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Upload index.html
Browse files- index.html +939 -551
index.html
CHANGED
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@@ -3,607 +3,995 @@
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>
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<style>
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margin: 0;
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padding: 0;
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box-sizing: border-box;
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}
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body {
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font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
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line-height: 1.6;
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color: #333;
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background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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min-height: 100vh;
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}
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.container {
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max-width: 1200px;
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margin: 0 auto;
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padding: 20px;
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}
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.header {
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text-align: center;
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color: white;
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margin-bottom: 40px;
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}
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.header h1 {
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font-size: 3rem;
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margin-bottom: 10px;
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text-shadow: 2px 2px 4px rgba(0,0,0,0.3);
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}
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.header p {
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font-size: 1.2rem;
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opacity: 0.9;
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}
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.main-content {
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background: white;
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border-radius: 15px;
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padding: 40px;
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box-shadow: 0 10px 30px rgba(0,0,0,0.2);
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margin-bottom: 30px;
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}
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.overview {
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margin-bottom: 40px;
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}
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.overview h2 {
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color: #667eea;
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font-size: 2rem;
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margin-bottom: 20px;
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border-bottom: 3px solid #667eea;
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padding-bottom: 10px;
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}
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.overview p {
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font-size: 1.1rem;
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margin-bottom: 15px;
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text-align: justify;
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}
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.color-system {
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margin-bottom: 40px;
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}
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.color-system h2 {
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color: #667eea;
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font-size: 2rem;
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margin-bottom: 20px;
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border-bottom: 3px solid #667eea;
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padding-bottom: 10px;
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}
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.color-grid {
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));
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gap: 20px;
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margin-bottom: 30px;
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}
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.color-card {
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border-radius: 10px;
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padding: 20px;
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color: white;
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text-align: center;
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box-shadow: 0 5px 15px rgba(0,0,0,0.2);
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transition: transform 0.3s ease;
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}
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.color-card:hover {
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transform: translateY(-5px);
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}
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.color-card h3 {
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font-size: 1.5rem;
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margin-bottom: 10px;
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}
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.color-card p {
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font-size: 1rem;
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opacity: 0.9;
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}
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.red { background: linear-gradient(135deg, #ff6b6b, #ee5a52); }
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.yellow { background: linear-gradient(135deg, #ffd43b, #fcc419); color: #333; }
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.green { background: linear-gradient(135deg, #51cf66, #40c057); }
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.blue { background: linear-gradient(135deg, #74c0fc, #4dabf7); }
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.violet { background: linear-gradient(135deg, #b197fc, #9775fa); }
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.resources {
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margin-bottom: 40px;
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}
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.resources h2 {
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color: #667eea;
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font-size: 2rem;
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margin-bottom: 20px;
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border-bottom: 3px solid #667eea;
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padding-bottom: 10px;
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}
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.resource-grid {
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
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gap: 20px;
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}
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.resource-card {
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background: #f8f9fa;
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border-radius: 10px;
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padding: 25px;
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text-align: center;
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border: 2px solid #e9ecef;
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transition: all 0.3s ease;
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}
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.resource-card:hover {
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border-color: #667eea;
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transform: translateY(-3px);
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box-shadow: 0 5px 15px rgba(0,0,0,0.1);
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}
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.resource-card h3 {
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color: #667eea;
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margin-bottom: 10px;
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font-size: 1.3rem;
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}
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.resource-card p {
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margin-bottom: 15px;
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color: #666;
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}
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.resource-card a {
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display: inline-block;
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background: #667eea;
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color: white;
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padding: 10px 20px;
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text-decoration: none;
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border-radius: 25px;
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transition: background 0.3s ease;
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}
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.resource-card a:hover {
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background: #5a6fd8;
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}
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.discipline-databases {
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margin-bottom: 40px;
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}
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.discipline-databases h2 {
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color: #667eea;
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font-size: 2rem;
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margin-bottom: 12px;
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border-bottom: 3px solid #667eea;
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padding-bottom: 10px;
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}
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.discipline-databases .db-lead {
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color: #555;
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font-size: 1.05rem;
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margin-bottom: 20px;
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text-align: center;
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}
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.db-grid {
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
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gap: 20px;
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}
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.db-card {
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background: #f8f9fa;
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border-radius: 10px;
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padding: 22px;
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text-align: center;
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border: 2px solid #e9ecef;
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transition: all 0.3s ease;
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}
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.db-card:hover {
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border-color: #667eea;
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box-shadow: 0 5px 15px rgba(0,0,0,0.08);
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}
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color: #667eea;
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margin-bottom: 10px;
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font-size: 1.25rem;
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}
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.db-card p {
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margin-bottom: 14px;
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color: #555;
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font-size: 0.98rem;
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line-height: 1.5;
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}
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.db-card .db-stats {
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margin-top: 12px;
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margin-bottom: 0;
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font-size: 0.88rem;
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color: #666;
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}
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.db-card .db-badge {
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display: inline-block;
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margin-bottom: 12px;
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padding: 4px 12px;
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border-radius: 999px;
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font-size: 0.8rem;
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font-weight: 600;
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letter-spacing: 0.02em;
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background: #fff3bf;
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color: #946c00;
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border: 1px solid #fcc419;
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}
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.db-actions {
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display: flex;
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flex-wrap: wrap;
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gap: 10px;
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justify-content: center;
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align-items: center;
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margin-bottom: 6px;
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}
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.db-actions a {
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display: inline-block;
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background: #667eea;
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color: white;
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padding: 8px 16px;
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text-decoration: none;
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border-radius: 25px;
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font-size: 0.9rem;
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transition: background 0.3s ease;
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}
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.db-actions a:hover {
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background: #5a6fd8;
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}
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.db-card.under-development {
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background: #f1f3f5;
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border-style: dashed;
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border-color: #ced4da;
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}
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.db-card.under-development:hover {
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border-color: #adb5bd;
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}
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.db-card.under-development .db-actions a {
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background: #868e96;
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}
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.db-card.under-development .db-actions a:hover {
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background: #6c757d;
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}
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.footer {
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background: rgba(255,255,255,0.1);
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color: white;
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text-align: center;
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padding: 30px;
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border-radius: 15px;
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backdrop-filter: blur(10px);
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}
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.footer h3 {
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margin-bottom: 15px;
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font-size: 1.5rem;
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}
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.footer p {
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margin-bottom: 5px;
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opacity: 0.9;
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}
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.footer a {
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color: #ffd43b;
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text-decoration: none;
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}
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}
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.main-content {
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padding: 20px;
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}
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.color-grid {
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grid-template-columns: 1fr;
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}
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.resource-grid {
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grid-template-columns: 1fr;
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}
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.db-grid {
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grid-template-columns: 1fr;
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}
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}
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</style>
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</head>
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<body>
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</div>
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<li><strong>Cross-platform compatibility</strong> - works in any environment that supports JavaScript</li>
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<li><strong>Embeddable rendering</strong> - diagrams can be displayed in HTML, Markdown, and other formats</li>
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</ul>
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<li><strong>Embed in HTML</strong> - .mmd files are embedded in HTML for web display</li>
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<li><strong>Maintain quality</strong> - LLMs can validate and optimize diagram structure</li>
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</ol>
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</div>
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<p>Classical Mechanics, Electromagnetism, Thermodynamics, Quantum Mechanics, Relativity, Astrophysics, Particle Physics</p>
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| 456 |
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</div>
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| 457 |
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<div class="status-card external">
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| 459 |
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<h3>𧬠Biology</h3>
|
| 460 |
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<p><strong>Status:</strong> External GLMP β
</p>
|
| 461 |
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<p><strong>Location:</strong> Hugging Face Space</p>
|
| 462 |
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<p>Comprehensive biological systems analysis with genome logic modeling and metabolic pathway visualization</p>
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| 463 |
</div>
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</div>
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<p class="db-stats">Biology database: 20 processes (3 groups: pathways, mechanisms, assay protocols) Β· GLMP: 50+ processes (biochemical / molecular)</p>
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<p class="db-stats">216 processes across 23 subcategories (see live table for the exact index)</p>
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| 571 |
</div>
|
| 572 |
-
|
| 573 |
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|
| 574 |
-
<
|
| 575 |
-
<p>Comprehensive validation protocols and experimental design</p>
|
| 576 |
-
<a href="experimental_validation_paper.html">View Validation Paper</a>
|
| 577 |
</div>
|
| 578 |
-
|
| 579 |
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| 580 |
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<
|
| 581 |
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<p>Core validation flowcharts supporting experimental protocols</p>
|
| 582 |
-
<a href="validation_flowcharts/catalytic_hydrogenation_optimization.html">Catalytic Hydrogenation</a>
|
| 583 |
-
<a href="validation_flowcharts/raft_polymerization_mechanism.html">RAFT Polymerization</a>
|
| 584 |
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<a href="validation_flowcharts/surface_catalysis_mechanism.html">Surface Catalysis</a>
|
| 585 |
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<a href="validation_flowcharts/electrochemical_oxygen_reduction.html">Electrochemical ORR</a>
|
| 586 |
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<a href="validation_flowcharts/quantum_chemistry_calculation.html">Quantum Chemistry</a>
|
| 587 |
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| 3 |
<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>CopernicusAI - Research-Driven Podcast Generation Platform</title>
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<script src="https://cdn.tailwindcss.com"></script>
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<style>
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.gradient-bg {
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background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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}
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.card-hover {
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transition: transform 0.3s ease, box-shadow 0.3s ease;
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}
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.card-hover:hover {
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transform: translateY(-4px);
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box-shadow: 0 20px 40px rgba(0,0,0,0.15);
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}
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.stat-number {
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font-size: 2.5rem;
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font-weight: bold;
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background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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-webkit-background-clip: text;
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-webkit-text-fill-color: transparent;
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}
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</style>
|
| 27 |
</head>
|
| 28 |
+
<body class="bg-gray-50">
|
| 29 |
+
<!-- Header -->
|
| 30 |
+
<header class="gradient-bg text-white">
|
| 31 |
+
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-16">
|
| 32 |
+
<div class="text-center">
|
| 33 |
+
<div class="text-6xl mb-4">π¬</div>
|
| 34 |
+
<h1 class="text-5xl font-bold mb-4">CopernicusAI</h1>
|
| 35 |
+
<p class="text-xl opacity-90 mb-6">Knowledge Engine for Scientific Discovery</p>
|
| 36 |
+
<p class="text-lg opacity-75 max-w-4xl mx-auto">
|
| 37 |
+
A collaborative research platform that transforms cutting-edge scientific research into accessible,
|
| 38 |
+
multi-format tools for collective knowledge exploration. These are research instrumentsβlike microscopes
|
| 39 |
+
for observing the collective knowledge of humanityβenabling hypothesis formation, testing, and discovery
|
| 40 |
+
across scientific disciplines.
|
| 41 |
+
</p>
|
| 42 |
+
</div>
|
| 43 |
+
</div>
|
| 44 |
+
</header>
|
| 45 |
+
|
| 46 |
+
<!-- Abstract/Summary -->
|
| 47 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-12">
|
| 48 |
+
<div class="bg-white rounded-xl shadow-lg p-8 mb-8 border-l-4 border-purple-600">
|
| 49 |
+
<h2 class="text-2xl font-bold text-gray-900 mb-4">π Summary</h2>
|
| 50 |
+
<p class="text-lg text-gray-700 leading-relaxed mb-3">
|
| 51 |
+
<strong>CopernicusAI</strong> is an operational research platform that synthesizes scientific literature from 250+ million papers into AI-generated podcasts, integrates with a knowledge graph of 23,246 indexed papers, and provides collaborative tools for research discovery. The system demonstrates production-ready multi-source research synthesis with full citation tracking and evidence-based content generation requiring minimum 3 research sources per episode.
|
| 52 |
+
</p>
|
| 53 |
+
<p class="text-gray-600">
|
| 54 |
+
The platform includes a fully operational Research Tools Dashboard (deployed December 2025) with interactive knowledge graph visualization, vector search, and RAG capabilities, enabling researchers to explore, query, and synthesize scientific knowledge across disciplines.
|
| 55 |
+
</p>
|
| 56 |
</div>
|
| 57 |
+
</section>
|
| 58 |
+
|
| 59 |
+
<!-- System Architecture -->
|
| 60 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 61 |
+
<div class="bg-white rounded-xl shadow-lg p-8 mb-8">
|
| 62 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-6">ποΈ Knowledge Engine Architecture</h2>
|
| 63 |
+
<p class="text-lg text-gray-700 leading-relaxed mb-6">
|
| 64 |
+
The CopernicusAI Knowledge Engine systematically transforms information into knowledge through integrated capabilities. At its core, a knowledge engine is any systemβbiological or artificialβthat systematically transforms information into knowledge, performing work by converting raw materials (information) into useful outputs (knowledge, understanding, insights).
|
| 65 |
+
</p>
|
| 66 |
+
<p class="text-gray-700 mb-6">
|
| 67 |
+
The system architecture demonstrates the integration of data ingestion, processing, storage, and query capabilities across multiple modalitiesβresearch papers, process descriptions, and media contentβenabling comprehensive knowledge discovery and synthesis.
|
| 68 |
+
</p>
|
| 69 |
+
|
| 70 |
+
<div class="bg-gray-50 rounded-lg p-6 mb-6">
|
| 71 |
+
<img src="https://storage.googleapis.com/regal-scholar-453620-r7-podcast-storage/images/copernicusai_architecture.png"
|
| 72 |
+
alt="Knowledge Engine Architecture Diagram showing data ingestion, processing, storage, and query layers"
|
| 73 |
+
class="w-full rounded-lg shadow-md"
|
| 74 |
+
style="max-width: 100%; height: auto;">
|
| 75 |
+
<p class="text-sm text-gray-600 mt-4 italic text-center">
|
| 76 |
+
Figure: Knowledge Engine Architecture - Data flow from ingestion through processing and storage to query interfaces
|
| 77 |
+
</p>
|
| 78 |
+
</div>
|
| 79 |
|
| 80 |
+
<div class="grid md:grid-cols-3 gap-6 mt-6">
|
| 81 |
+
<div class="bg-blue-50 rounded-lg p-6">
|
| 82 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-3">π₯ Data Ingestion</h3>
|
| 83 |
+
<p class="text-sm text-gray-700">
|
| 84 |
+
Multi-source acquisition from academic databases (PubMed, arXiv, NASA ADS), literature sources (textbooks, reviews), and educational content (videos, transcripts), with quality assessment and type classification.
|
| 85 |
+
</p>
|
| 86 |
+
</div>
|
| 87 |
|
| 88 |
+
<div class="bg-green-50 rounded-lg p-6">
|
| 89 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-3">βοΈ Processing & Storage</h3>
|
| 90 |
+
<p class="text-sm text-gray-700">
|
| 91 |
+
LLM-powered entity extraction and process logic extraction, structured data storage (JSON metadata, Mermaid flowcharts, transcripts), and specialized databases for papers, processes, and media.
|
| 92 |
+
</p>
|
| 93 |
+
</div>
|
| 94 |
|
| 95 |
+
<div class="bg-purple-50 rounded-lg p-6">
|
| 96 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-3">π Query & Output</h3>
|
| 97 |
+
<p class="text-sm text-gray-700">
|
| 98 |
+
Multiple access interfaces including RAG queries, vector search, knowledge graph visualization, API endpoints, and web interfaces, converging to unified knowledge output.
|
| 99 |
+
</p>
|
| 100 |
+
</div>
|
| 101 |
</div>
|
| 102 |
+
</div>
|
| 103 |
+
</section>
|
| 104 |
|
| 105 |
+
<!-- Prior Work: CopernicusAI Research Interface -->
|
| 106 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-12">
|
| 107 |
+
<div class="bg-gradient-to-r from-purple-50 to-blue-50 rounded-xl shadow-lg p-8 mb-8">
|
| 108 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-4">Prior Work & Current Status</h2>
|
| 109 |
+
|
| 110 |
+
<div class="bg-white rounded-lg p-6 mb-6">
|
| 111 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-3">Prior Work (2024-2025)</h3>
|
| 112 |
+
<p class="text-lg text-gray-700 leading-relaxed mb-4">
|
| 113 |
+
CopernicusAI is an active research prototype exploring AI-generated audio briefings as an interface for assisted scientific research.
|
| 114 |
+
</p>
|
| 115 |
+
<p class="text-gray-700 mb-4">
|
| 116 |
+
The system allows any user to generate, refine, and share AI-generated science podcasts based on structured prompts, enabling rapid orientation to a topic, iterative deepening, and personalized research briefings.
|
| 117 |
+
</p>
|
| 118 |
+
<p class="text-gray-700 mb-4">
|
| 119 |
+
Rather than functioning as a static content platform, CopernicusAI supports collectively generated and shared research artifacts, analogous to community-driven knowledge platforms (e.g., discussion forums), but grounded in scientific sources and metadata-aware workflows.
|
| 120 |
+
</p>
|
| 121 |
+
<div class="bg-blue-50 rounded-lg p-4 mt-4">
|
| 122 |
+
<h3 class="font-semibold text-gray-900 mb-2">This work demonstrates technical feasibility for:</h3>
|
| 123 |
+
<ul class="text-gray-700 space-y-1">
|
| 124 |
+
<li>β’ AI-assisted research briefing and orientation</li>
|
| 125 |
+
<li>β’ Iterative question refinement via conversational interfaces</li>
|
| 126 |
+
<li>β’ Integration of text, audio, and metadata in research workflows</li>
|
| 127 |
+
</ul>
|
| 128 |
+
</div>
|
| 129 |
+
</div>
|
| 130 |
+
|
| 131 |
+
<div class="bg-green-50 border-2 border-green-200 rounded-lg p-6">
|
| 132 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-3">Current Implementation (December 2025)</h3>
|
| 133 |
+
<p class="text-gray-700 mb-3">
|
| 134 |
+
The Research Tools Dashboard is <strong>fully operational</strong> and deployed to Google Cloud Run, providing unified access to all components with interactive knowledge graph visualization, vector search, RAG queries, and content browsing.
|
| 135 |
+
</p>
|
| 136 |
+
<p class="text-sm text-gray-600">
|
| 137 |
+
See the "Knowledge Engine Ecosystem" section below for details.
|
| 138 |
+
</p>
|
| 139 |
+
</div>
|
| 140 |
+
</div>
|
| 141 |
+
</section>
|
| 142 |
+
|
| 143 |
+
<!-- Mission & Vision -->
|
| 144 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-12">
|
| 145 |
+
<div class="bg-white rounded-xl shadow-lg p-8 mb-8">
|
| 146 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-4">π― Mission & Vision</h2>
|
| 147 |
+
<p class="text-lg text-gray-700 leading-relaxed mb-4">
|
| 148 |
+
Inspired by Nicolaus Copernicus who challenged accepted knowledge with evidence and rigorous analysis,
|
| 149 |
+
<strong>CopernicusAI</strong> creates collaborative research tools that enable collective participation in
|
| 150 |
+
scientific discovery. These platforms are instruments for exploring humanity's collective knowledgeβtools for
|
| 151 |
+
hypothesis formation, testing, and collaborative research, not just educational content.
|
| 152 |
+
</p>
|
| 153 |
+
<p class="text-gray-600">
|
| 154 |
+
Just as a microscope enables observation of the microscopic world, CopernicusAI tools enable observation and
|
| 155 |
+
exploration of humanity's collective knowledge. Subscribers collaborate to prompt, generate, and refine research
|
| 156 |
+
contentβsharing discoveries publicly or keeping them private. As large language models (LLMs) and AI systems
|
| 157 |
+
gain unprecedented knowledge, CopernicusAI provides the infrastructure for human-AI collaborative knowledge
|
| 158 |
+
exploration, with evidence-based truth-seeking as our guiding principle.
|
| 159 |
+
</p>
|
| 160 |
+
</div>
|
| 161 |
+
</section>
|
| 162 |
+
|
| 163 |
+
<!-- Knowledge Engine Ecosystem -->
|
| 164 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 165 |
+
<div class="bg-gradient-to-r from-purple-50 to-indigo-50 rounded-xl shadow-lg p-8 mb-8">
|
| 166 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-6 text-center">π§© CopernicusAI Knowledge Engine</h2>
|
| 167 |
+
<p class="text-lg text-gray-700 mb-6 text-center max-w-4xl mx-auto">
|
| 168 |
+
An integrated ecosystem of research and collaboration tools designed to assist scientists in their workflow,
|
| 169 |
+
from research discovery through knowledge synthesis to multi-format content generation.
|
| 170 |
+
<a href="https://storage.googleapis.com/regal-scholar-453620-r7-podcast-storage/copernicusai-public-reviewer.html"
|
| 171 |
+
target="_blank" rel="noopener noreferrer"
|
| 172 |
+
class="text-blue-600 hover:underline font-medium">
|
| 173 |
+
View Public Project Interface β
|
| 174 |
+
</a>
|
| 175 |
+
</p>
|
| 176 |
+
|
| 177 |
+
<div class="grid md:grid-cols-2 lg:grid-cols-3 gap-6 mb-6">
|
| 178 |
+
<div class="bg-white rounded-lg p-6 card-hover border-2 border-purple-300">
|
| 179 |
+
<div class="text-3xl mb-3">ποΈ</div>
|
| 180 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-2">CopernicusAI Podcast Generation</h3>
|
| 181 |
+
<p class="text-sm text-gray-600 mb-3">Synthesis & distribution platform for AI-powered research briefing podcast generation</p>
|
| 182 |
+
<a href="https://www.copernicusai.fyi" target="_blank" rel="noopener noreferrer" class="text-xs text-blue-600 hover:underline">Visit Website β</a>
|
| 183 |
+
</div>
|
| 184 |
|
| 185 |
+
<div class="bg-white rounded-lg p-6 card-hover">
|
| 186 |
+
<div class="text-3xl mb-3">π οΈ</div>
|
| 187 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-2">Programming Framework</h3>
|
| 188 |
+
<p class="text-sm text-gray-600 mb-3">Foundational meta-tool for universal process analysis across disciplines</p>
|
| 189 |
+
<a href="https://huggingface.co/spaces/garywelz/programming_framework" target="_blank" rel="noopener noreferrer" class="text-xs text-blue-600 hover:underline">Explore β</a>
|
| 190 |
+
</div>
|
| 191 |
|
| 192 |
+
<div class="bg-white rounded-lg p-6 card-hover">
|
| 193 |
+
<div class="text-3xl mb-3">π§¬</div>
|
| 194 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-2">Genome Logic Modeling Project</h3>
|
| 195 |
+
<p class="text-sm text-gray-600 mb-3">Mermaid markdown format flowcharts modeling 100+ biochemical processes in Yeast and E. Coli</p>
|
| 196 |
+
<a href="https://huggingface.co/spaces/garywelz/glmp" target="_blank" rel="noopener noreferrer" class="text-xs text-blue-600 hover:underline">Explore β</a>
|
| 197 |
+
</div>
|
| 198 |
|
| 199 |
+
<div class="bg-white rounded-lg p-6 card-hover">
|
| 200 |
+
<div class="text-3xl mb-3">π</div>
|
| 201 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-2">Research Paper Database</h3>
|
| 202 |
+
<p class="text-sm text-gray-600 mb-3">Core data infrastructure for research paper metadata and citation networks</p>
|
| 203 |
+
<a href="https://huggingface.co/spaces/garywelz/metadata_database" target="_blank" rel="noopener noreferrer" class="text-xs text-blue-600 hover:underline">Explore β</a>
|
| 204 |
+
</div>
|
|
|
|
|
|
|
|
|
|
| 205 |
|
| 206 |
+
<div class="bg-white rounded-lg p-6 card-hover">
|
| 207 |
+
<div class="text-3xl mb-3">π¬</div>
|
| 208 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-2">Science Video Database</h3>
|
| 209 |
+
<p class="text-sm text-gray-600 mb-3">Multi-modal content with transcript-based search for scientific videos</p>
|
| 210 |
+
<a href="https://storage.googleapis.com/regal-scholar-453620-r7-podcast-storage/videos-database-table.html" target="_blank" rel="noopener noreferrer" class="text-xs text-blue-600 hover:underline">Explore β</a>
|
| 211 |
+
</div>
|
|
|
|
|
|
|
|
|
|
| 212 |
|
| 213 |
+
<div class="bg-white rounded-lg p-6 card-hover border-2 border-green-300">
|
| 214 |
+
<div class="text-3xl mb-3">πΊοΈ</div>
|
| 215 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-2">Research Tools Dashboard</h3>
|
| 216 |
+
<p class="text-sm text-gray-600 mb-3">β
Prototype web interface for testing knowledge graph, vector search, RAG queries, and content browsing</p>
|
| 217 |
+
<a href="https://copernicus-frontend-phzp4ie2sq-uc.a.run.app/knowledge-engine" target="_blank" rel="noopener noreferrer" class="text-xs text-blue-600 hover:underline">Live System β</a>
|
| 218 |
+
</div>
|
| 219 |
</div>
|
| 220 |
+
</div>
|
| 221 |
+
</section>
|
| 222 |
+
|
| 223 |
+
<!-- Key Statistics -->
|
| 224 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 225 |
+
<div class="grid md:grid-cols-2 lg:grid-cols-4 gap-6 mb-12">
|
| 226 |
+
<div class="bg-white rounded-lg shadow-md p-6 text-center">
|
| 227 |
+
<div class="stat-number mb-2">23,246</div>
|
| 228 |
+
<div class="text-gray-600 font-semibold">Research Papers</div>
|
| 229 |
+
<div class="text-sm text-gray-500 mt-1">Indexed in Knowledge Engine (As of January 2025)</div>
|
| 230 |
+
</div>
|
| 231 |
+
<div class="bg-white rounded-lg shadow-md p-6 text-center">
|
| 232 |
+
<div class="stat-number mb-2">314</div>
|
| 233 |
+
<div class="text-gray-600 font-semibold">Processes</div>
|
| 234 |
+
<div class="text-sm text-gray-500 mt-1">Visualized across 6 databases (As of January 2025)</div>
|
| 235 |
+
</div>
|
| 236 |
+
<div class="bg-white rounded-lg shadow-md p-6 text-center">
|
| 237 |
+
<div class="stat-number mb-2">753</div>
|
| 238 |
+
<div class="text-gray-600 font-semibold">Videos</div>
|
| 239 |
+
<div class="text-sm text-gray-500 mt-1">Science videos indexed (As of January 2025)</div>
|
| 240 |
+
</div>
|
| 241 |
+
<div class="bg-white rounded-lg shadow-md p-6 text-center">
|
| 242 |
+
<div class="stat-number mb-2">79</div>
|
| 243 |
+
<div class="text-gray-600 font-semibold">Podcasts</div>
|
| 244 |
+
<div class="text-sm text-gray-500 mt-1">Generated across 5 disciplines (As of January 2025)</div>
|
| 245 |
+
</div>
|
| 246 |
+
</div>
|
| 247 |
+
</section>
|
| 248 |
+
|
| 249 |
+
<!-- Core Platform Capabilities -->
|
| 250 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 251 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-8 text-center">π Core Platform Capabilities</h2>
|
| 252 |
+
|
| 253 |
+
<div class="space-y-8">
|
| 254 |
+
<!-- AI Podcast Generation -->
|
| 255 |
+
<div class="bg-white rounded-xl shadow-lg p-8">
|
| 256 |
+
<div class="flex items-start mb-4">
|
| 257 |
+
<span class="text-4xl mr-4">ποΈ</span>
|
| 258 |
+
<div class="flex-1">
|
| 259 |
+
<h3 class="text-2xl font-bold text-gray-900 mb-3">AI-Powered Podcast Generation</h3>
|
| 260 |
+
<p class="text-gray-600 mb-4">
|
| 261 |
+
Collaborative research platform where subscribers prompt and generate multi-voice AI podcasts
|
| 262 |
+
(5-10 minutes) synthesizing research from multiple academic sources. Subscribers can share their
|
| 263 |
+
podcasts publicly or keep them private. Evidence-based content generation requiring minimum 3
|
| 264 |
+
research sources per episode.
|
| 265 |
+
</p>
|
| 266 |
+
<div class="grid md:grid-cols-2 gap-4 mt-4">
|
| 267 |
+
<div>
|
| 268 |
+
<h4 class="font-semibold text-gray-800 mb-2">Key Features:</h4>
|
| 269 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 270 |
+
<li>β Comprehensive research integration (8+ databases)</li>
|
| 271 |
+
<li>β Professional multi-speaker dialogue</li>
|
| 272 |
+
<li>β AI-generated scientific visualizations</li>
|
| 273 |
+
<li>β RSS feed distribution</li>
|
| 274 |
+
<li>β Quality scoring & relevance ranking</li>
|
| 275 |
+
<li>β Paradigm shift identification</li>
|
| 276 |
+
</ul>
|
| 277 |
+
</div>
|
| 278 |
+
<div>
|
| 279 |
+
<h4 class="font-semibold text-gray-800 mb-2">Research Integration:</h4>
|
| 280 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 281 |
+
<li>β Real-time discovery from 8+ APIs</li>
|
| 282 |
+
<li>β Parallel search across databases</li>
|
| 283 |
+
<li>β Automatic citation extraction</li>
|
| 284 |
+
<li>β Source validation & verification</li>
|
| 285 |
+
<li>β Interdisciplinary connection analysis</li>
|
| 286 |
+
</ul>
|
| 287 |
+
</div>
|
| 288 |
+
</div>
|
| 289 |
</div>
|
| 290 |
</div>
|
| 291 |
</div>
|
| 292 |
|
| 293 |
+
<!-- LLM Integration -->
|
| 294 |
+
<div class="bg-white rounded-xl shadow-lg p-8">
|
| 295 |
+
<div class="flex items-start mb-4">
|
| 296 |
+
<span class="text-4xl mr-4">π€</span>
|
| 297 |
+
<div class="flex-1">
|
| 298 |
+
<h3 class="text-2xl font-bold text-gray-900 mb-3">Advanced LLM Integration</h3>
|
| 299 |
+
<p class="text-gray-600 mb-4">Multi-model architecture with intelligent model selection:</p>
|
| 300 |
+
<div class="grid md:grid-cols-2 gap-4">
|
| 301 |
+
<div>
|
| 302 |
+
<h4 class="font-semibold text-gray-800 mb-2">Primary Models:</h4>
|
| 303 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 304 |
+
<li>β’ <strong>Google Gemini 3</strong> - Latest research analysis and content generation</li>
|
| 305 |
+
<li>β’ <strong>OpenAI GPT-4/GPT-3.5</strong> - Content synthesis and quality validation</li>
|
| 306 |
+
<li>β’ <strong>Anthropic Claude 3</strong> (Sonnet, Haiku) - Alternative reasoning paths</li>
|
| 307 |
+
<li>β’ <strong>ElevenLabs TTS</strong> - Multi-voice text-to-speech synthesis</li>
|
| 308 |
+
</ul>
|
| 309 |
+
</div>
|
| 310 |
+
<div>
|
| 311 |
+
<h4 class="font-semibold text-gray-800 mb-2">Capabilities:</h4>
|
| 312 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 313 |
+
<li>β’ Multi-paper analysis & synthesis</li>
|
| 314 |
+
<li>β’ Paradigm shift detection</li>
|
| 315 |
+
<li>β’ Entity extraction (genes, proteins, compounds)</li>
|
| 316 |
+
<li>β’ Citation tracking & cross-references</li>
|
| 317 |
+
<li>β’ Content quality scoring</li>
|
| 318 |
+
</ul>
|
| 319 |
+
</div>
|
| 320 |
+
</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 321 |
</div>
|
| 322 |
</div>
|
| 323 |
</div>
|
| 324 |
|
| 325 |
+
<!-- Research Resources -->
|
| 326 |
+
<div class="bg-white rounded-xl shadow-lg p-8">
|
| 327 |
+
<div class="flex items-start mb-4">
|
| 328 |
+
<span class="text-4xl mr-4">π</span>
|
| 329 |
+
<div class="flex-1">
|
| 330 |
+
<h3 class="text-2xl font-bold text-gray-900 mb-3">Research Resource Access</h3>
|
| 331 |
+
<p class="text-gray-600 mb-4">
|
| 332 |
+
Comprehensive academic database coverage with <strong>250+ million research papers</strong> accessible
|
| 333 |
+
through integrated APIs.
|
| 334 |
+
</p>
|
| 335 |
+
<div class="grid md:grid-cols-2 gap-4">
|
| 336 |
+
<div>
|
| 337 |
+
<h4 class="font-semibold text-gray-800 mb-2">Academic Databases:</h4>
|
| 338 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 339 |
+
<li>β’ PubMed/NCBI (~30+ million papers)</li>
|
| 340 |
+
<li>β’ arXiv (~2+ million preprints)</li>
|
| 341 |
+
<li>β’ NASA ADS (~15+ million papers)</li>
|
| 342 |
+
<li>β’ Zenodo (100K+ datasets)</li>
|
| 343 |
+
<li>β’ bioRxiv/medRxiv (preprints)</li>
|
| 344 |
+
<li>β’ CORE (~200+ million papers)</li>
|
| 345 |
+
<li>β’ Google Scholar (comprehensive)</li>
|
| 346 |
+
<li>β’ News API (current events)</li>
|
| 347 |
+
<li>β’ YouTube Data API (academic videos)</li>
|
| 348 |
+
</ul>
|
| 349 |
+
</div>
|
| 350 |
</div>
|
|
|
|
| 351 |
</div>
|
| 352 |
+
</div>
|
| 353 |
+
</div>
|
| 354 |
|
| 355 |
+
<!-- Audio and Video Podcast Production -->
|
| 356 |
+
<div class="bg-white rounded-xl shadow-lg p-8">
|
| 357 |
+
<div class="flex items-start mb-4">
|
| 358 |
+
<span class="text-4xl mr-4">ποΈ</span>
|
| 359 |
+
<div class="flex-1">
|
| 360 |
+
<h3 class="text-2xl font-bold text-gray-900 mb-3">Audio and Video Podcast Production</h3>
|
| 361 |
+
<p class="text-gray-600 mb-4">
|
| 362 |
+
<strong>Operating Audio Podcast System:</strong> Full production and distribution platform for subscriber-generated
|
| 363 |
+
podcasts. Users can prompt, generate, publish, and distribute audio podcasts with RSS feed support for
|
| 364 |
+
Spotify, Apple Podcasts, and Google Podcasts.
|
| 365 |
+
</p>
|
| 366 |
+
<div class="bg-green-50 rounded-lg p-4 mb-4">
|
| 367 |
+
<h4 class="font-semibold text-gray-800 mb-2">Current Audio Capabilities (Operational):</h4>
|
| 368 |
+
<ul class="text-sm text-gray-700 space-y-1">
|
| 369 |
+
<li>β Multi-voice AI podcast generation</li>
|
| 370 |
+
<li>β Research-driven content creation</li>
|
| 371 |
+
<li>β RSS feed distribution</li>
|
| 372 |
+
<li>β Public and private podcast options</li>
|
| 373 |
+
<li>β Professional audio quality</li>
|
| 374 |
+
</ul>
|
| 375 |
</div>
|
| 376 |
+
<div class="bg-blue-50 rounded-lg p-4 mt-4">
|
| 377 |
+
<h4 class="font-semibold text-gray-800 mb-2">Video Production (Future - Phase 2+):</h4>
|
| 378 |
+
<p class="text-sm text-gray-700 mb-2">Advanced video features planned for future development:</p>
|
| 379 |
+
<ul class="text-sm text-gray-700 space-y-2">
|
| 380 |
+
<li>β’ <strong>Visual Content Integration:</strong> Automated extraction from papers, web scraping, JSON database integration</li>
|
| 381 |
+
<li>β’ <strong>Dynamic Visualizations:</strong> Scientific animations, real-time charts, LaTeX rendering</li>
|
| 382 |
+
<li>β’ <strong>External Video Quoting:</strong> YouTube segment extraction with attribution & fair use compliance</li>
|
| 383 |
+
<li>β’ <strong>Advanced Composition:</strong> Multi-layer video, auto subtitles, text overlays, professional transitions</li>
|
| 384 |
+
</ul>
|
| 385 |
+
<p class="text-xs text-gray-600 mt-2">
|
| 386 |
+
See: <a href="https://huggingface.co/spaces/garywelz/sciencevideodb" class="text-blue-600 hover:underline">Science Video Database</a> - Companion project for research video content management.
|
| 387 |
+
</p>
|
| 388 |
</div>
|
|
|
|
| 389 |
</div>
|
| 390 |
+
</div>
|
| 391 |
+
</div>
|
| 392 |
|
| 393 |
+
<!-- Research Papers Metadata Database -->
|
| 394 |
+
<div class="bg-white rounded-xl shadow-lg p-8">
|
| 395 |
+
<div class="flex items-start mb-4">
|
| 396 |
+
<span class="text-4xl mr-4">π</span>
|
| 397 |
+
<div class="flex-1">
|
| 398 |
+
<h3 class="text-2xl font-bold text-gray-900 mb-3">Research Papers Metadata Database (Phase 2)</h3>
|
| 399 |
+
<p class="text-gray-600 mb-4">
|
| 400 |
+
A centralized <strong>metadata repository</strong> (not a file archive) providing structured JSON objects
|
| 401 |
+
with AI-powered preprocessing.
|
| 402 |
+
</p>
|
| 403 |
+
<div class="grid md:grid-cols-2 gap-4">
|
| 404 |
+
<div>
|
| 405 |
+
<h4 class="font-semibold text-gray-800 mb-2">Structured JSON Objects:</h4>
|
| 406 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 407 |
+
<li>β’ DOI, arXiv ID, publication info</li>
|
| 408 |
+
<li>β’ Abstracts & key findings</li>
|
| 409 |
+
<li>β’ Extracted entities (genes, proteins, compounds, equations)</li>
|
| 410 |
+
<li>β’ Citation networks & cross-references</li>
|
| 411 |
+
<li>β’ Paradigm shift indicators</li>
|
| 412 |
+
<li>β’ Quality scores & relevance metrics</li>
|
| 413 |
+
</ul>
|
| 414 |
+
</div>
|
| 415 |
+
<div>
|
| 416 |
+
<h4 class="font-semibold text-gray-800 mb-2">AI-Powered Preprocessing:</h4>
|
| 417 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 418 |
+
<li>β’ LLM-based entity extraction</li>
|
| 419 |
+
<li>β’ Automatic categorization</li>
|
| 420 |
+
<li>β’ Keyword extraction & semantic tagging</li>
|
| 421 |
+
<li>β’ Citation tracking & mapping</li>
|
| 422 |
+
<li>β’ Quality assessment</li>
|
| 423 |
+
<li>β’ RESTful API access</li>
|
| 424 |
+
</ul>
|
| 425 |
+
</div>
|
| 426 |
</div>
|
| 427 |
</div>
|
| 428 |
+
</div>
|
| 429 |
+
</div>
|
| 430 |
+
</div>
|
| 431 |
+
</section>
|
| 432 |
|
| 433 |
+
<!-- Methodological Details -->
|
| 434 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 435 |
+
<div class="bg-white rounded-xl shadow-lg p-8 mb-8">
|
| 436 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-6">π¬ Methodology & System Design</h2>
|
| 437 |
+
|
| 438 |
+
<div class="grid md:grid-cols-2 gap-6 mb-6">
|
| 439 |
+
<div class="bg-blue-50 rounded-lg p-6">
|
| 440 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Multi-Source Validation Process</h3>
|
| 441 |
+
<p class="text-gray-700 mb-3">
|
| 442 |
+
The system requires a <strong>minimum of 3 research sources</strong> per podcast episode. Each source is:
|
| 443 |
+
</p>
|
| 444 |
+
<ul class="text-sm text-gray-700 space-y-2">
|
| 445 |
+
<li>β’ Retrieved from authoritative academic databases (PubMed, arXiv, NASA ADS, etc.)</li>
|
| 446 |
+
<li>β’ Validated for authenticity and publication status</li>
|
| 447 |
+
<li>β’ Scored for quality and relevance to the research topic</li>
|
| 448 |
+
<li>β’ Cross-referenced to verify consistency and eliminate conflicting information</li>
|
| 449 |
+
<li>β’ Processed through parallel API queries for comprehensive coverage</li>
|
| 450 |
+
</ul>
|
| 451 |
+
</div>
|
| 452 |
+
|
| 453 |
+
<div class="bg-green-50 rounded-lg p-6">
|
| 454 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Quality Assurance Mechanisms</h3>
|
| 455 |
+
<ul class="text-sm text-gray-700 space-y-2">
|
| 456 |
+
<li>β’ <strong>Source Verification:</strong> Automated checking of DOI, arXiv IDs, and publication metadata</li>
|
| 457 |
+
<li>β’ <strong>Relevance Scoring:</strong> LLM-based assessment of paper relevance to query</li>
|
| 458 |
+
<li>β’ <strong>Paradigm Shift Detection:</strong> Identification of revolutionary vs. incremental research</li>
|
| 459 |
+
<li>β’ <strong>Citation Extraction:</strong> Automatic extraction and formatting of citations</li>
|
| 460 |
+
<li>β’ <strong>Content Validation:</strong> Multi-model verification (Gemini, GPT-4, Claude) for accuracy</li>
|
| 461 |
+
</ul>
|
| 462 |
</div>
|
| 463 |
</div>
|
| 464 |
+
|
| 465 |
+
<div class="bg-purple-50 rounded-lg p-6 mb-6">
|
| 466 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Citation Extraction & Verification</h3>
|
| 467 |
+
<p class="text-gray-700 mb-3">
|
| 468 |
+
The system automatically extracts and formats citations from research papers:
|
| 469 |
+
</p>
|
| 470 |
+
<ul class="text-sm text-gray-700 space-y-2">
|
| 471 |
+
<li>β’ DOI resolution and metadata enrichment</li>
|
| 472 |
+
<li>β’ arXiv ID parsing and preprint identification</li>
|
| 473 |
+
<li>β’ Author, title, and publication information extraction</li>
|
| 474 |
+
<li>β’ Cross-reference linking between related papers</li>
|
| 475 |
+
<li>β’ Citation network analysis for relationship mapping</li>
|
| 476 |
+
</ul>
|
| 477 |
+
</div>
|
| 478 |
+
|
| 479 |
+
<div class="bg-orange-50 rounded-lg p-6">
|
| 480 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Paradigm Shift Detection Implementation</h3>
|
| 481 |
+
<p class="text-gray-700 mb-3">
|
| 482 |
+
The system uses LLM analysis to identify paradigm-shifting research by:
|
| 483 |
+
</p>
|
| 484 |
+
<ul class="text-sm text-gray-700 space-y-2">
|
| 485 |
+
<li>β’ Analyzing citation patterns and impact metrics</li>
|
| 486 |
+
<li>β’ Detecting novel methodologies or breakthrough discoveries</li>
|
| 487 |
+
<li>β’ Comparing against established knowledge frameworks</li>
|
| 488 |
+
<li>β’ Identifying interdisciplinary connections and cross-domain insights</li>
|
| 489 |
+
<li>β’ Flagging research that challenges existing paradigms</li>
|
| 490 |
+
</ul>
|
| 491 |
+
</div>
|
| 492 |
+
</div>
|
| 493 |
+
</section>
|
| 494 |
|
| 495 |
+
<!-- Technology Stack -->
|
| 496 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 497 |
+
<div class="bg-white rounded-xl shadow-lg p-8">
|
| 498 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-6">βοΈ Technology Stack</h2>
|
| 499 |
+
|
| 500 |
+
<div class="grid md:grid-cols-3 gap-6 mb-6">
|
| 501 |
+
<div>
|
| 502 |
+
<h3 class="text-lg font-semibold text-gray-800 mb-3">AI & Machine Learning</h3>
|
| 503 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 504 |
+
<li>β’ Google Gemini 3</li>
|
| 505 |
+
<li>β’ Google Vertex AI (model orchestration)</li>
|
| 506 |
+
<li>β’ OpenAI GPT-4/GPT-3.5</li>
|
| 507 |
+
<li>β’ Anthropic Claude 3</li>
|
| 508 |
+
<li>β’ ElevenLabs TTS</li>
|
| 509 |
+
<li>β’ DALL-E 3</li>
|
| 510 |
+
<li>β’ Cloud Vision API</li>
|
| 511 |
+
<li>β’ Video Intelligence API</li>
|
| 512 |
+
</ul>
|
| 513 |
+
</div>
|
| 514 |
+
|
| 515 |
+
<div>
|
| 516 |
+
<h3 class="text-lg font-semibold text-gray-800 mb-3">Backend Infrastructure</h3>
|
| 517 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 518 |
+
<li>β’ FastAPI (Python)</li>
|
| 519 |
+
<li>β’ Google Cloud Run</li>
|
| 520 |
+
<li>β’ Firestore (NoSQL)</li>
|
| 521 |
+
<li>β’ Cloud Storage</li>
|
| 522 |
+
<li>β’ Cloud Functions</li>
|
| 523 |
+
<li>β’ Cloud Tasks</li>
|
| 524 |
+
<li>β’ Secret Manager</li>
|
| 525 |
+
</ul>
|
| 526 |
+
</div>
|
| 527 |
+
|
| 528 |
+
<div>
|
| 529 |
+
<h3 class="text-lg font-semibold text-gray-800 mb-3">Frontend</h3>
|
| 530 |
+
<ul class="text-sm text-gray-600 space-y-1">
|
| 531 |
+
<li>β’ Next.js 15.5.7</li>
|
| 532 |
+
<li>β’ Alpine.js</li>
|
| 533 |
+
<li>β’ Tailwind CSS</li>
|
| 534 |
+
<li>β’ Vercel</li>
|
| 535 |
+
</ul>
|
| 536 |
+
</div>
|
| 537 |
+
</div>
|
| 538 |
+
</div>
|
| 539 |
+
</section>
|
| 540 |
+
|
| 541 |
+
<!-- Limitations & Future Work -->
|
| 542 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 543 |
+
<div class="bg-white rounded-xl shadow-lg p-8 mb-8">
|
| 544 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-6">π Limitations & Future Directions</h2>
|
| 545 |
+
|
| 546 |
+
<div class="grid md:grid-cols-2 gap-6">
|
| 547 |
+
<div class="bg-yellow-50 rounded-lg p-6 border-l-4 border-yellow-400">
|
| 548 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Current Limitations</h3>
|
| 549 |
+
<ul class="text-sm text-gray-700 space-y-2">
|
| 550 |
+
<li>β’ <strong>Discipline Coverage:</strong> Currently indexing 23,246 papers across multiple disciplines; expansion to additional disciplines in progress</li>
|
| 551 |
+
<li>β’ <strong>Source Bias:</strong> Coverage depends on database API availability and open access policies</li>
|
| 552 |
+
<li>β’ <strong>LLM Accuracy:</strong> Content generation relies on LLM accuracy; multi-source validation mitigates but doesn't eliminate errors</li>
|
| 553 |
+
<li>β’ <strong>Real-Time Updates:</strong> Knowledge graph updates require manual or scheduled processing cycles</li>
|
| 554 |
+
<li>β’ <strong>Language:</strong> Currently optimized for English-language research papers</li>
|
| 555 |
+
</ul>
|
| 556 |
+
</div>
|
| 557 |
+
|
| 558 |
+
<div class="bg-blue-50 rounded-lg p-6 border-l-4 border-blue-400">
|
| 559 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Future Development</h3>
|
| 560 |
+
<ul class="text-sm text-gray-700 space-y-2">
|
| 561 |
+
<li>β’ <strong>Multi-Discipline Expansion:</strong> Expanding knowledge graph to Biology, Chemistry, Physics, Computer Science</li>
|
| 562 |
+
<li>β’ <strong>Process Databases:</strong> Creating comprehensive flowchart databases for all 5 disciplines (~50 processes each)</li>
|
| 563 |
+
<li>β’ <strong>Advanced Video Features:</strong> Dynamic visualizations, animations, and multi-layer composition</li>
|
| 564 |
+
<li>β’ <strong>Multi-Language Support:</strong> Extending to non-English research papers</li>
|
| 565 |
+
<li>β’ <strong>Enhanced Validation:</strong> Peer review mechanisms and user feedback integration</li>
|
| 566 |
+
<li>β’ <strong>Real-Time Updates:</strong> Automated continuous knowledge graph updates</li>
|
| 567 |
+
</ul>
|
| 568 |
+
</div>
|
| 569 |
+
</div>
|
| 570 |
+
</div>
|
| 571 |
+
</section>
|
| 572 |
+
|
| 573 |
+
<!-- Research & Collaborative Tools -->
|
| 574 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 575 |
+
<div class="bg-gradient-to-r from-green-50 to-blue-50 rounded-xl p-8">
|
| 576 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-6">π¬ Collaborative Research Tools</h2>
|
| 577 |
+
|
| 578 |
+
<div class="grid md:grid-cols-2 gap-6 mb-6">
|
| 579 |
+
<div>
|
| 580 |
+
<h3 class="text-xl font-semibold text-gray-800 mb-3">Collaborative Research Tools</h3>
|
| 581 |
+
<p class="text-gray-700 mb-3">
|
| 582 |
+
These platforms enable collective participation and collaboration across diverse user communities:
|
| 583 |
+
</p>
|
| 584 |
+
<ul class="text-gray-700 space-y-2">
|
| 585 |
+
<li>β’ <strong>Researchers</strong> - Tools for hypothesis formation and testing, cross-disciplinary synthesis</li>
|
| 586 |
+
<li>β’ <strong>Collaborators</strong> - Collective knowledge exploration and refinement</li>
|
| 587 |
+
<li>β’ <strong>Subscribers</strong> - Prompt, generate, and share podcasts (public or private)</li>
|
| 588 |
+
<li>β’ <strong>Community</strong> - User suggestions, comments, and collaborative flowchart improvement (GLMP)</li>
|
| 589 |
+
</ul>
|
| 590 |
+
<p class="text-gray-600 mt-4 italic">
|
| 591 |
+
Like a microscope enables observation of the microscopic world, these tools enable observation and
|
| 592 |
+
exploration of humanity's collective knowledge.
|
| 593 |
+
</p>
|
| 594 |
+
</div>
|
| 595 |
+
|
| 596 |
+
<div>
|
| 597 |
+
<h3 class="text-xl font-semibold text-gray-800 mb-3">Key Innovations</h3>
|
| 598 |
+
<ul class="text-gray-700 space-y-2">
|
| 599 |
+
<li>β’ Multi-source validation (min 3 sources)</li>
|
| 600 |
+
<li>β’ Evidence-based generation</li>
|
| 601 |
+
<li>β’ Paradigm shift detection</li>
|
| 602 |
+
<li>β’ Interdisciplinary connections</li>
|
| 603 |
+
<li>β’ Multiple expertise levels</li>
|
| 604 |
+
<li>β’ Full citation tracking</li>
|
| 605 |
+
</ul>
|
| 606 |
+
</div>
|
| 607 |
+
</div>
|
| 608 |
+
</div>
|
| 609 |
+
</section>
|
| 610 |
+
|
| 611 |
+
<!-- Prior Work & Research Contributions -->
|
| 612 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 613 |
+
<div class="bg-gradient-to-r from-purple-50 to-blue-50 rounded-xl shadow-lg p-8">
|
| 614 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-6">π Prior Work & Research Contributions</h2>
|
| 615 |
+
|
| 616 |
+
<div class="bg-white rounded-lg p-6 mb-6">
|
| 617 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Overview</h3>
|
| 618 |
+
<p class="text-gray-700 mb-4">
|
| 619 |
+
This platform represents <strong>prior work</strong> that demonstrates foundational research and development
|
| 620 |
+
achievements in AI-powered scientific knowledge synthesis, collaborative research tools, and multi-modal content
|
| 621 |
+
generation. These contributions establish the technical foundation and proof-of-concept for the broader
|
| 622 |
+
<strong>CopernicusAI Knowledge Engine</strong> initiative.
|
| 623 |
+
</p>
|
| 624 |
+
</div>
|
| 625 |
+
|
| 626 |
+
<div class="grid md:grid-cols-2 gap-6 mb-6">
|
| 627 |
+
<div class="bg-white rounded-lg p-6">
|
| 628 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-3">π¬ Research Contributions</h3>
|
| 629 |
+
<ul class="text-sm text-gray-700 space-y-2">
|
| 630 |
+
<li>β’ <strong>AI-Powered Research Synthesis:</strong> Production system for multi-source research synthesis using LLMs</li>
|
| 631 |
+
<li>β’ <strong>Multi-Model Architecture:</strong> Intelligent model selection with Gemini 3, GPT-4, Claude 3</li>
|
| 632 |
+
<li>β’ <strong>Collaborative Platform:</strong> Subscriber-driven content generation with public/private sharing</li>
|
| 633 |
+
<li>β’ <strong>Knowledge Engine Integration:</strong> Architecture for Research Papers DB, Video DB, GLMP, Framework</li>
|
| 634 |
+
</ul>
|
| 635 |
+
</div>
|
| 636 |
+
|
| 637 |
+
<div class="bg-white rounded-lg p-6">
|
| 638 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-3">βοΈ Technical Achievements</h3>
|
| 639 |
+
<ul class="text-sm text-gray-700 space-y-2">
|
| 640 |
+
<li>β’ <strong>250+ Million Papers:</strong> Accessible via 8+ integrated academic databases</li>
|
| 641 |
+
<li>β’ <strong>79 Episodes:</strong> Generated across 5 scientific disciplines</li>
|
| 642 |
+
<li>β’ <strong>Production Deployment:</strong> Live platform with operational API and RSS distribution</li>
|
| 643 |
+
<li>β’ <strong>Scalable Architecture:</strong> Serverless microservices on Google Cloud</li>
|
| 644 |
+
</ul>
|
| 645 |
+
</div>
|
| 646 |
+
</div>
|
| 647 |
+
|
| 648 |
+
<div class="bg-white rounded-lg p-6 mb-6">
|
| 649 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-3">π― Position Within CopernicusAI Knowledge Engine</h3>
|
| 650 |
+
<p class="text-gray-700 mb-3">
|
| 651 |
+
This platform serves as the <strong>core synthesis and distribution component</strong> of the CopernicusAI Knowledge Engine.
|
| 652 |
+
The Knowledge Engine is an integrated ecosystem of research and collaboration tools that work together to assist scientists
|
| 653 |
+
in their workflow, from research discovery through knowledge synthesis to multi-format content generation.
|
| 654 |
+
</p>
|
| 655 |
+
<div class="bg-blue-50 rounded-lg p-4 mb-3">
|
| 656 |
+
<h4 class="font-semibold text-gray-900 mb-2">Current Components:</h4>
|
| 657 |
+
<div class="grid md:grid-cols-2 gap-4 text-sm">
|
| 658 |
+
<ul class="text-gray-700 space-y-1">
|
| 659 |
+
<li>1. <strong>CopernicusAI</strong> (This platform) - Core synthesis & distribution</li>
|
| 660 |
+
<li>2. <strong>Programming Framework</strong> - Foundational meta-tool</li>
|
| 661 |
+
<li>3. <strong>GLMP</strong> - Biological process visualization</li>
|
| 662 |
+
</ul>
|
| 663 |
+
<ul class="text-gray-700 space-y-1">
|
| 664 |
+
<li>4. <strong>Research Paper Metadata Database</strong> - Data infrastructure</li>
|
| 665 |
+
<li>5. <strong>Science Video Database</strong> - Multi-modal content</li>
|
| 666 |
+
</ul>
|
| 667 |
</div>
|
| 668 |
+
</div>
|
| 669 |
+
<div class="bg-purple-50 rounded-lg p-4">
|
| 670 |
+
<h4 class="font-semibold text-gray-900 mb-2">Future Development:</h4>
|
| 671 |
+
<p class="text-gray-700 text-sm">
|
| 672 |
+
The Knowledge Engine is designed to grow and evolve. Additional tools, databases, and collaboration components
|
| 673 |
+
will be added as the project develops, expanding capabilities for AI-assisted scientific research and knowledge discovery.
|
| 674 |
+
</p>
|
| 675 |
+
</div>
|
| 676 |
+
</div>
|
| 677 |
+
|
| 678 |
+
<div class="bg-blue-50 rounded-lg p-6">
|
| 679 |
+
<h3 class="text-lg font-semibold text-gray-900 mb-3">π Citation Information</h3>
|
| 680 |
+
<p class="text-sm text-gray-700 mb-3">
|
| 681 |
+
<strong>For Grant Proposals (NSF/DOE):</strong>
|
| 682 |
+
</p>
|
| 683 |
+
<div class="bg-white rounded p-4 font-mono text-sm text-gray-800 mb-4">
|
| 684 |
+
<p class="mb-2">Welz, G. (2025). CopernicusAI: Knowledge Engine for Scientific Discovery.</p>
|
| 685 |
+
<p class="mb-2">Hugging Face Space. https://huggingface.co/spaces/garywelz/copernicusai</p>
|
| 686 |
+
<p>Live Platform: https://www.copernicusai.fyi</p>
|
| 687 |
+
</div>
|
| 688 |
+
<div class="bg-white rounded p-4 mb-4">
|
| 689 |
+
<p class="text-sm font-semibold text-gray-700 mb-2">BibTeX Format:</p>
|
| 690 |
+
<pre class="bg-gray-900 text-green-400 p-3 rounded text-xs overflow-x-auto"><code>@misc{welz2025copernicusai,
|
| 691 |
+
title={CopernicusAI: Knowledge Engine for Scientific Discovery},
|
| 692 |
+
author={Welz, Gary},
|
| 693 |
+
year={2025},
|
| 694 |
+
url={https://huggingface.co/spaces/garywelz/copernicusai},
|
| 695 |
+
note={Hugging Face Space, Live Platform: https://www.copernicusai.fyi}
|
| 696 |
+
}</code></pre>
|
| 697 |
+
</div>
|
| 698 |
+
</div>
|
| 699 |
+
</div>
|
| 700 |
+
</section>
|
| 701 |
+
|
| 702 |
+
<!-- Data Availability Statement -->
|
| 703 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 704 |
+
<div class="bg-white rounded-xl shadow-lg p-8 mb-8">
|
| 705 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-6">π Data Availability Statement</h2>
|
| 706 |
+
|
| 707 |
+
<div class="bg-blue-50 rounded-lg p-6 mb-4">
|
| 708 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Platform Access</h3>
|
| 709 |
+
<ul class="text-gray-700 space-y-2">
|
| 710 |
+
<li>β’ <strong>Live Platform:</strong> <a href="https://www.copernicusai.fyi" target="_blank" class="text-blue-600 hover:underline">https://www.copernicusai.fyi</a> (opens in new tab)</li>
|
| 711 |
+
<li>β’ <strong>Public Project Interface:</strong> <a href="https://storage.googleapis.com/regal-scholar-453620-r7-podcast-storage/copernicusai-public-reviewer.html" target="_blank" class="text-blue-600 hover:underline">https://storage.googleapis.com/regal-scholar-453620-r7-podcast-storage/copernicusai-public-reviewer.html</a> (opens in new tab)</li>
|
| 712 |
+
<li>β’ <strong>Research Tools Dashboard:</strong> <a href="https://copernicus-frontend-phzp4ie2sq-uc.a.run.app/knowledge-engine" target="_blank" class="text-blue-600 hover:underline">https://copernicus-frontend-phzp4ie2sq-uc.a.run.app/knowledge-engine</a> (opens in new tab)</li>
|
| 713 |
+
<li>β’ <strong>API Base URL:</strong> <code class="bg-gray-100 px-2 py-1 rounded">https://copernicus-podcast-api-phzp4ie2sq-uc.a.run.app</code></li>
|
| 714 |
+
<li>β’ <strong>RSS Feed:</strong> <a href="https://storage.googleapis.com/regal-scholar-453620-r7-podcast-storage/feeds/copernicus-mvp-rss-feed.xml" target="_blank" class="text-blue-600 hover:underline">Available for public access</a> (opens in new tab)</li>
|
| 715 |
+
</ul>
|
| 716 |
+
</div>
|
| 717 |
+
|
| 718 |
+
<div class="bg-green-50 rounded-lg p-6 mb-4">
|
| 719 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Data & Code Availability</h3>
|
| 720 |
+
<ul class="text-gray-700 space-y-2">
|
| 721 |
+
<li>β’ <strong>Hugging Face Spaces:</strong> All components accessible at <a href="https://huggingface.co/garywelz" target="_blank" class="text-blue-600 hover:underline">https://huggingface.co/garywelz</a> (opens in new tab)</li>
|
| 722 |
+
<li>β’ <strong>Process Flowcharts (GLMP):</strong> JSON files stored in Google Cloud Storage, accessible via <a href="https://storage.googleapis.com/regal-scholar-453620-r7-podcast-storage/glmp-database-table.html" target="_blank" class="text-blue-600 hover:underline">GLMP Database Table</a> (opens in new tab)</li>
|
| 723 |
+
<li>β’ <strong>Research Paper Metadata:</strong> 23,246 indexed papers with metadata accessible through Research Tools Dashboard</li>
|
| 724 |
+
<li>β’ <strong>API Documentation:</strong> RESTful API endpoints available for programmatic access (see API Documentation section)</li>
|
| 725 |
+
</ul>
|
| 726 |
+
</div>
|
| 727 |
+
|
| 728 |
+
<div class="bg-purple-50 rounded-lg p-6">
|
| 729 |
+
<h3 class="text-xl font-semibold text-gray-900 mb-4">Reproducibility Information</h3>
|
| 730 |
+
<ul class="text-gray-700 space-y-2">
|
| 731 |
+
<li>β’ <strong>Technology Stack:</strong> All technologies and versions documented in Technology Stack section</li>
|
| 732 |
+
<li>β’ <strong>LLM Models:</strong> Google Gemini 3, OpenAI GPT-4/GPT-3.5, Anthropic Claude 3 (versions specified in documentation)</li>
|
| 733 |
+
<li>β’ <strong>Source Citations:</strong> All podcast episodes include full citations to source papers</li>
|
| 734 |
+
<li>β’ <strong>Metadata:</strong> Complete metadata for all generated content available through API</li>
|
| 735 |
+
<li>β’ <strong>License:</strong> MIT License - see license information in space metadata</li>
|
| 736 |
+
</ul>
|
| 737 |
+
</div>
|
| 738 |
+
</div>
|
| 739 |
+
</section>
|
| 740 |
+
|
| 741 |
+
<!-- How to Cite This Work -->
|
| 742 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 743 |
+
<div class="bg-white rounded-xl shadow-lg p-8">
|
| 744 |
+
<h2 class="text-3xl font-bold text-gray-900 mb-6">How to Cite This Work</h2>
|
| 745 |
+
<div class="bg-gray-50 rounded-lg p-6 mb-4">
|
| 746 |
+
<p class="text-gray-800 font-mono text-lg leading-relaxed mb-4">
|
| 747 |
+
Welz, G. (2024β2025). <em>CopernicusAI: AI-Generated Audio Briefings as a Research Interface</em>.<br>
|
| 748 |
+
Hugging Face Spaces. https://huggingface.co/spaces/garywelz/copernicusai
|
| 749 |
+
</p>
|
| 750 |
+
|
| 751 |
+
<div class="border-t border-gray-300 pt-4 mt-4">
|
| 752 |
+
<p class="text-sm font-semibold text-gray-700 mb-2">BibTeX Format:</p>
|
| 753 |
+
<pre class="bg-gray-800 text-green-400 p-4 rounded text-sm overflow-x-auto"><code>@misc{welz2025copernicusai,
|
| 754 |
+
title={CopernicusAI: AI-Generated Audio Briefings as a Research Interface},
|
| 755 |
+
author={Welz, Gary},
|
| 756 |
+
year={2024--2025},
|
| 757 |
+
url={https://huggingface.co/spaces/garywelz/copernicusai},
|
| 758 |
+
note={Hugging Face Space}
|
| 759 |
+
}</code></pre>
|
| 760 |
+
</div>
|
| 761 |
+
</div>
|
| 762 |
+
</div>
|
| 763 |
+
</section>
|
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<!-- Grant Support & Collaboration -->
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<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
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<div class="bg-white rounded-xl shadow-lg p-8">
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<h2 class="text-3xl font-bold text-gray-900 mb-6">π Grant Support & Collaboration</h2>
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<div class="mb-6">
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<h3 class="text-xl font-semibold text-gray-800 mb-3">Grant Applications Supported</h3>
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<p class="text-gray-700 mb-4">
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This platform is designed to support grant applications to:
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</p>
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<div class="grid md:grid-cols-3 gap-4">
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<div class="bg-blue-50 rounded-lg p-4">
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<h4 class="font-semibold text-gray-800 mb-2">NSF</h4>
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<p class="text-sm text-gray-600">National Science Foundation - Science education and research infrastructure</p>
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</div>
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<div class="bg-green-50 rounded-lg p-4">
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<h4 class="font-semibold text-gray-800 mb-2">DOE</h4>
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<p class="text-sm text-gray-600">Department of Energy - Scientific computing and data science</p>
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</div>
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<div class="bg-purple-50 rounded-lg p-4">
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<h4 class="font-semibold text-gray-800 mb-2">SAIR Foundation</h4>
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<p class="text-sm text-gray-600">AI research and development initiatives</p>
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</div>
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</div>
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<div>
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<h3 class="text-xl font-semibold text-gray-800 mb-3">Collaboration Opportunities</h3>
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<ul class="text-gray-700 space-y-2">
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<li>β’ Integration with academic institutions</li>
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<li>β’ Partnership with research organizations</li>
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<li>β’ Open data initiatives</li>
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<li>β’ Educational program development</li>
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</ul>
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</div>
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</div>
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</section>
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<!-- Links & Resources -->
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<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-12">
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<div class="bg-gradient-to-r from-blue-50 to-purple-50 rounded-xl p-8">
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<h2 class="text-3xl font-bold text-gray-900 mb-6 text-center">π Live Platform & Resources</h2>
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<div class="grid md:grid-cols-2 gap-6">
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<div class="bg-white rounded-lg p-6">
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<h3 class="text-xl font-semibold text-gray-800 mb-4">π Production Deployment</h3>
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<ul class="space-y-2">
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<li>
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<a href="https://www.copernicusai.fyi" target="_blank" rel="noopener noreferrer"
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class="text-blue-600 hover:text-blue-800 font-medium">
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π Homepage - Browse Podcasts (opens in new tab)
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</a>
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</li>
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<li>
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<a href="https://www.copernicusai.fyi/subscriber-dashboard.html" target="_blank" rel="noopener noreferrer"
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class="text-blue-600 hover:text-blue-800 font-medium">
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π Creator Dashboard (opens in new tab)
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</a>
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</li>
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<li>
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<a href="https://storage.googleapis.com/regal-scholar-453620-r7-podcast-storage/feeds/copernicus-mvp-rss-feed.xml" target="_blank" rel="noopener noreferrer"
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| 826 |
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class="text-blue-600 hover:text-blue-800 font-medium">
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π‘ RSS Feed (opens in new tab)
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</a>
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</li>
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</ul>
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</div>
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<div class="bg-white rounded-lg p-6">
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<h3 class="text-xl font-semibold text-gray-800 mb-4">π§© Knowledge Engine Components</h3>
|
| 835 |
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<p class="text-sm text-gray-600 mb-4">
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| 836 |
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The CopernicusAI Knowledge Engine is an integrated ecosystem of research and collaboration tools.
|
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The <strong>Research Tools Dashboard is now fully operational</strong> (December 2025) with a working web interface providing unified access to all components.
|
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</p>
|
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<div class="bg-green-50 rounded-lg p-4 mb-4">
|
| 840 |
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<h4 class="font-semibold text-gray-800 mb-2">β
Research Tools Dashboard (Implemented)</h4>
|
| 841 |
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<p class="text-sm text-gray-700 mb-2">
|
| 842 |
+
Fully operational web interface with knowledge graph visualization (23,246 papers), vector search, RAG queries, and content browsing.
|
| 843 |
+
</p>
|
| 844 |
+
<a href="https://storage.googleapis.com/regal-scholar-453620-r7-podcast-storage/copernicusai-public-reviewer.html"
|
| 845 |
+
target="_blank" rel="noopener noreferrer"
|
| 846 |
+
class="text-blue-600 hover:underline text-sm font-medium">
|
| 847 |
+
Public Project Interface β (opens in new tab)
|
| 848 |
+
</a>
|
| 849 |
+
<br>
|
| 850 |
+
<a href="https://copernicus-frontend-phzp4ie2sq-uc.a.run.app/knowledge-engine"
|
| 851 |
+
target="_blank" rel="noopener noreferrer"
|
| 852 |
+
class="text-blue-600 hover:underline text-sm font-medium">
|
| 853 |
+
Research Tools Dashboard β (opens in new tab)
|
| 854 |
+
</a>
|
| 855 |
</div>
|
| 856 |
+
<ul class="space-y-3">
|
| 857 |
+
<li>
|
| 858 |
+
<a href="https://huggingface.co/spaces/garywelz/programming_framework" target="_blank" rel="noopener noreferrer"
|
| 859 |
+
class="text-blue-600 hover:text-blue-800 font-medium">
|
| 860 |
+
π οΈ Programming Framework (opens in new tab)
|
| 861 |
+
</a>
|
| 862 |
+
<p class="text-sm text-gray-600 mt-1 ml-6">
|
| 863 |
+
Foundational meta-tool for universal process analysis across any discipline
|
| 864 |
+
</p>
|
| 865 |
+
</li>
|
| 866 |
+
<li>
|
| 867 |
+
<a href="https://huggingface.co/spaces/garywelz/glmp" target="_blank" rel="noopener noreferrer"
|
| 868 |
+
class="text-blue-600 hover:text-blue-800 font-medium">
|
| 869 |
+
𧬠GLMP - Genome Logic Modeling Project (opens in new tab)
|
| 870 |
+
</a>
|
| 871 |
+
<p class="text-sm text-gray-600 mt-1 ml-6">
|
| 872 |
+
First application of Programming Framework to biology - 50+ biological processes visualized
|
| 873 |
+
</p>
|
| 874 |
+
</li>
|
| 875 |
+
<li>
|
| 876 |
+
<a href="https://huggingface.co/spaces/garywelz/metadata_database" target="_blank" rel="noopener noreferrer"
|
| 877 |
+
class="text-blue-600 hover:text-blue-800 font-medium">
|
| 878 |
+
π Research Paper Metadata Database (opens in new tab)
|
| 879 |
+
</a>
|
| 880 |
+
<p class="text-sm text-gray-600 mt-1 ml-6">
|
| 881 |
+
Core data infrastructure for structured research paper metadata and citation networks
|
| 882 |
+
</p>
|
| 883 |
+
</li>
|
| 884 |
+
<li>
|
| 885 |
+
<a href="https://huggingface.co/spaces/garywelz/sciencevideodb" target="_blank" rel="noopener noreferrer"
|
| 886 |
+
class="text-blue-600 hover:text-blue-800 font-medium">
|
| 887 |
+
π¬ Science Video Database (opens in new tab)
|
| 888 |
+
</a>
|
| 889 |
+
<p class="text-sm text-gray-600 mt-1 ml-6">
|
| 890 |
+
Multi-modal content component with transcript-based search for scientific videos
|
| 891 |
+
</p>
|
| 892 |
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</li>
|
| 893 |
+
</ul>
|
| 894 |
</div>
|
| 895 |
</div>
|
| 896 |
</div>
|
| 897 |
+
</section>
|
| 898 |
|
| 899 |
+
<!-- API Endpoints -->
|
| 900 |
+
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
|
| 901 |
+
<div class="bg-gray-900 text-white rounded-xl p-8">
|
| 902 |
+
<h2 class="text-3xl font-bold mb-6">π API Documentation</h2>
|
| 903 |
+
<p class="text-gray-300 mb-6">Base URL: <code class="bg-gray-800 px-2 py-1 rounded">https://copernicus-podcast-api-phzp4ie2sq-uc.a.run.app</code></p>
|
| 904 |
+
|
| 905 |
+
<div class="grid md:grid-cols-3 gap-4 text-sm mb-8">
|
| 906 |
+
<div>
|
| 907 |
+
<h4 class="font-semibold text-blue-300 mb-2">Podcast Generation</h4>
|
| 908 |
+
<ul class="space-y-1 text-gray-400">
|
| 909 |
+
<li>POST /generate-podcast-with-subscriber</li>
|
| 910 |
+
<li>GET /api/subscribers/podcasts/{id}</li>
|
| 911 |
+
<li>POST /api/subscribers/podcasts/submit-to-rss</li>
|
| 912 |
+
</ul>
|
| 913 |
+
</div>
|
| 914 |
+
|
| 915 |
+
<div>
|
| 916 |
+
<h4 class="font-semibold text-blue-300 mb-2">Research Endpoints</h4>
|
| 917 |
+
<ul class="space-y-1 text-gray-400">
|
| 918 |
+
<li>POST /api/papers/upload</li>
|
| 919 |
+
<li>GET /api/papers/{paper_id}</li>
|
| 920 |
+
<li>POST /api/papers/query</li>
|
| 921 |
+
<li>POST /api/papers/{id}/link-podcast/{id}</li>
|
| 922 |
+
</ul>
|
| 923 |
+
</div>
|
| 924 |
+
|
| 925 |
+
<div>
|
| 926 |
+
<h4 class="font-semibold text-blue-300 mb-2">Admin Endpoints</h4>
|
| 927 |
+
<ul class="space-y-1 text-gray-400">
|
| 928 |
+
<li>GET /api/admin/subscribers</li>
|
| 929 |
+
<li>POST /api/admin/podcasts/fix-missing-titles</li>
|
| 930 |
+
<li>GET /api/admin/podcasts/catalog</li>
|
| 931 |
+
</ul>
|
| 932 |
+
</div>
|
| 933 |
+
</div>
|
| 934 |
+
|
| 935 |
+
<div class="border-t border-gray-700 pt-6 mt-6">
|
| 936 |
+
<h3 class="text-xl font-semibold text-blue-300 mb-4">π Example Request</h3>
|
| 937 |
+
<div class="bg-gray-800 rounded-lg p-4 mb-4">
|
| 938 |
+
<p class="text-gray-400 text-xs mb-2">POST /api/papers/query</p>
|
| 939 |
+
<pre class="text-green-400 text-xs overflow-x-auto"><code>{
|
| 940 |
+
"discipline": "biology",
|
| 941 |
+
"keywords": ["DNA replication", "cell cycle"],
|
| 942 |
+
"date_range": {
|
| 943 |
+
"start": "2020-01-01",
|
| 944 |
+
"end": "2025-01-01"
|
| 945 |
+
},
|
| 946 |
+
"limit": 10
|
| 947 |
+
}</code></pre>
|
| 948 |
+
</div>
|
| 949 |
+
|
| 950 |
+
<h3 class="text-xl font-semibold text-blue-300 mb-4 mt-6">π€ Example Response</h3>
|
| 951 |
+
<div class="bg-gray-800 rounded-lg p-4 mb-4">
|
| 952 |
+
<pre class="text-green-400 text-xs overflow-x-auto"><code>{
|
| 953 |
+
"status": "success",
|
| 954 |
+
"count": 10,
|
| 955 |
+
"papers": [
|
| 956 |
+
{
|
| 957 |
+
"id": "pmid_12345678",
|
| 958 |
+
"title": "Mechanisms of DNA Replication...",
|
| 959 |
+
"authors": ["Smith, J.", "Doe, A."],
|
| 960 |
+
"journal": "Nature",
|
| 961 |
+
"year": 2023,
|
| 962 |
+
"doi": "10.1038/s41586-023-01234",
|
| 963 |
+
"abstract": "..."
|
| 964 |
+
}
|
| 965 |
+
]
|
| 966 |
+
}</code></pre>
|
| 967 |
+
</div>
|
| 968 |
+
|
| 969 |
+
<div class="bg-gray-800 rounded-lg p-4 mt-4">
|
| 970 |
+
<h4 class="font-semibold text-blue-300 mb-2 text-sm">π Authentication</h4>
|
| 971 |
+
<p class="text-gray-400 text-xs mb-2">API uses Bearer token authentication. Include in request headers:</p>
|
| 972 |
+
<pre class="text-green-400 text-xs"><code>Authorization: Bearer YOUR_API_TOKEN</code></pre>
|
| 973 |
+
</div>
|
| 974 |
+
|
| 975 |
+
<div class="bg-gray-800 rounded-lg p-4 mt-4">
|
| 976 |
+
<h4 class="font-semibold text-blue-300 mb-2 text-sm">β‘ Rate Limits</h4>
|
| 977 |
+
<p class="text-gray-400 text-xs">Standard rate limits apply: 100 requests/minute per API key. Contact for higher limits.</p>
|
| 978 |
+
</div>
|
| 979 |
+
|
| 980 |
+
<div class="bg-gray-800 rounded-lg p-4 mt-4">
|
| 981 |
+
<h4 class="font-semibold text-blue-300 mb-2 text-sm">π API Version</h4>
|
| 982 |
+
<p class="text-gray-400 text-xs">Current version: v1.0. API is stable and backward-compatible.</p>
|
| 983 |
+
</div>
|
| 984 |
+
</div>
|
| 985 |
+
</div>
|
| 986 |
+
</section>
|
| 987 |
+
|
| 988 |
+
<!-- Footer -->
|
| 989 |
+
<footer class="gradient-bg text-white py-8 mt-12">
|
| 990 |
+
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 text-center">
|
| 991 |
+
<p class="text-lg font-semibold mb-2">CopernicusAI - Advancing Scientific Knowledge</p>
|
| 992 |
+
<p class="text-sm opacity-75">Built with Google Cloud, Gemini AI, OpenAI, Anthropic Claude, and ElevenLabs</p>
|
| 993 |
+
<p class="text-xs opacity-50 mt-4">© 2025 CopernicusAI. All rights reserved.</p>
|
| 994 |
</div>
|
| 995 |
+
</footer>
|
| 996 |
</body>
|
| 997 |
</html>
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