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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." /> | |
| <meta property="og:type" content="website" /> | |
| <meta property="og:url" content="https://huggingface.co/OptiTransferData" /> | |
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| </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%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> | |
| </html> | |