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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." />
<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" />
<meta name="author" content="Ryan Gillespie" />
<meta property="og:title" content="Optitransfer" />
<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:url" content="https://huggingface.co/OptiTransferData" />
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<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%20→%20Apache%202.0-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">38.8×</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>Provenance-complete AI with cryptographic audit</li>
<li>Continual learning without catastrophic forgetting</li>
<li>Multi-agent 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">→</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">→</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">→</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">→</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://pypi.org/project/crdt-merge/" class="link-card">
<div class="label">Package</div>
<div class="value">PyPI</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>
<a href="https://github.com/mgillr/crdt-merge/blob/main/docs/CRDT_ARCHITECTURE.md" class="link-card">
<div class="label">Technical Paper</div>
<div class="value">Architecture</div>
</a>
<a href="https://crates.io/crates/crdt-merge" class="link-card">
<div class="label">Rust Port</div>
<div class="value">crates.io</div>
</a>
</div>
</div>
<footer class="footer">
<p>Switzerland · <a href="mailto:data@optitransfer.ch">data@optitransfer.ch</a> · Patent Pending (GB 2607132.4)</p>
</footer>
</div>
</body>
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