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<!DOCTYPE html>
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<html lang="en">
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<title>Optitransfer</title>
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background: var(--surface);
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border: 1px solid var(--border);
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.footer {
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text-align: center;
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padding-top: 2rem;
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border-top: 1px solid var(--border);
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color: var(--muted);
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font-size: 0.8rem;
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.footer a:hover { text-decoration: underline; }
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</style>
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</head>
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<body>
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<div class="
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<h1>crdt-<span class="merge">merge</span></h1>
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<p class="tagline">Convergent intelligence infrastructure for distributed AI systems. Deterministic model merging with mathematical guarantees.</p>
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<div class="badges">
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<span class="badge patent">Patent Pending: GB 2607132.4</span>
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<span class="badge swiss">Swiss-Registered</span>
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<span class="badge oss">Open Source</span>
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</div>
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</div>
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</div>
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<div class="card">
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<div class="num">0</div>
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<h3>Coordination Required</h3>
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<p>Models merge without sync, without conflict, provably correct</p>
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</div>
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</div>
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</div>
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</div>
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<div class="icon">🔬</div>
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<h3>Convergence Lab</h3>
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<p>Test all 26 strategies, visualise convergence dynamics in real-time</p>
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</a>
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<a class="space-card" href="https://huggingface.co/spaces/Optitransfer/crdt-merge-data">
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<div class="icon">📊</div>
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<h3>Data Playground</h3>
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<p>CRDT merging applied to tabular datasets with conflict resolution</p>
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</a>
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<a class="space-card" href="https://huggingface.co/spaces/Optitransfer/crdt-merge-federation">
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<div class="icon">🌐</div>
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<h3>Federation</h3>
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<p>Multi-node gossip convergence simulation across distributed nodes</p>
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</a>
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</div>
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</div>
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</body>
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<!DOCTYPE html>
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<html lang="en">
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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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<meta name="description" content="Optitransfer -- Convergent intelligence infrastructure. Building the mathematical layer where distributed AI systems merge, verify, and evolve deterministically." />
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<meta name="keywords" content="crdt-merge, model merging, CRDT, conflict-free, deterministic, distributed systems, federated learning, agent memory, neural networks, convergence, Byzantine fault tolerance, provenance" />
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<meta name="author" content="Ryan Gillespie" />
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<meta property="og:title" content="Optitransfer" />
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<meta property="og:description" content="Convergent intelligence infrastructure. Deterministic merge for AI model weights, datasets, and agent memory." />
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<meta property="og:type" content="website" />
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<meta property="og:url" content="https://huggingface.co/OptiTransferData" />
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<title>Optitransfer</title>
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<style>
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:root {
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--bg: #0a0a0a;
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--surface: #111113;
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--border: #1e1e22;
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--text: #e4e4e7;
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--muted: #71717a;
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--accent: #a1a1aa;
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--link: #93c5fd;
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--mono: 'SF Mono', 'Cascadia Code', 'Fira Code', 'JetBrains Mono', Consolas, monospace;
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--sans: -apple-system, BlinkMacSystemFont, 'Segoe UI', system-ui, sans-serif;
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}
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* { margin: 0; padding: 0; box-sizing: border-box; }
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body {
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font-family: var(--sans);
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background: var(--bg);
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color: var(--text);
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line-height: 1.6;
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-webkit-font-smoothing: antialiased;
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}
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.container {
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max-width: 720px;
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margin: 0 auto;
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padding: 4rem 2rem;
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}
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/* Header */
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.header {
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text-align: center;
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margin-bottom: 4rem;
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}
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.header h1 {
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font-size: 1.75rem;
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font-weight: 500;
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letter-spacing: 0.08em;
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text-transform: uppercase;
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color: var(--accent);
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margin-bottom: 1rem;
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}
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.header .tagline {
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font-size: 1.1rem;
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color: var(--muted);
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font-weight: 400;
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max-width: 480px;
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margin: 0 auto;
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}
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.header .install {
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margin-top: 2rem;
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display: inline-block;
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font-family: var(--mono);
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font-size: 0.875rem;
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color: var(--text);
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background: var(--surface);
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border: 1px solid var(--border);
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padding: 0.6rem 1.5rem;
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border-radius: 6px;
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letter-spacing: 0.02em;
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}
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/* Badges */
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.badges {
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display: flex;
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justify-content: center;
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gap: 0.5rem;
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flex-wrap: wrap;
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margin-top: 1.5rem;
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}
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.badges a {
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opacity: 0.85;
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transition: opacity 0.2s;
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}
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.badges a:hover { opacity: 1; }
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/* Sections */
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.section {
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margin-bottom: 3rem;
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}
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font-weight: 600;
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
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gap: 1rem;
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}
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background: var(--surface);
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border: 1px solid var(--border);
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border-radius: 8px;
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padding: 1.25rem;
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text-decoration: none;
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}
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color: var(--muted);
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margin-bottom: 0.35rem;
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}
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.link-card .value {
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font-size: 0.95rem;
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color: var(--text);
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}
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display: grid;
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grid-template-columns: repeat(4, 1fr);
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gap: 1rem;
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}
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}
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font-weight: 500;
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border-radius: 8px;
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text-decoration: none;
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}
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.space:hover { border-color: var(--accent); }
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.space .name { font-weight: 500; font-size: 0.95rem; }
|
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.space .desc { font-size: 0.8rem; color: var(--muted); }
|
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.space .arrow { color: var(--muted); font-size: 1.1rem; }
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.research-list {
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}
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.research-list li {
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|
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.research-list li:last-child { border-bottom: none; }
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.research-list li::before {
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width: 6px;
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height: 6px;
|
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border-radius: 50%;
|
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background: var(--accent);
|
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margin-right: 0.75rem;
|
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vertical-align: middle;
|
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}
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/* Footer */
|
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.footer {
|
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text-align: center;
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color: var(--muted);
|
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font-size: 0.8rem;
|
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+
margin-top: 2rem;
|
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padding-top: 2rem;
|
| 209 |
+
border-top: 1px solid var(--border);
|
| 210 |
+
}
|
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+
.footer a {
|
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color: var(--accent);
|
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+
text-decoration: none;
|
| 214 |
}
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|
| 215 |
.footer a:hover { text-decoration: underline; }
|
| 216 |
+
|
| 217 |
+
@media (max-width: 600px) {
|
| 218 |
+
.container { padding: 2rem 1rem; }
|
| 219 |
+
.stats { grid-template-columns: repeat(2, 1fr); }
|
| 220 |
+
.links { grid-template-columns: 1fr; }
|
| 221 |
+
}
|
| 222 |
</style>
|
| 223 |
</head>
|
| 224 |
<body>
|
| 225 |
|
| 226 |
+
<div class="container">
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|
| 227 |
|
| 228 |
+
<header class="header">
|
| 229 |
+
<h1>Optitransfer</h1>
|
| 230 |
+
<p class="tagline">
|
| 231 |
+
Convergent intelligence infrastructure.<br />
|
| 232 |
+
The mathematical layer where distributed AI systems merge, verify, and evolve.
|
| 233 |
+
</p>
|
| 234 |
+
<code class="install">pip install crdt-merge</code>
|
| 235 |
+
<div class="badges">
|
| 236 |
+
<a href="https://pypi.org/project/crdt-merge/"><img src="https://img.shields.io/pypi/v/crdt-merge?label=PyPI&color=blue" alt="PyPI" /></a>
|
| 237 |
+
<a href="https://pepy.tech/projects/crdt-merge"><img src="https://img.shields.io/pypi/dm/crdt-merge?label=downloads&color=brightgreen" alt="Downloads" /></a>
|
| 238 |
+
<a href="https://github.com/mgillr/crdt-merge"><img src="https://img.shields.io/badge/tests-4%2C498-brightgreen" alt="Tests" /></a>
|
| 239 |
+
<a href="https://github.com/mgillr/crdt-merge/blob/main/LICENSE"><img src="https://img.shields.io/badge/BSL%201.1%20→%20Apache%202.0-orange" alt="License" /></a>
|
|
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|
| 240 |
</div>
|
| 241 |
+
</header>
|
| 242 |
+
|
| 243 |
+
<div class="section">
|
| 244 |
+
<h2>At a Glance</h2>
|
| 245 |
+
<div class="stats">
|
| 246 |
+
<div class="stat">
|
| 247 |
+
<div class="number">26</div>
|
| 248 |
+
<div class="label">Strategies</div>
|
| 249 |
+
</div>
|
| 250 |
+
<div class="stat">
|
| 251 |
+
<div class="number">4,498</div>
|
| 252 |
+
<div class="label">Tests</div>
|
| 253 |
+
</div>
|
| 254 |
+
<div class="stat">
|
| 255 |
+
<div class="number">38.8×</div>
|
| 256 |
+
<div class="label">Acceleration</div>
|
| 257 |
+
</div>
|
| 258 |
+
<div class="stat">
|
| 259 |
+
<div class="number">4</div>
|
| 260 |
+
<div class="label">Languages</div>
|
| 261 |
+
</div>
|
| 262 |
</div>
|
| 263 |
</div>
|
|
|
|
| 264 |
|
| 265 |
+
<div class="section">
|
| 266 |
+
<h2>Research Directions</h2>
|
| 267 |
+
<ul class="research-list">
|
| 268 |
+
<li>Convergent model merging at arbitrary scale</li>
|
| 269 |
+
<li>Distributed trust and Byzantine-resilient verification</li>
|
| 270 |
+
<li>Provenance-complete AI with cryptographic audit</li>
|
| 271 |
+
<li>Continual learning without catastrophic forgetting</li>
|
| 272 |
+
<li>Multi-agent coordination without central arbiters</li>
|
| 273 |
+
</ul>
|
|
|
|
|
|
|
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|
|
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|
| 274 |
</div>
|
|
|
|
| 275 |
|
| 276 |
+
<div class="section">
|
| 277 |
+
<h2>Demonstrations</h2>
|
| 278 |
+
<div class="spaces">
|
| 279 |
+
<a href="https://huggingface.co/spaces/Optitransfer/crdt-merge" class="space">
|
| 280 |
+
<div>
|
| 281 |
+
<div class="name">crdt-merge</div>
|
| 282 |
+
<div class="desc">Merge real models with full provenance</div>
|
| 283 |
+
</div>
|
| 284 |
+
<span class="arrow">→</span>
|
| 285 |
+
</a>
|
| 286 |
+
<a href="https://huggingface.co/spaces/Optitransfer/convergence-lab" class="space">
|
| 287 |
+
<div>
|
| 288 |
+
<div class="name">Convergence Lab</div>
|
| 289 |
+
<div class="desc">26 strategies, convergence visualisation, experiments</div>
|
| 290 |
+
</div>
|
| 291 |
+
<span class="arrow">→</span>
|
| 292 |
+
</a>
|
| 293 |
+
<a href="https://huggingface.co/spaces/Optitransfer/crdt-merge-data" class="space">
|
| 294 |
+
<div>
|
| 295 |
+
<div class="name">Data Playground</div>
|
| 296 |
+
<div class="desc">CRDT merging on tabular data</div>
|
| 297 |
+
</div>
|
| 298 |
+
<span class="arrow">→</span>
|
| 299 |
+
</a>
|
| 300 |
+
<a href="https://huggingface.co/spaces/Optitransfer/crdt-merge-federation" class="space">
|
| 301 |
+
<div>
|
| 302 |
+
<div class="name">Federation</div>
|
| 303 |
+
<div class="desc">Multi-node gossip convergence</div>
|
| 304 |
+
</div>
|
| 305 |
+
<span class="arrow">→</span>
|
| 306 |
+
</a>
|
| 307 |
</div>
|
| 308 |
</div>
|
|
|
|
| 309 |
|
| 310 |
+
<div class="section">
|
| 311 |
+
<h2>Links</h2>
|
| 312 |
+
<div class="links">
|
| 313 |
+
<a href="https://github.com/mgillr/crdt-merge" class="link-card">
|
| 314 |
+
<div class="label">Source</div>
|
| 315 |
+
<div class="value">GitHub</div>
|
| 316 |
+
</a>
|
| 317 |
+
<a href="https://pypi.org/project/crdt-merge/" class="link-card">
|
| 318 |
+
<div class="label">Package</div>
|
| 319 |
+
<div class="value">PyPI</div>
|
| 320 |
+
</a>
|
| 321 |
+
<a href="https://clickpy.clickhouse.com/dashboard/crdt-merge" class="link-card">
|
| 322 |
+
<div class="label">Analytics</div>
|
| 323 |
+
<div class="value">ClickPy</div>
|
| 324 |
+
</a>
|
| 325 |
+
<a href="https://pepy.tech/projects/crdt-merge" class="link-card">
|
| 326 |
+
<div class="label">Downloads</div>
|
| 327 |
+
<div class="value">PePy</div>
|
| 328 |
+
</a>
|
| 329 |
+
<a href="https://github.com/mgillr/crdt-merge/blob/main/docs/CRDT_ARCHITECTURE.md" class="link-card">
|
| 330 |
+
<div class="label">Technical Paper</div>
|
| 331 |
+
<div class="value">Architecture</div>
|
| 332 |
+
</a>
|
| 333 |
+
<a href="https://crates.io/crates/crdt-merge" class="link-card">
|
| 334 |
+
<div class="label">Rust Port</div>
|
| 335 |
+
<div class="value">crates.io</div>
|
| 336 |
+
</a>
|
| 337 |
+
</div>
|
| 338 |
</div>
|
|
|
|
| 339 |
|
| 340 |
+
<footer class="footer">
|
| 341 |
+
<p>Switzerland · <a href="mailto:data@optitransfer.ch">data@optitransfer.ch</a> · Patent Pending (GB 2607132.4)</p>
|
| 342 |
+
</footer>
|
| 343 |
+
|
| 344 |
</div>
|
| 345 |
|
| 346 |
</body>
|