeClass + '">' +
-                                           '<span class="change-type ' + changeClass + '">' + changeType + '</span>' +
-                                           '<div class="change-key">' + escapeHtml(arrayToString(change.key)) + '</div>' +
-                                           valueHtml +
-                                           '</div>';
-                                }).join('')}
-                            </div>
-                        `;
-                    }
-                });
-            }
-
-            if (datasetChangesHtml === '') {
-                datasetChangesHtml = `
-                    <div class="empty-state">
-                        <p style="color: #6b7280; font-style: italic;">No prolly-tree changes detected in this commit.</p>
-                    </div>
-                `;
-            }
-
-            const detailsHtml = `
-                <div class="details-header">
-                    Git Commit Details
-                </div>
-                <div class="commit-info">
-                    <div class="commit-info-row">
-                        <span class="commit-info-label">Hash:</span>
-                        <span class="commit-info-value">${commit.id}</span>
-                    </div>
-                    <div class="commit-info-row">
-                        <span class="commit-info-label">Author:</span>
-                        <span class="commit-info-value">${commit.author}</span>
-                    </div>
-                    <div class="commit-info-row">
-                        <span class="commit-info-label">Message:</span>
-                        <span class="commit-info-value">${commit.message}</span>
-                    </div>
-                    <div class="commit-info-row">
-                        <span class="commit-info-label">Timestamp:</span>
-                        <span class="commit-info-value">${new Date(commit.timestamp * 1000).toLocaleString()}</span>
-                    </div>
-                </div>
-                <div class="changes-section">
-                    <div class="changes-header">Prolly-Tree Data Changes (${totalChanges} total)</div>
-                    ${datasetChangesHtml}
-                </div>
-            `;
-
-            document.getElementById('commit-details').innerHTML = detailsHtml;
-        }
-
-        // Initialize the page with main branch selected
-        document.addEventListener('DOMContentLoaded', function() {
-            const branchSelect = document.getElementById('branch-select');
-            if (branchSelect && branchSelect.value) {
-                filterByBranch(branchSelect.value);
-            }
-        });
-
-    </script>
-</body>
-</html>
\ No newline at end of file
diff --git a/src/bin/prolly-ui.rs b/src/bin/prolly-ui.rs
index bb0d9c7..12d9355 100644
--- a/src/bin/prolly-ui.rs
+++ b/src/bin/prolly-ui.rs
@@ -35,6 +35,10 @@ struct Cli {
     /// Specify which subdirectories are datasets (if not specified, all subdirectories with prolly data will be used)
     #[arg(short = 'd', long = "dataset", value_name = "NAME")]
     datasets: Vec<String>,
+
+    /// Filter to specific branches (if not specified, all branches will be processed)
+    #[arg(short = 'b', long = "branch", value_name = "BRANCH")]
+    branches: Vec<String>,
 }
 
 #[derive(Debug, Clone)]
@@ -92,7 +96,28 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
 
     // Discover or use specified datasets
     let dataset_names = if cli.datasets.is_empty() {
-        discover_datasets(&repo_path)?
+        // Auto-discover datasets and format them properly
+        let discovered = discover_datasets(&repo_path)?;
+        // Convert discovered dataset names to proper format with full paths
+        discovered
+            .into_iter()
+            .map(|name| {
+                // Capitalize first letter for the tag
+                let tag = name
+                    .chars()
+                    .enumerate()
+                    .map(|(i, c)| {
+                        if i == 0 {
+                            c.to_uppercase().to_string()
+                        } else {
+                            c.to_string()
+                        }
+                    })
+                    .collect::<String>();
+                // Return in "Tag:Path" format
+                format!("{}:{}", tag, repo_path.join(&name).display())
+            })
+            .collect()
     } else {
         cli.datasets
     };
@@ -137,7 +162,7 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
             tag,
             dataset_path.display()
         );
-        match process_dataset(tag.clone(), &dataset_path) {
+        match process_dataset(tag.clone(), &dataset_path, &cli.branches) {
             Ok(dataset) => datasets.push(dataset),
             Err(e) => eprintln!("  ⚠️  Failed to process dataset '{tag}': {e}"),
         }
@@ -165,7 +190,7 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
         .collect();
 
     let (git_branches, git_commits) =
-        process_git_repository(&repo_path, &dataset_mappings, &datasets)?;
+        process_git_repository(&repo_path, &dataset_mappings, &datasets, &cli.branches)?;
 
     let repository_data = RepositoryData {
         path: repo_path,
@@ -219,6 +244,7 @@ fn process_git_repository(
     repo_path: &Path,
     dataset_mappings: &[(String, String)],
     datasets: &[DatasetInfo],
+    branch_filter: &[String],
 ) -> GitRepositoryResult {
     use std::process::Command;
 
@@ -243,7 +269,7 @@ fn process_git_repository(
     let mut current_branch = String::new();
 
     // Parse branches
-    let branch_names: Vec<String> = branch_list
+    let all_branch_names: Vec<String> = branch_list
         .lines()
         .filter_map(|line| {
             let trimmed = line.trim();
@@ -258,6 +284,16 @@ fn process_git_repository(
         })
         .collect();
 
+    // Filter branches if specified
+    let branch_names: Vec<String> = if branch_filter.is_empty() {
+        all_branch_names
+    } else {
+        all_branch_names
+            .into_iter()
+            .filter(|branch| branch_filter.contains(branch))
+            .collect()
+    };
+
     // Store original branch to restore later
     let original_branch = current_branch.clone();
 
@@ -470,7 +506,6 @@ fn calculate_commit_changes(
                     if !changes.is_empty() {
                         dataset_changes.insert(dataset_tag.clone(), changes);
                     }
-                    // Don't insert anything if no changes - this is normal
                 }
             }
         }
@@ -496,8 +531,9 @@ fn get_prolly_changes_from_commit(
         .output()?;
 
     if output.status.success() {
+        let stdout_str = String::from_utf8(output.stdout)?;
         // Parse the output from git-prolly show
-        return parse_prolly_show_output(&String::from_utf8(output.stdout)?);
+        return parse_prolly_show_output(&stdout_str);
     }
 
     // If the exact commit doesn't exist, try to find recent commits with changes
@@ -599,14 +635,14 @@ fn parse_prolly_show_output(show_output: &str) -> Result<Vec<KvDiff>, Box<dyn st
                     }
                 }
             }
-        } else if line.contains("[33mM ") && line.contains(": ") && line.contains(" -> ") {
-            // Modified key (yellow)
-            if let Some(start) = line.find("[33mM ") {
+        } else if line.contains("[33m~ ") && line.contains(" = ") && line.contains(" -> ") {
+            // Modified key (yellow) - format: [33m~ key = "old" -> "new"[0m
+            if let Some(start) = line.find("[33m~ ") {
                 if let Some(end) = line.find("[0m") {
-                    let content = &line[start + 6..end]; // Skip "[33mM "
-                    if let Some(colon_pos) = content.find(": ") {
-                        let key = content[..colon_pos].to_string();
-                        let change_part = &content[colon_pos + 2..];
+                    let content = &line[start + 6..end]; // Skip "[33m~ "
+                    if let Some(eq_pos) = content.find(" = ") {
+                        let key = content[..eq_pos].to_string();
+                        let change_part = &content[eq_pos + 3..]; // Skip " = "
                         if let Some(arrow_pos) = change_part.find(" -> ") {
                             let mut old_value = change_part[..arrow_pos].to_string();
                             let mut new_value = change_part[arrow_pos + 4..].to_string();
@@ -620,6 +656,7 @@ fn parse_prolly_show_output(show_output: &str) -> Result<Vec<KvDiff>, Box<dyn st
                             // Clean up quotes properly
                             old_value = old_value.trim_matches('"').to_string();
                             new_value = new_value.trim_matches('"').to_string();
+
                             diffs.push(KvDiff {
                                 key: key.into_bytes(),
                                 operation: DiffOperation::Modified {
@@ -762,13 +799,27 @@ fn get_diff_between_commits(
     Ok(diffs)
 }
 
-fn process_dataset(name: String, path: &Path) -> Result<DatasetInfo, Box<dyn std::error::Error>> {
+fn process_dataset(
+    name: String,
+    path: &Path,
+    branch_filter: &[String],
+) -> Result<DatasetInfo, Box<dyn std::error::Error>> {
     let store = GitVersionedKvStore::<32>::open(path)?;
 
     // Get all branches
-    let branches = store.list_branches()?;
+    let all_branches = store.list_branches()?;
     let current_branch = store.current_branch().to_string();
 
+    // Filter branches if specified
+    let branches = if branch_filter.is_empty() {
+        all_branches
+    } else {
+        all_branches
+            .into_iter()
+            .filter(|branch| branch_filter.contains(branch))
+            .collect()
+    };
+
     let mut branch_infos = Vec::new();
     let mut commit_details = HashMap::new();
     let mut processed_commits = HashSet::new();
@@ -870,29 +921,41 @@ fn generate_html(repository: &RepositoryData) -> Result<String, Box<dyn std::err
             margin-bottom: 16px;
         }}
 
+        .repo-and-datasets {{
+            display: flex;
+            align-items: center;
+            gap: 12px;
+            margin-bottom: 16px;
+            flex-wrap: wrap;
+        }}
+
         .repository-path {{
+            display: inline-block;
+            background: #f3f4f6;
             color: #6b7280;
-            font-size: 14px;
-            margin-bottom: 16px;
+            font-size: 12px;
+            padding: 4px 8px;
+            border-radius: 6px;
             font-family: ui-monospace, 'SF Mono', 'Monaco', 'Cascadia Code', 'Courier New', monospace;
+            border: 1px solid #e5e7eb;
         }}
 
         .dataset-tags {{
             display: flex;
             align-items: center;
             gap: 8px;
-            margin-bottom: 16px;
             flex-wrap: wrap;
         }}
 
         .dataset-tag {{
-            background: #3b82f6;
-            color: white;
-            padding: 6px 12px;
-            border-radius: 20px;
-            font-size: 13px;
+            background: #f9fafb;
+            color: #374151;
+            padding: 4px 10px;
+            border-radius: 6px;
+            font-size: 12px;
             font-weight: 500;
-            border: 2px solid #2563eb;
+            border: 1px solid #d1d5db;
+            cursor: default;
         }}
 
         .controls {{
@@ -1355,9 +1418,11 @@ fn generate_html(repository: &RepositoryData) -> Result<String, Box<dyn std::err
     <div class="container">
         <div class="header">
             <h1>🌳 Git-Prolly Visualization (beta)</h1>
-            <div class="repository-path">Repository: {repo_path}</div>
-            <div class="dataset-tags">
-                {dataset_tags}
+            <div class="repo-and-datasets">
+                <div class="repository-path">Repository: {repo_path}</div>
+                <div class="dataset-tags">
+                    {dataset_tags}
+                </div>
             </div>
             <div class="controls">
                 <div class="branch-selector">
diff --git a/tests/setup-agentdb.sh b/tests/setup-agentdb.sh
new file mode 100755
index 0000000..1252b6f
--- /dev/null
+++ b/tests/setup-agentdb.sh
@@ -0,0 +1,388 @@
+#!/bin/bash
+
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+set -e  # Exit on any error
+
+# Ensure the script is run from the project root
+cargo build --features "git sql" --bin prolly-ui
+
+# Get project root path dynamically
+if [[ ! -f "Cargo.toml" ]]; then
+    echo "❌ Error: Run this script from the ProllyTree project root directory"
+    exit 1
+fi
+
+PROJECT_ROOT=$(pwd)
+DEMO_DIR="/tmp/ai-agent-demo"
+PROLLY_BIN="$PROJECT_ROOT/target/debug/git-prolly"
+UI_BIN="$PROJECT_ROOT/target/debug/prolly-ui"
+
+echo "🤖 Setting up AI Agent multi-dataset demo..."
+echo "📁 Demo directory: $DEMO_DIR"
+echo "🔧 Project root: $PROJECT_ROOT"
+
+# Clean up and create fresh demo directory
+rm -rf "$DEMO_DIR"
+mkdir -p "$DEMO_DIR"
+
+cd "$DEMO_DIR"
+
+# Initialize git repository first
+git init
+
+# Configure git for the dataset's individual repository
+git config user.name "AI Agent System"
+git config user.email "agent@ai-system.com"
+
+# Create datasets for AI agent system
+DATASETS=("prompts" "memory_short" "memory_long" "conversations" "sessions" "context" "embeddings" "models" "agents")
+
+for dataset in "${DATASETS[@]}"; do
+    echo ""
+    echo "🤖 Creating AI dataset: $dataset"
+
+    # Create dataset directory structure
+    mkdir -p "$dataset"
+    cd "$dataset"
+
+    # Initialize git-prolly in the data subdirectory
+    "$PROLLY_BIN" init
+
+    cd "$DEMO_DIR"
+done
+
+echo ""
+echo "🔄 Populating AI agent datasets..."
+
+# Dataset 1: Prompts - System prompts, user prompts, templates
+echo "💬 Populating prompts dataset..."
+
+# Main branch - System prompts
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "system:assistant" "You are a helpful AI assistant. Be concise, accurate, and helpful in your responses.")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "system:code_reviewer" "You are an expert code reviewer. Analyze code for bugs, security issues, and best practices.")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "system:creative_writer" "You are a creative writing assistant. Help with storytelling, character development, and narrative structure.")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" commit -m "Initial system prompts")
+
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "template:email_draft" "Subject: {subject}\n\nDear {recipient},\n\n{body}\n\nBest regards,\n{sender}")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "template:code_explanation" "This code does the following:\n1. {step1}\n2. {step2}\n3. {step3}\n\nKey concepts: {concepts}")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" commit -m "Add prompt templates")
+
+# Create specialized prompt branch
+(cd "$DEMO_DIR/prompts" && git checkout -b prompt-engineering/optimization)
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "system:assistant" "You are a helpful AI assistant. Be concise, accurate, and helpful. Always ask clarifying questions when context is unclear.")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "system:research_assistant" "You are a research assistant specialized in finding accurate information and citing sources.")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" commit -m "Optimize system prompts for clarity")
+
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "template:meeting_summary" "Meeting: {title}\nDate: {date}\nAttendees: {attendees}\n\nKey Points:\n{key_points}\n\nAction Items:\n{action_items}")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "few_shot:sentiment" "Examples:\nInput: 'I love this product!' -> Positive\nInput: 'This is terrible' -> Negative\nInput: 'It's okay I guess' -> Neutral")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" commit -m "Add advanced prompt templates and few-shot examples")
+
+# Create domain-specific prompts branch
+(cd "$DEMO_DIR/prompts" && git checkout -b domain/specialized)
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "domain:medical" "You are a medical information assistant. Provide accurate health information but always recommend consulting healthcare professionals.")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "domain:legal" "You are a legal research assistant. Provide general legal information but always recommend consulting qualified attorneys.")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" set "domain:financial" "You are a financial analysis assistant. Provide market insights but not investment advice.")
+(cd "$DEMO_DIR/prompts" && "$PROLLY_BIN" commit -m "Add domain-specific prompt configurations")
+
+# Back to main
+(cd "$DEMO_DIR/prompts" && git checkout main)
+
+# Dataset 2: Short-term Memory - Recent context, active conversations
+echo "🧠 Populating short-term memory dataset..."
+
+# Main branch - Active session memory
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "session:user123_active" "last_topic:code_review|context_window:4096|active_since:2024-08-10T09:30:00Z")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "session:user456_active" "last_topic:creative_writing|context_window:2048|active_since:2024-08-10T10:15:00Z")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "working_memory:current_task" "analyzing_python_code|file:main.py|line_focus:45-67|issue:potential_memory_leak")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" commit -m "Initialize active session memory")
+
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "context:recent_files" "files:[main.py,utils.py,config.json]|last_modified:2024-08-10T09:45:00Z")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "context:user_preferences" "user123:verbose_explanations|code_style:pythonic|preferred_language:python")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" commit -m "Add contextual memory elements")
+
+# Create memory management branch
+(cd "$DEMO_DIR/memory_short" && git checkout -b memory/cleanup)
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "session:user789_expired" "last_topic:data_analysis|context_window:2048|expired:2024-08-10T08:30:00Z|ttl:3600")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "cleanup:stale_sessions" "count:5|last_cleanup:2024-08-10T08:00:00Z|next_cleanup:2024-08-10T12:00:00Z")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" commit -m "Track expired sessions for cleanup")
+
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "working_memory:current_task" "writing_story|genre:sci-fi|character_focus:protagonist|scene:space_station")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "context:conversation_flow" "turn_count:15|last_user_intent:clarification|agent_mode:creative")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" commit -m "Update active working memory")
+
+# Create attention mechanism branch
+(cd "$DEMO_DIR/memory_short" && git checkout -b attention/focus)
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "attention:high_priority" "items:[bug_fix_request,deadline_tomorrow,critical_security_issue]")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" set "attention:context_relevance" "current_score:0.85|threshold:0.7|auto_prune:enabled")
+(cd "$DEMO_DIR/memory_short" && "$PROLLY_BIN" commit -m "Implement attention-based memory prioritization")
+
+# Back to main
+(cd "$DEMO_DIR/memory_short" && git checkout main)
+
+# Dataset 3: Long-term Memory - Persistent knowledge, learned patterns
+echo "🗄️ Populating long-term memory dataset..."
+
+# Main branch - User profiles and learned patterns
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "user_profile:123" "name:Alice|expertise:python,machine_learning|communication_style:technical|session_count:47")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "user_profile:456" "name:Bob|expertise:creative_writing,storytelling|communication_style:collaborative|session_count:23")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "learned_pattern:code_review" "common_issues:[memory_leaks,sql_injection,error_handling]|success_rate:0.87")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" commit -m "Initialize user profiles and learned patterns")
+
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "knowledge_base:python_best_practices" "last_updated:2024-08-01|version:1.2|confidence:0.92|source:code_reviews")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "knowledge_base:creative_techniques" "storytelling_methods:[three_act,heros_journey,freytag]|effectiveness:0.78")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" commit -m "Build knowledge base entries")
+
+# Create personalization branch
+(cd "$DEMO_DIR/memory_long" && git checkout -b personalization/adaptive)
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "user_profile:123" "name:Alice|expertise:python,machine_learning,data_science|communication_style:technical|session_count:52|preferred_detail:high")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "adaptation:user123" "learning_rate:0.1|feedback_positive:0.89|preferred_response_length:detailed")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" commit -m "Enhance user profiles with adaptation metrics")
+
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "behavioral_pattern:user123" "typical_session_duration:45min|peak_activity:10am-2pm|common_requests:[code_review,debugging,optimization]")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "behavioral_pattern:user456" "typical_session_duration:30min|peak_activity:7pm-10pm|common_requests:[story_brainstorming,character_development]")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" commit -m "Track behavioral patterns for personalization")
+
+# Create knowledge graph branch
+(cd "$DEMO_DIR/memory_long" && git checkout -b knowledge/graph)
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "concept:machine_learning" "related:[python,data_science,algorithms]|strength:0.95|last_reinforced:2024-08-09")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "concept:creative_writing" "related:[storytelling,character_development,plot_structure]|strength:0.87|applications:23")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" set "connection:python_ml" "from:python|to:machine_learning|weight:0.92|co_occurrence:156")
+(cd "$DEMO_DIR/memory_long" && "$PROLLY_BIN" commit -m "Build semantic knowledge graph connections")
+
+# Back to main
+(cd "$DEMO_DIR/memory_long" && git checkout main)
+
+# Dataset 4: Conversations - Chat history, dialogue management
+echo "💭 Populating conversations dataset..."
+
+# Main branch - Recent conversations
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "conv:20240810_123_001" "user:123|start:09:30:00|end:10:15:00|turns:12|topic:python_debugging|satisfaction:high")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "conv:20240810_456_001" "user:456|start:10:00:00|end:10:45:00|turns:18|topic:story_development|satisfaction:high")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "conv:20240810_789_001" "user:789|start:11:30:00|end:12:00:00|turns:8|topic:data_analysis|satisfaction:medium")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" commit -m "Log completed conversations")
+
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "turn:20240810_123_001_t01" "speaker:user|content:Can you help me debug this Python function?|timestamp:09:30:15|intent:help_request")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "turn:20240810_123_001_t02" "speaker:assistant|content:I'd be happy to help debug your Python function...|timestamp:09:30:18|tokens:156")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "turn:20240810_123_001_t03" "speaker:user|content:Here's the function: def calculate_average()...|timestamp:09:30:45|code_included:true")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" commit -m "Store conversation turns and dialogue history")
+
+# Create conversation analysis branch
+(cd "$DEMO_DIR/conversations" && git checkout -b analysis/patterns)
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "pattern:debug_sessions" "avg_turns:14.2|success_rate:0.89|common_issues:[syntax_error,logic_error,performance]")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "pattern:creative_sessions" "avg_turns:22.5|satisfaction:0.92|common_requests:[brainstorming,character_creation,plot_development]")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" commit -m "Analyze conversation patterns")
+
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "metric:user_engagement" "avg_session_length:38min|return_rate:0.78|satisfaction_score:4.2/5")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "metric:topic_distribution" "technical:45%|creative:30%|general:25%|trend:increasing_technical")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" commit -m "Track engagement and topic metrics")
+
+# Create dialogue quality branch
+(cd "$DEMO_DIR/conversations" && git checkout -b quality/assessment)
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "quality:helpfulness" "score:4.3/5|feedback_count:127|improvement_trend:positive")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "quality:coherence" "score:4.1/5|context_maintenance:0.87|topic_drift_rate:0.08")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" set "quality:accuracy" "technical_accuracy:0.91|fact_checking_score:0.88|correction_rate:0.05")
+(cd "$DEMO_DIR/conversations" && "$PROLLY_BIN" commit -m "Assess dialogue quality metrics")
+
+# Back to main
+(cd "$DEMO_DIR/conversations" && git checkout main)
+
+# Dataset 5: Sessions - User sessions, authentication, state management
+echo "🔐 Populating sessions dataset..."
+
+# Main branch - Active sessions
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "session:sess_789abc123" "user_id:123|start:2024-08-10T09:30:00Z|last_activity:2024-08-10T10:45:00Z|status:active")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "session:sess_def456789" "user_id:456|start:2024-08-10T10:00:00Z|last_activity:2024-08-10T11:30:00Z|status:active")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "session:sess_ghi123456" "user_id:789|start:2024-08-10T08:15:00Z|last_activity:2024-08-10T12:00:00Z|status:expired")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" commit -m "Track user sessions")
+
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "auth:user_123" "login_time:2024-08-10T09:29:45Z|auth_method:oauth|permissions:[read,write,admin]|mfa_enabled:true")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "auth:user_456" "login_time:2024-08-10T09:59:30Z|auth_method:password|permissions:[read,write]|mfa_enabled:false")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" commit -m "Store authentication details")
+
+# Create session management branch
+(cd "$DEMO_DIR/sessions" && git checkout -b management/lifecycle)
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "session:sess_789abc123" "user_id:123|start:2024-08-10T09:30:00Z|last_activity:2024-08-10T11:15:00Z|status:active|requests:47")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "lifecycle:cleanup_policy" "max_idle:30min|max_duration:4hours|cleanup_interval:15min|retention:7days")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" commit -m "Update session lifecycle management")
+
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "security:anomaly_detection" "suspicious_login_attempts:3|blocked_ips:[192.168.1.100,10.0.0.50]|last_scan:2024-08-10T11:00:00Z")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "security:rate_limiting" "user_123:requests_per_hour:120|user_456:requests_per_hour:85|global_limit:1000")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" commit -m "Implement security monitoring")
+
+# Create analytics branch
+(cd "$DEMO_DIR/sessions" && git checkout -b analytics/usage)
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "usage:daily_active_users" "date:2024-08-10|count:247|peak_hour:2pm|avg_session_duration:42min")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" set "usage:feature_adoption" "code_review:78%|creative_writing:45%|general_chat:92%|new_features:23%")
+(cd "$DEMO_DIR/sessions" && "$PROLLY_BIN" commit -m "Track usage analytics")
+
+# Back to main
+(cd "$DEMO_DIR/sessions" && git checkout main)
+
+# Dataset 6: Context - Environmental context, task context, domain context
+echo "📋 Populating context dataset..."
+
+# Main branch - Current context
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "env:development" "mode:debug|log_level:info|features:[experimental_ui,beta_models]|version:v2.1.0-beta")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "env:user_123_workspace" "project:python_ml_pipeline|files_open:5|current_branch:feature/optimization")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "task:active" "type:code_review|priority:high|deadline:2024-08-10T18:00:00Z|progress:0.6")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" commit -m "Initialize environmental context")
+
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "domain:technical" "expertise_level:advanced|preferred_depth:detailed|include_examples:true|language:python")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "domain:creative" "genre_preference:sci-fi|tone:collaborative|creativity_level:high|story_structure:three_act")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" commit -m "Set domain-specific context")
+
+# Create context switching branch
+(cd "$DEMO_DIR/context" && git checkout -b context/switching)
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "switch:previous_context" "domain:technical|task:debugging|saved_state:line_45_analysis|timestamp:2024-08-10T10:30:00Z")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "switch:current_context" "domain:creative|task:story_development|character:protagonist|scene:chapter_3")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" commit -m "Handle context switching between domains")
+
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "relevance:technical_context" "relevance_score:0.92|decay_rate:0.1|last_reinforcement:2024-08-10T11:00:00Z")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "relevance:creative_context" "relevance_score:0.78|active_elements:[character,setting,plot]|narrative_position:act_2")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" commit -m "Track context relevance and decay")
+
+# Create context integration branch
+(cd "$DEMO_DIR/context" && git checkout -b integration/multi-modal)
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "multimodal:code_context" "file_type:python|syntax_highlighting:true|imports:[numpy,pandas,sklearn]|line_count:234")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "multimodal:visual_context" "diagrams_present:true|chart_types:[line_plot,scatter,histogram]|complexity:medium")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" set "multimodal:document_context" "format:markdown|headers:5|code_blocks:8|word_count:1250")
+(cd "$DEMO_DIR/context" && "$PROLLY_BIN" commit -m "Integrate multi-modal context understanding")
+
+# Back to main
+(cd "$DEMO_DIR/context" && git checkout main)
+
+# Dataset 7: Embeddings - Vector embeddings, semantic search, similarity
+echo "🧮 Populating embeddings dataset..."
+
+# Main branch - Core embeddings
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "embed:doc_001" "text:python debugging techniques|vector_id:v_789abc|model:text-embedding-3-small|dimension:1536")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "embed:doc_002" "text:creative writing story structure|vector_id:v_def456|model:text-embedding-3-small|dimension:1536")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "embed:doc_003" "text:machine learning pipeline optimization|vector_id:v_ghi789|model:text-embedding-3-small|dimension:1536")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" commit -m "Store document embeddings")
+
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "similarity:cluster_01" "documents:[doc_001,doc_003]|similarity_score:0.87|topic:technical_programming")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "similarity:cluster_02" "documents:[doc_002]|similarity_score:1.0|topic:creative_writing")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" commit -m "Identify similarity clusters")
+
+# Create semantic search branch
+(cd "$DEMO_DIR/embeddings" && git checkout -b semantic/search)
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "search_index:technical" "documents:156|last_updated:2024-08-10T10:00:00Z|avg_relevance:0.84|query_count:47")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "search_index:creative" "documents:89|last_updated:2024-08-10T09:45:00Z|avg_relevance:0.79|query_count:23")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" commit -m "Build semantic search indices")
+
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "query:recent_001" "text:how to optimize python code|results:5|top_score:0.91|response_time:120ms")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "query:recent_002" "text:character development techniques|results:3|top_score:0.88|response_time:95ms")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" commit -m "Log semantic search queries")
+
+# Create vector optimization branch
+(cd "$DEMO_DIR/embeddings" && git checkout -b optimization/vectors)
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "optimization:dimensionality" "original:1536|reduced:512|method:pca|variance_retained:0.95")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "optimization:quantization" "precision:float32|compressed:int8|compression_ratio:4x|accuracy_loss:0.02")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" set "performance:search_speed" "avg_query_time:85ms|index_size:2.3GB|memory_usage:1.8GB")
+(cd "$DEMO_DIR/embeddings" && "$PROLLY_BIN" commit -m "Optimize vector storage and retrieval")
+
+# Back to main
+(cd "$DEMO_DIR/embeddings" && git checkout main)
+
+# Dataset 8: Models - AI model configurations, performance, versions
+echo "⚙️ Populating models dataset..."
+
+# Main branch - Model configurations
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "model:gpt-4" "version:gpt-4-0125-preview|context_window:128000|cost_per_token:0.00003|status:active")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "model:claude-3" "version:claude-3-sonnet|context_window:200000|cost_per_token:0.000015|status:active")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "model:embedding" "version:text-embedding-3-small|dimension:1536|cost_per_token:0.00000002|status:active")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" commit -m "Configure AI model settings")
+
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "performance:gpt-4" "avg_response_time:2.3s|success_rate:0.98|user_satisfaction:4.4/5|daily_requests:1247")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "performance:claude-3" "avg_response_time:1.8s|success_rate:0.97|user_satisfaction:4.3/5|daily_requests:892")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" commit -m "Track model performance metrics")
+
+# Create model comparison branch
+(cd "$DEMO_DIR/models" && git checkout -b evaluation/comparison)
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "benchmark:code_tasks" "gpt-4_score:0.89|claude-3_score:0.87|test_cases:150|criteria:correctness,efficiency")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "benchmark:creative_tasks" "gpt-4_score:0.82|claude-3_score:0.85|test_cases:75|criteria:creativity,coherence")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "benchmark:reasoning_tasks" "gpt-4_score:0.91|claude-3_score:0.88|test_cases:200|criteria:logic,accuracy")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" commit -m "Benchmark model performance across task types")
+
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "cost_analysis:monthly" "gpt-4_cost:$1247.50|claude-3_cost:$892.30|embedding_cost:$15.75|total:$2155.55")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "usage_optimization" "peak_hours:[10am-2pm,7pm-9pm]|model_routing:cost_optimized|fallback_enabled:true")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" commit -m "Analyze costs and optimize usage patterns")
+
+# Create fine-tuning branch
+(cd "$DEMO_DIR/models" && git checkout -b fine-tuning/custom)
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "fine_tune:code_review_v1" "base_model:gpt-4|training_samples:500|validation_accuracy:0.94|status:deployed")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "fine_tune:creative_writing_v1" "base_model:claude-3|training_samples:300|validation_accuracy:0.89|status:testing")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" set "training_data:code_review" "samples:500|quality_score:0.92|last_updated:2024-08-05|source:user_interactions")
+(cd "$DEMO_DIR/models" && "$PROLLY_BIN" commit -m "Track fine-tuning experiments")
+
+# Back to main
+(cd "$DEMO_DIR/models" && git checkout main)
+
+# Dataset 9: Agents - Agent configurations, capabilities, workflows
+echo "🤖 Populating agents dataset..."
+
+# Main branch - Agent definitions
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "agent:code_reviewer" "type:specialized|capabilities:[bug_detection,security_analysis,performance_review]|model:gpt-4")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "agent:creative_writer" "type:specialized|capabilities:[story_development,character_creation,dialogue_writing]|model:claude-3")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "agent:research_assistant" "type:general|capabilities:[information_gathering,fact_checking,source_citation]|model:gpt-4")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" commit -m "Define specialized agent configurations")
+
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "workflow:code_review_pipeline" "stages:[initial_scan,deep_analysis,recommendation_generation]|avg_time:5.2min|success_rate:0.91")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "workflow:story_creation" "stages:[concept_development,character_creation,plot_outline,scene_writing]|avg_time:12.8min|completion_rate:0.87")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" commit -m "Configure agent workflows")
+
+# Create agent orchestration branch
+(cd "$DEMO_DIR/agents" && git checkout -b orchestration/multi-agent)
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "collaboration:code_review_team" "agents:[code_reviewer,security_specialist,performance_optimizer]|coordination:sequential")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "collaboration:creative_team" "agents:[creative_writer,editor,researcher]|coordination:collaborative")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" commit -m "Implement multi-agent collaboration")
+
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "routing:task_assignment" "code_tasks:code_reviewer|creative_tasks:creative_writer|research_tasks:research_assistant")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "routing:load_balancing" "code_reviewer:active_tasks:3|creative_writer:active_tasks:1|research_assistant:active_tasks:2")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" commit -m "Implement intelligent task routing")
+
+# Create learning and adaptation branch
+(cd "$DEMO_DIR/agents" && git checkout -b learning/adaptation)
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "learning:code_reviewer" "feedback_score:4.2/5|improvement_rate:0.05/month|successful_reviews:247|failed_reviews:12")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "learning:creative_writer" "creativity_score:4.0/5|user_satisfaction:0.87|stories_completed:45|iterations_avg:2.3")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "adaptation:preferences" "user_123:prefers_detailed_explanations|user_456:prefers_collaborative_approach")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" commit -m "Track learning progress and user adaptations")
+
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "capability:emergent_behaviors" "cross_domain_knowledge:0.73|creative_problem_solving:0.68|contextual_adaptation:0.81")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" set "capability:specialization_depth" "code_review:expert|creative_writing:advanced|research:intermediate|general_chat:expert")
+(cd "$DEMO_DIR/agents" && "$PROLLY_BIN" commit -m "Assess emergent capabilities and specialization levels")
+
+# Back to main
+(cd "$DEMO_DIR/agents" && git checkout main)
+
+## Generate the HTML output in a temporary directory
+echo "📊 Generating AI agent multi-dataset visualization..."
+
+# Create temporary directory for HTML output
+TEMP_DIR=$(mktemp -d)
+HTML_OUTPUT="$TEMP_DIR/ai-agent-ui.html"
+
+"$UI_BIN" "$DEMO_DIR" -o "$HTML_OUTPUT"
+
+echo ""
+echo "✅ AI Agent visualization generated successfully!"
+echo "  📄 Output file: $HTML_OUTPUT"
+echo "  🤖 AI Agent multi-dataset view with comprehensive agent system data"
+echo "  📊 Features: 9 AI-focused datasets with specialized branches and workflows"
+
+cd "$PROJECT_ROOT"
+
+# Open the HTML file from temp directory
+echo "🌐 Opening AI agent visualization in browser..."
+open "$HTML_OUTPUT"
diff --git a/tests/setup-db-repo.sh b/tests/setup-db-repo.sh
deleted file mode 100755
index 12b93cc..0000000
--- a/tests/setup-db-repo.sh
+++ /dev/null
@@ -1,209 +0,0 @@
-#!/bin/bash
-
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-set -e  # Exit on any error
-
-# Ensure the script is run from the project root
-cargo build --features "git sql" --bin prolly-ui
-
-# Get project root path dynamically
-if [[ ! -f "Cargo.toml" ]]; then
-    echo "❌ Error: Run this script from the ProllyTree project root directory"
-    exit 1
-fi
-
-PROJECT_ROOT=$(pwd)
-DEMO_DIR="/tmp/multi-dataset-demo"
-PROLLY_BIN="$PROJECT_ROOT/target/debug/git-prolly"
-UI_BIN="$PROJECT_ROOT/target/debug/prolly-ui"
-
-echo "🚀 Setting up multi-dataset demo with multiple branches..."
-echo "📁 Demo directory: $DEMO_DIR"
-echo "🔧 Project root: $PROJECT_ROOT"
-
-# Clean up and create fresh demo directory
-rm -rf "$DEMO_DIR"
-mkdir -p "$DEMO_DIR"
-
-cd "$DEMO_DIR"
-
-# Initialize git repository first
-git init
-
-# Configure git for the dataset's individual repository
-git config user.name "Demo User"
-git config user.email "demo@prollytree.com"
-
-# Create datasets as individual Git repositories for multi-dataset visualization
-DATASETS=("customers" "products" "orders" "inventory")
-
-for dataset in "${DATASETS[@]}"; do
-    echo ""
-    echo "📊 Creating dataset: $dataset"
-
-    # Create dataset directory structure
-    mkdir -p "$dataset"
-    cd "$dataset"
-
-    # Initialize git-prolly in the data subdirectory
-    "$PROLLY_BIN" init
-
-    cd "$DEMO_DIR"
-done
-
-echo ""
-echo "🔄 Adding data to each dataset and creating branches..."
-
-# Dataset 1: Customers
-echo "👥 Populating customers dataset..."
-
-# Main branch data
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1001" "Alice Johnson")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1002" "Bob Smith")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1003" "Carol Davis")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Initial customer data")
-
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1004" "David Wilson")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1005" "Emma Brown")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Add more customers")
-
-# Create feature branch
-(cd "$DEMO_DIR/customers" && git checkout -b feature/vip-customers)
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1001" "Alice Johnson (VIP)")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1006" "Frank Miller (VIP)")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Add VIP customer status")
-
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1007" "Grace Lee (VIP)")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Add Grace as VIP customer")
-
-# Create development branch
-(cd "$DEMO_DIR/customers" && git checkout -b develop)
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1008" "Henry Taylor")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1009" "Ivy Chen")
-(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Development customer additions")
-
-# Back to main
-(cd "$DEMO_DIR/customers" && git checkout main)
-
-# Dataset 2: Products
-echo "🛍️  Populating products dataset..."
-
-# Main branch data
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2001" "Laptop Pro 15")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2002" "Wireless Mouse")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2003" "Mechanical Keyboard")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Initial product catalog")
-
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2004" "USB-C Hub")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2005" "Monitor Stand")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Add accessories")
-
-# Create feature branch
-(cd "$DEMO_DIR/products" && git checkout -b feature/new-products)
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2006" "Gaming Headset")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2007" "Webcam HD")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Add gaming and streaming products")
-
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2008" "Tablet 10 inch")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Add tablet to catalog")
-
-# Create release branch
-(cd "$DEMO_DIR/products" && git checkout -b release/v1.2)
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2001" "Laptop Pro 15 (Updated)")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2009" "Laptop Pro 13")
-(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Product updates for v1.2 release")
-
-# Back to main
-(cd "$DEMO_DIR/products" && git checkout main)
-
-# Dataset 3: Orders
-echo "📦 Populating orders dataset..."
-
-# Main branch data
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3001" "customer:1001|product:2001|qty:1")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3002" "customer:1002|product:2002|qty:2")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3003" "customer:1003|product:2003|qty:1")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Initial orders")
-
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3004" "customer:1001|product:2004|qty:1")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3005" "customer:1004|product:2001|qty:1")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Additional orders")
-
-# Create processing branch
-(cd "$DEMO_DIR/orders" && git checkout -b processing/batch-1)
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3001" "customer:1001|product:2001|qty:1|status:shipped")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3002" "customer:1002|product:2002|qty:2|status:shipped")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Update order status - batch 1 shipped")
-
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3003" "customer:1003|product:2003|qty:1|status:delivered")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Order 3003 delivered")
-
-# Create urgent branch
-(cd "$DEMO_DIR/orders" && git checkout -b urgent/priority-orders)
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3006" "customer:1006|product:2001|qty:1|priority:high")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3007" "customer:1007|product:2002|qty:3|priority:high")
-(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Add priority orders")
-
-# Back to main
-(cd "$DEMO_DIR/orders" && git checkout main)
-
-# Dataset 4: Inventory
-echo "📋 Populating inventory dataset..."
-
-# Main branch data
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2001" "warehouse:A|stock:50|reserved:5")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2002" "warehouse:A|stock:200|reserved:10")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2003" "warehouse:B|stock:75|reserved:3")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Initial inventory levels")
-
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2004" "warehouse:B|stock:30|reserved:2")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2005" "warehouse:A|stock:15|reserved:1")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Add new product inventory")
-
-# Create restock branch
-(cd "$DEMO_DIR/inventory" && git checkout -b operations/restock)
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2001" "warehouse:A|stock:150|reserved:5")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2003" "warehouse:B|stock:125|reserved:3")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Restock warehouse inventory")
-
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2006" "warehouse:C|stock:100|reserved:0")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2007" "warehouse:C|stock:80|reserved:0")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Add warehouse C inventory")
-
-# Create audit branch
-(cd "$DEMO_DIR/inventory" && git checkout -b audit/quarterly-review)
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2002" "warehouse:A|stock:195|reserved:10|audited:2024-08-09")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2004" "warehouse:B|stock:28|reserved:2|audited:2024-08-09")
-(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Quarterly inventory audit updates")
-
-# Back to main
-(cd "$DEMO_DIR/inventory" && git checkout main)
-
-## Generate the HTML output in the expected location
-echo "📊 Generating unified multi-dataset visualization..."
-"$UI_BIN" "$DEMO_DIR/customers" \
-  --dataset "Products:$DEMO_DIR/products" \
-  --dataset "Orders:$DEMO_DIR/orders" \
-  --dataset "Inventory:$DEMO_DIR/inventory" \
-  -o "$PROJECT_ROOT/examples/prollytree-ui.html"
-
-echo ""
-echo "✅ HTML visualization generated successfully!"
-echo "  📄 Output file: $PROJECT_ROOT/examples/prollytree-ui.html"
-echo "  🌐 Multi-dataset view with comprehensive git commit details"
-echo "  📊 Features: Dataset switching, branch filtering, commit diff details"
-
-cd "$PROJECT_ROOT"
-
-open  "$PROJECT_ROOT/examples/prollytree-ui.html"
diff --git a/tests/setup-testdb.sh b/tests/setup-testdb.sh
new file mode 100755
index 0000000..ea02c7c
--- /dev/null
+++ b/tests/setup-testdb.sh
@@ -0,0 +1,392 @@
+#!/bin/bash
+
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+set -e  # Exit on any error
+
+# Ensure the script is run from the project root
+cargo build --features "git sql" --bin prolly-ui
+
+# Get project root path dynamically
+if [[ ! -f "Cargo.toml" ]]; then
+    echo "❌ Error: Run this script from the ProllyTree project root directory"
+    exit 1
+fi
+
+PROJECT_ROOT=$(pwd)
+DEMO_DIR="/tmp/multi-dataset-demo"
+PROLLY_BIN="$PROJECT_ROOT/target/debug/git-prolly"
+UI_BIN="$PROJECT_ROOT/target/debug/prolly-ui"
+
+echo "🚀 Setting up multi-dataset demo with multiple branches..."
+echo "📁 Demo directory: $DEMO_DIR"
+echo "🔧 Project root: $PROJECT_ROOT"
+
+# Clean up and create fresh demo directory
+rm -rf "$DEMO_DIR"
+mkdir -p "$DEMO_DIR"
+
+cd "$DEMO_DIR"
+
+# Initialize git repository first
+git init
+
+# Configure git for the dataset's individual repository
+git config user.name "Demo User"
+git config user.email "demo@prollytree.com"
+
+# Create datasets as individual Git repositories for multi-dataset visualization
+DATASETS=("customers" "products" "orders" "inventory" "suppliers" "employees" "analytics" "reviews" "shipping")
+
+for dataset in "${DATASETS[@]}"; do
+    echo ""
+    echo "📊 Creating dataset: $dataset"
+
+    # Create dataset directory structure
+    mkdir -p "$dataset"
+    cd "$dataset"
+
+    # Initialize git-prolly in the data subdirectory
+    "$PROLLY_BIN" init
+
+    cd "$DEMO_DIR"
+done
+
+echo ""
+echo "🔄 Adding data to each dataset and creating branches..."
+
+# Dataset 1: Customers
+echo "👥 Populating customers dataset..."
+
+# Main branch data
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1001" "Alice Johnson")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1002" "Bob Smith")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1003" "Carol Davis")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Initial customer data")
+
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1004" "David Wilson")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1005" "Emma Brown")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Add more customers")
+
+# Create feature branch
+(cd "$DEMO_DIR/customers" && git checkout -b feature/vip-customers)
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1001" "Alice Johnson (VIP)")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1006" "Frank Miller (VIP)")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Add VIP customer status")
+
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1007" "Grace Lee (VIP)")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Add Grace as VIP customer")
+
+# Create development branch
+(cd "$DEMO_DIR/customers" && git checkout -b develop)
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1008" "Henry Taylor")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" set "customer:1009" "Ivy Chen")
+(cd "$DEMO_DIR/customers" && "$PROLLY_BIN" commit -m "Development customer additions")
+
+# Back to main
+(cd "$DEMO_DIR/customers" && git checkout main)
+
+# Dataset 2: Products
+echo "🛍️  Populating products dataset..."
+
+# Main branch data
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2001" "Laptop Pro 15")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2002" "Wireless Mouse")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2003" "Mechanical Keyboard")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Initial product catalog")
+
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2004" "USB-C Hub")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2005" "Monitor Stand")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Add accessories")
+
+# Create feature branch
+(cd "$DEMO_DIR/products" && git checkout -b feature/new-products)
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2006" "Gaming Headset")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2007" "Webcam HD")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Add gaming and streaming products")
+
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2008" "Tablet 10 inch")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Add tablet to catalog")
+
+# Create release branch
+(cd "$DEMO_DIR/products" && git checkout -b release/v1.2)
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2001" "Laptop Pro 15 (Updated)")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" set "product:2009" "Laptop Pro 13")
+(cd "$DEMO_DIR/products" && "$PROLLY_BIN" commit -m "Product updates for v1.2 release")
+
+# Back to main
+(cd "$DEMO_DIR/products" && git checkout main)
+
+# Dataset 3: Orders
+echo "📦 Populating orders dataset..."
+
+# Main branch data
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3001" "customer:1001|product:2001|qty:1")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3002" "customer:1002|product:2002|qty:2")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3003" "customer:1003|product:2003|qty:1")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Initial orders")
+
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3004" "customer:1001|product:2004|qty:1")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3005" "customer:1004|product:2001|qty:1")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Additional orders")
+
+# Create processing branch
+(cd "$DEMO_DIR/orders" && git checkout -b processing/batch-1)
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3001" "customer:1001|product:2001|qty:1|status:shipped")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3002" "customer:1002|product:2002|qty:2|status:shipped")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Update order status - batch 1 shipped")
+
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3003" "customer:1003|product:2003|qty:1|status:delivered")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Order 3003 delivered")
+
+# Create urgent branch
+(cd "$DEMO_DIR/orders" && git checkout -b urgent/priority-orders)
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3006" "customer:1006|product:2001|qty:1|priority:high")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" set "order:3007" "customer:1007|product:2002|qty:3|priority:high")
+(cd "$DEMO_DIR/orders" && "$PROLLY_BIN" commit -m "Add priority orders")
+
+# Back to main
+(cd "$DEMO_DIR/orders" && git checkout main)
+
+# Dataset 4: Inventory
+echo "📋 Populating inventory dataset..."
+
+# Main branch data
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2001" "warehouse:A|stock:50|reserved:5")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2002" "warehouse:A|stock:200|reserved:10")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2003" "warehouse:B|stock:75|reserved:3")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Initial inventory levels")
+
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2004" "warehouse:B|stock:30|reserved:2")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2005" "warehouse:A|stock:15|reserved:1")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Add new product inventory")
+
+# Create restock branch
+(cd "$DEMO_DIR/inventory" && git checkout -b operations/restock)
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2001" "warehouse:A|stock:150|reserved:5")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2003" "warehouse:B|stock:125|reserved:3")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Restock warehouse inventory")
+
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2006" "warehouse:C|stock:100|reserved:0")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2007" "warehouse:C|stock:80|reserved:0")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Add warehouse C inventory")
+
+# Create audit branch
+(cd "$DEMO_DIR/inventory" && git checkout -b audit/quarterly-review)
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2002" "warehouse:A|stock:195|reserved:10|audited:2024-08-09")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" set "inventory:2004" "warehouse:B|stock:28|reserved:2|audited:2024-08-09")
+(cd "$DEMO_DIR/inventory" && "$PROLLY_BIN" commit -m "Quarterly inventory audit updates")
+
+# Back to main
+(cd "$DEMO_DIR/inventory" && git checkout main)
+
+# Dataset 5: Suppliers
+echo "🏭 Populating suppliers dataset..."
+
+# Main branch data
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5001" "Tech Solutions Inc|contact:john@techsol.com|rating:A")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5002" "Hardware Direct|contact:sales@hwdirect.com|rating:B+")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5003" "Components Plus|contact:orders@compplus.com|rating:A-")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" commit -m "Initial supplier database")
+
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5004" "Global Electronics|contact:info@globalelec.com|rating:B")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5005" "Premium Parts|contact:premium@parts.com|rating:A+")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" commit -m "Add additional suppliers")
+
+# Create vendor management branch
+(cd "$DEMO_DIR/suppliers" && git checkout -b vendor/management)
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5001" "Tech Solutions Inc|contact:john@techsol.com|rating:A+|contract:2024-2026")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5006" "Swift Logistics|contact:dispatch@swiftlog.com|rating:A|specialty:shipping")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" commit -m "Update supplier contracts and ratings")
+
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5007" "Quality Assurance Co|contact:qa@qualityco.com|rating:A+|specialty:testing")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" commit -m "Add QA supplier partnership")
+
+# Create procurement branch
+(cd "$DEMO_DIR/suppliers" && git checkout -b procurement/q3-2024)
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5008" "Budget Components|contact:bulk@budgetcomp.com|rating:B-|volume:high")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" set "supplier:5009" "Specialty Materials|contact:special@materials.com|rating:A|volume:low")
+(cd "$DEMO_DIR/suppliers" && "$PROLLY_BIN" commit -m "Q3 procurement supplier additions")
+
+# Back to main
+(cd "$DEMO_DIR/suppliers" && git checkout main)
+
+# Dataset 6: Employees
+echo "👨‍💼 Populating employees dataset..."
+
+# Main branch data
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6001" "Alice Johnson|department:Engineering|role:Senior Developer|hire_date:2022-03-15")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6002" "Bob Chen|department:Marketing|role:Marketing Manager|hire_date:2021-08-22")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6003" "Carol Martinez|department:Sales|role:Sales Representative|hire_date:2023-01-10")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" commit -m "Initial employee records")
+
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6004" "David Park|department:Engineering|role:DevOps Engineer|hire_date:2023-05-20")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6005" "Emma Wilson|department:HR|role:HR Specialist|hire_date:2022-11-08")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6006" "Frank Davis|department:Finance|role:Financial Analyst|hire_date:2023-02-14")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" commit -m "Add new team members")
+
+# Create HR management branch
+(cd "$DEMO_DIR/employees" && git checkout -b hr/performance-reviews)
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6001" "Alice Johnson|department:Engineering|role:Senior Developer|hire_date:2022-03-15|performance:excellent")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6002" "Bob Chen|department:Marketing|role:Marketing Manager|hire_date:2021-08-22|performance:good")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" commit -m "Q2 2024 performance review updates")
+
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6007" "Grace Kim|department:Engineering|role:Junior Developer|hire_date:2024-06-01")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6008" "Henry Lopez|department:Operations|role:Operations Manager|hire_date:2024-07-15")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" commit -m "Summer 2024 new hires")
+
+# Create payroll branch
+(cd "$DEMO_DIR/employees" && git checkout -b payroll/salary-adjustments)
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6003" "Carol Martinez|department:Sales|role:Senior Sales Representative|hire_date:2023-01-10|promotion:2024-08-01")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" set "employee:6004" "David Park|department:Engineering|role:Senior DevOps Engineer|hire_date:2023-05-20|promotion:2024-08-01")
+(cd "$DEMO_DIR/employees" && "$PROLLY_BIN" commit -m "August 2024 promotions and salary adjustments")
+
+# Back to main
+(cd "$DEMO_DIR/employees" && git checkout main)
+
+# Dataset 7: Analytics
+echo "📈 Populating analytics dataset..."
+
+# Main branch data
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "metric:7001" "daily_sales|date:2024-08-01|value:15420.50|currency:USD")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "metric:7002" "daily_visitors|date:2024-08-01|value:1250|source:website")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "metric:7003" "conversion_rate|date:2024-08-01|value:3.2|unit:percent")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" commit -m "Initial analytics baseline - August 1")
+
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "metric:7004" "daily_sales|date:2024-08-02|value:18750.25|currency:USD")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "metric:7005" "daily_visitors|date:2024-08-02|value:1420|source:website")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "metric:7006" "conversion_rate|date:2024-08-02|value:4.1|unit:percent")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" commit -m "August 2 analytics - improved performance")
+
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "metric:7007" "weekly_retention|week:32|value:68.5|unit:percent|cohort:july")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "metric:7008" "customer_satisfaction|period:q2|value:4.3|scale:5.0|responses:245")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" commit -m "Weekly and quarterly metrics")
+
+# Create reporting branch
+(cd "$DEMO_DIR/analytics" && git checkout -b reporting/monthly-kpis)
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "kpi:monthly_revenue" "month:july|value:487500.75|target:450000|variance:+8.3")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "kpi:customer_acquisition" "month:july|value:156|target:140|cost_per_acquisition:125.50")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "kpi:churn_rate" "month:july|value:2.1|target:2.5|unit:percent")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" commit -m "July 2024 monthly KPI report")
+
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "forecast:august_revenue" "value:515000|confidence:85|model:linear_regression")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "forecast:q3_growth" "value:12.5|unit:percent|confidence:78|model:seasonal_arima")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" commit -m "Q3 revenue and growth forecasting")
+
+# Create experiments branch
+(cd "$DEMO_DIR/analytics" && git checkout -b experiments/ab-testing)
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "experiment:homepage_cta" "variant_a:2.8|variant_b:4.2|significance:95|winner:b")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" set "experiment:checkout_flow" "variant_a:15.2|variant_b:13.8|significance:82|status:running")
+(cd "$DEMO_DIR/analytics" && "$PROLLY_BIN" commit -m "A/B testing experiment results")
+
+# Back to main
+(cd "$DEMO_DIR/analytics" && git checkout main)
+
+# Dataset 8: Reviews
+echo "⭐ Populating reviews dataset..."
+
+# Main branch data
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8001" "product:2001|customer:1001|rating:5|comment:Excellent laptop, very fast|date:2024-07-15")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8002" "product:2002|customer:1002|rating:4|comment:Good mouse, comfortable grip|date:2024-07-18")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8003" "product:2003|customer:1003|rating:5|comment:Love the mechanical feel|date:2024-07-20")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" commit -m "Initial product reviews")
+
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8004" "product:2001|customer:1004|rating:4|comment:Great performance, bit pricey|date:2024-07-25")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8005" "product:2004|customer:1005|rating:3|comment:USB-C hub works but gets warm|date:2024-07-28")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8006" "product:2002|customer:1006|rating:5|comment:Perfect wireless mouse|date:2024-08-01")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" commit -m "Additional customer feedback")
+
+# Create moderation branch
+(cd "$DEMO_DIR/reviews" && git checkout -b moderation/quality-check)
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8002" "product:2002|customer:1002|rating:4|comment:Good mouse, comfortable grip|date:2024-07-18|status:verified")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8007" "product:2003|customer:1007|rating:1|comment:Spam content removed|date:2024-08-02|status:flagged|moderator_action:content_removed")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" commit -m "Review moderation and verification")
+
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8008" "product:2005|customer:1008|rating:4|comment:Solid monitor stand, easy setup|date:2024-08-05|status:verified")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8009" "product:2006|customer:1009|rating:5|comment:Amazing sound quality for gaming|date:2024-08-06|status:verified")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" commit -m "New verified reviews")
+
+# Create sentiment analysis branch
+(cd "$DEMO_DIR/reviews" && git checkout -b analysis/sentiment-scoring)
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8001" "product:2001|customer:1001|rating:5|comment:Excellent laptop, very fast|date:2024-07-15|sentiment:positive|score:0.92")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8004" "product:2001|customer:1004|rating:4|comment:Great performance, bit pricey|date:2024-07-25|sentiment:mixed|score:0.65")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" set "review:8005" "product:2004|customer:1005|rating:3|comment:USB-C hub works but gets warm|date:2024-07-28|sentiment:neutral|score:0.45")
+(cd "$DEMO_DIR/reviews" && "$PROLLY_BIN" commit -m "Sentiment analysis integration")
+
+# Back to main
+(cd "$DEMO_DIR/reviews" && git checkout main)
+
+# Dataset 9: Shipping
+echo "🚚 Populating shipping dataset..."
+
+# Main branch data
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "shipment:9001" "order:3001|carrier:FedEx|tracking:1Z999AA1234567890|status:in_transit|origin:warehouse_a")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "shipment:9002" "order:3002|carrier:UPS|tracking:1Z999BB1234567890|status:delivered|origin:warehouse_a")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "shipment:9003" "order:3003|carrier:DHL|tracking:1Z999CC1234567890|status:out_for_delivery|origin:warehouse_b")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" commit -m "Initial shipping records")
+
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "shipment:9004" "order:3004|carrier:USPS|tracking:1Z999DD1234567890|status:processing|origin:warehouse_a")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "shipment:9005" "order:3005|carrier:FedEx|tracking:1Z999EE1234567890|status:shipped|origin:warehouse_b")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "shipment:9006" "order:3006|carrier:UPS|tracking:1Z999FF1234567890|status:processing|origin:warehouse_c|priority:high")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" commit -m "Additional shipment tracking")
+
+# Create logistics branch
+(cd "$DEMO_DIR/shipping" && git checkout -b logistics/optimization)
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "shipment:9001" "order:3001|carrier:FedEx|tracking:1Z999AA1234567890|status:delivered|origin:warehouse_a|delivery_date:2024-08-05|transit_days:3")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "shipment:9003" "order:3003|carrier:DHL|tracking:1Z999CC1234567890|status:delivered|origin:warehouse_b|delivery_date:2024-08-06|transit_days:2")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" commit -m "Update delivery status and transit times")
+
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "route:optimization_a" "warehouse:a|destinations:5|total_distance:142.5|fuel_cost:89.25|driver:john_d")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "route:optimization_b" "warehouse:b|destinations:8|total_distance:201.3|fuel_cost:125.80|driver:sarah_m")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" commit -m "Route optimization data collection")
+
+# Create returns branch
+(cd "$DEMO_DIR/shipping" && git checkout -b returns/processing)
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "return:9101" "original_order:3002|reason:defective|status:approved|return_carrier:UPS|tracking:1Z888BB1234567890")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "return:9102" "original_order:3001|reason:wrong_item|status:processing|expected_carrier:FedEx")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" commit -m "Customer return processing")
+
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "return:9101" "original_order:3002|reason:defective|status:completed|return_carrier:UPS|tracking:1Z888BB1234567890|refund_issued:2024-08-08")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "return:9103" "original_order:3004|reason:customer_change_of_mind|status:rejected|policy_violation:return_window_expired")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" commit -m "Complete returns processing cycle")
+
+# Create international branch
+(cd "$DEMO_DIR/shipping" && git checkout -b international/customs)
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "international:9201" "order:int_001|destination:Canada|customs_value:1250.00|duties:125.00|carrier:FedEx_International")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "international:9202" "order:int_002|destination:Germany|customs_value:890.50|duties:89.05|carrier:DHL_Express|status:customs_clearance")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" set "international:9203" "order:int_003|destination:Japan|customs_value:2100.75|duties:315.11|carrier:UPS_Worldwide|status:delivered")
+(cd "$DEMO_DIR/shipping" && "$PROLLY_BIN" commit -m "International shipping and customs tracking")
+
+# Back to main
+(cd "$DEMO_DIR/shipping" && git checkout main)
+
+## Generate the HTML output in a temporary directory
+echo "📊 Generating unified multi-dataset visualization..."
+
+# Create temporary directory for HTML output
+TEMP_DIR=$(mktemp -d)
+HTML_OUTPUT="$TEMP_DIR/prollytree-ui.html"
+
+"$UI_BIN" "$DEMO_DIR" -o "$HTML_OUTPUT"
+
+echo ""
+echo "✅ HTML visualization generated successfully!"
+echo "  📄 Output file: $HTML_OUTPUT"
+echo "  🌐 Multi-dataset view with comprehensive git commit details"
+echo "  📊 Features: Dataset switching, branch filtering, commit diff details"
+
+cd "$PROJECT_ROOT"
+
+# Open the HTML file from temp directory
+echo "🌐 Opening visualization in browser..."
+open "$HTML_OUTPUT"
