Hugging Face's logo

Spaces:
OptiTransferData
/
README
Configuration error

App Files Community
README / index.html
Optitransfer's picture
Optitransfer
professional org card, discovery metadata, all distribution links
87a42bf verified
raw
history blame contribute delete
9.91 kB
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<meta name="description" content="Optitransfer -- Convergent intelligence infrastructure. Deterministic merge for AI model weights, datasets, and agent memory. Patent pending." />
<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, order-independent, safetensors, pytorch" />
<meta name="author" content="Ryan Gillespie" />
<meta property="og:title" content="Optitransfer" />
<meta property="og:description" content="Convergent intelligence infrastructure. Deterministic, provably correct merge for AI model weights, datasets, and agent memory." />
<meta property="og:type" content="website" />
<meta property="og:url" content="https://huggingface.co/OptiTransferData" />
<title>Optitransfer</title>
<style>
 :root {
 --bg: #0a0a0a;
 --surface: #111113;
 --border: #1e1e22;
 --text: #e4e4e7;
 --muted: #71717a;
 --accent: #a1a1aa;
 --mono: 'SF Mono', 'Cascadia Code', 'Fira Code', Consolas, monospace;
 --sans: -apple-system, BlinkMacSystemFont, 'Segoe UI', system-ui, sans-serif;
 }
 * { margin: 0; padding: 0; box-sizing: border-box; }
 body {
 font-family: var(--sans);
 background: var(--bg);
 color: var(--text);
 line-height: 1.6;
 -webkit-font-smoothing: antialiased;
 }
 .container {
 max-width: 720px;
 margin: 0 auto;
 padding: 4rem 2rem;
 }
 .header {
 text-align: center;
 margin-bottom: 4rem;
 }
 .header h1 {
 font-size: 1.75rem;
 font-weight: 500;
 letter-spacing: 0.08em;
 text-transform: uppercase;
 color: var(--accent);
 margin-bottom: 1rem;
 }
 .header .tagline {
 font-size: 1.05rem;
 color: var(--muted);
 font-weight: 400;
 max-width: 480px;
 margin: 0 auto;
 }
 .header .install {
 margin-top: 2rem;
 display: inline-block;
 font-family: var(--mono);
 font-size: 0.875rem;
 color: var(--text);
 background: var(--surface);
 border: 1px solid var(--border);
 padding: 0.6rem 1.5rem;
 border-radius: 6px;
 }
 .badges {
 display: flex;
 justify-content: center;
 gap: 0.5rem;
 flex-wrap: wrap;
 margin-top: 1.5rem;
 }
 .badges a { opacity: 0.85; transition: opacity 0.2s; }
 .badges a:hover { opacity: 1; }
 .section { margin-bottom: 3rem; }
 .section h2 {
 font-size: 0.75rem;
 font-weight: 600;
 letter-spacing: 0.12em;
 text-transform: uppercase;
 color: var(--muted);
 margin-bottom: 1.25rem;
 padding-bottom: 0.5rem;
 border-bottom: 1px solid var(--border);
 }
 .stats {
 display: grid;
 grid-template-columns: repeat(4, 1fr);
 gap: 1rem;
 text-align: center;
 }
 .stat .number {
 font-family: var(--mono);
 font-size: 1.5rem;
 font-weight: 600;
 color: var(--text);
 }
 .stat .label {
 font-size: 0.7rem;
 font-weight: 500;
 letter-spacing: 0.08em;
 text-transform: uppercase;
 color: var(--muted);
 margin-top: 0.25rem;
 }
 .links {
 display: grid;
 grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
 gap: 1rem;
 }
 .link-card {
 background: var(--surface);
 border: 1px solid var(--border);
 border-radius: 8px;
 padding: 1.25rem;
 text-decoration: none;
 color: var(--text);
 transition: border-color 0.2s, transform 0.15s;
 display: block;
 }
 .link-card:hover {
 border-color: var(--accent);
 transform: translateY(-1px);
 }
 .link-card .label {
 font-size: 0.7rem;
 font-weight: 600;
 letter-spacing: 0.1em;
 text-transform: uppercase;
 color: var(--muted);
 margin-bottom: 0.35rem;
 }
 .link-card .value { font-size: 0.95rem; }
 .spaces { display: grid; gap: 0.75rem; }
 .space {
 display: flex;
 justify-content: space-between;
 align-items: center;
 background: var(--surface);
 border: 1px solid var(--border);
 border-radius: 8px;
 padding: 1rem 1.25rem;
 text-decoration: none;
 color: var(--text);
 transition: border-color 0.2s;
 }
 .space:hover { border-color: var(--accent); }
 .space .name { font-weight: 500; font-size: 0.95rem; }
 .space .desc { font-size: 0.8rem; color: var(--muted); }
 .space .arrow { color: var(--muted); font-size: 1.1rem; }
 .research-list { list-style: none; padding: 0; }
 .research-list li {
 color: var(--muted);
 font-size: 0.9rem;
 padding: 0.4rem 0;
 border-bottom: 1px solid var(--border);
 }
 .research-list li:last-child { border-bottom: none; }
 .research-list li::before {
 content: '';
 display: inline-block;
 width: 6px;
 height: 6px;
 border-radius: 50%;
 background: var(--accent);
 margin-right: 0.75rem;
 vertical-align: middle;
 }
 .footer {
 text-align: center;
 color: var(--muted);
 font-size: 0.8rem;
 margin-top: 2rem;
 padding-top: 2rem;
 border-top: 1px solid var(--border);
 }
 .footer a { color: var(--accent); text-decoration: none; }
 .footer a:hover { text-decoration: underline; }
 @media (max-width: 600px) {
 .container { padding: 2rem 1rem; }
 .stats { grid-template-columns: repeat(2, 1fr); }
 .links { grid-template-columns: 1fr; }
 }
</style>
</head>
<body>
<div class="container">
<header class="header">
 <h1>Optitransfer</h1>
 <p class="tagline">
 Convergent intelligence infrastructure.<br />
 The mathematical layer where distributed AI systems merge, verify, and evolve.
 </p>
 <code class="install">pip install crdt-merge</code>
 <div class="badges">
 <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>
 <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>
 <a href="https://github.com/mgillr/crdt-merge"><img src="https://img.shields.io/badge/tests-4%2C498-brightgreen" alt="Tests" /></a>
 <a href="https://github.com/mgillr/crdt-merge/blob/main/LICENSE"><img src="https://img.shields.io/badge/BSL%201.1-orange" alt="License" /></a>
 </div>
 </header>
<div class="section">
 <h2>At a Glance</h2>
 <div class="stats">
 <div class="stat">
 <div class="number">26</div>
 <div class="label">Strategies</div>
 </div>
 <div class="stat">
 <div class="number">4,498</div>
 <div class="label">Tests</div>
 </div>
 <div class="stat">
 <div class="number">38.8x</div>
 <div class="label">Acceleration</div>
 </div>
 <div class="stat">
 <div class="number">4</div>
 <div class="label">Languages</div>
 </div>
 </div>
 </div>
<div class="section">
 <h2>Research Directions</h2>
 <ul class="research-list">
 <li>Convergent model merging at arbitrary scale</li>
 <li>Distributed trust and Byzantine-resilient verification</li>
 <li>Cryptographic provenance for merge decisions</li>
 <li>Knowledge acquisition without catastrophic forgetting</li>
 <li>Coordination without central arbiters</li>
 </ul>
 </div>
<div class="section">
 <h2>Demonstrations</h2>
 <div class="spaces">
 <a href="https://huggingface.co/spaces/Optitransfer/crdt-merge" class="space">
 <div>
 <div class="name">crdt-merge</div>
 <div class="desc">Merge real models with full provenance</div>
 </div>
 <span class="arrow">&rarr;</span>
 </a>
 <a href="https://huggingface.co/spaces/Optitransfer/convergence-lab" class="space">
 <div>
 <div class="name">Convergence Lab</div>
 <div class="desc">26 strategies, convergence visualisation, experiments</div>
 </div>
 <span class="arrow">&rarr;</span>
 </a>
 <a href="https://huggingface.co/spaces/Optitransfer/crdt-merge-data" class="space">
 <div>
 <div class="name">Data Playground</div>
 <div class="desc">CRDT merging on tabular data</div>
 </div>
 <span class="arrow">&rarr;</span>
 </a>
 <a href="https://huggingface.co/spaces/Optitransfer/crdt-merge-federation" class="space">
 <div>
 <div class="name">Federation</div>
 <div class="desc">Multi-node gossip convergence</div>
 </div>
 <span class="arrow">&rarr;</span>
 </a>
 </div>
 </div>
<div class="section">
 <h2>Links</h2>
 <div class="links">
 <a href="https://github.com/mgillr/crdt-merge" class="link-card">
 <div class="label">Source</div>
 <div class="value">GitHub</div>
 </a>
 <a href="https://github.com/mgillr/crdt-merge/blob/main/paper/CRDT_Merge_ArXiv.pdf" class="link-card">
 <div class="label">Paper</div>
 <div class="value">ArXiv PDF</div>
 </a>
 <a href="https://pypi.org/project/crdt-merge/" class="link-card">
 <div class="label">Package</div>
 <div class="value">PyPI</div>
 </a>
 <a href="https://crates.io/crates/crdt-merge" class="link-card">
 <div class="label">Rust</div>
 <div class="value">crates.io</div>
 </a>
 <a href="https://clickpy.clickhouse.com/dashboard/crdt-merge" class="link-card">
 <div class="label">Analytics</div>
 <div class="value">ClickPy</div>
 </a>
 <a href="https://pepy.tech/projects/crdt-merge" class="link-card">
 <div class="label">Downloads</div>
 <div class="value">PePy</div>
 </a>
 </div>
 </div>
<footer class="footer">
 <p>Switzerland &middot; <a href="mailto:data@optitransfer.ch">data@optitransfer.ch</a> &middot; Patent Pending (GB 2607132.4)</p>
 </footer>
</div>
</body>
</html>