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README.md
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title: Optitransfer
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emoji: 🔬
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sdk: static
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app_file: index.html
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pinned: true
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colorFrom: gray
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- crdt
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- distributed-systems
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- federated-learning
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- convergence
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- deterministic
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- conflict-free
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- byzantine-fault-tolerance
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- agent-memory
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- provenance
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- safetensors
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- pytorch
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- neural-networks
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- multi-agent
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<div align="center">
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# Optitransfer
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**Convergent intelligence infrastructure.**
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*The mathematical layer where distributed AI systems merge, verify, and evolve -- deterministically.*
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---
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[](https://pypi.org/project/crdt-merge/)
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[](https://pepy.tech/projects/crdt-merge)
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[](https://github.com/mgillr/crdt-merge)
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[](https://github.com/mgillr/crdt-merge/blob/main/LICENSE)
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[](https://github.com/mgillr/crdt-merge/blob/main/PATENTS)
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</div>
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---
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## crdt-merge
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Every standard merge strategy fails at least one of the three algebraic laws required for distributed convergence. That failure is mathematical, not implementational.
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**crdt-merge** is the fix. A patented architecture that makes any merge operation -- across model weights, datasets, or agent memory -- fully conflict-free, order-independent, and provably convergent.
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26 strategies. Zero coordination. One correct result.
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```
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pip install crdt-merge
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```
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---
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## What We Work On
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Problems at the intersection of distributed systems theory and machine intelligence. Some of these challenge long-standing assumptions in the field.
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- Convergent model merging at arbitrary scale
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- Distributed trust and verification in open networks
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- Cryptographic provenance for merge decisions
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- Knowledge acquisition without catastrophic forgetting
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- Coordination without central arbiters
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Selected findings are published alongside the library.
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---
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## Demonstrations
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| Space | Description |
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| [crdt-merge](https://huggingface.co/spaces/Optitransfer/crdt-merge) | Merge real models with full provenance |
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| [Convergence Lab](https://huggingface.co/spaces/Optitransfer/convergence-lab) | 26 strategies, convergence visualisation, experiments |
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| [Data Playground](https://huggingface.co/spaces/Optitransfer/crdt-merge-data) | CRDT merging on tabular data |
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| [Federation](https://huggingface.co/spaces/Optitransfer/crdt-merge-federation) | Multi-node gossip convergence |
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---
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## Numbers
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| Metric | Value |
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| Merge strategies (CRDT-verified) | 26 |
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| Test suite | 4,498 passing |
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| CRDT overhead per merge | < 0.5 ms |
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| Acceleration vs naive | 38.8x |
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| Cross-language ports | Python, Rust, TypeScript, Java |
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---
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## Links
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| Source | [github.com/mgillr/crdt-merge](https://github.com/mgillr/crdt-merge) |
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| Paper | [CRDT Merge ArXiv (PDF)](https://github.com/mgillr/crdt-merge/blob/main/paper/CRDT_Merge_ArXiv.pdf) |
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| Package | [pypi.org/project/crdt-merge](https://pypi.org/project/crdt-merge/) |
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| Rust | [crates.io/crates/crdt-merge](https://crates.io/crates/crdt-merge) |
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| TypeScript | [npmjs.com/package/crdt-merge](https://www.npmjs.com/package/crdt-merge) |
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| Download Stats | [ClickPy](https://clickpy.clickhouse.com/dashboard/crdt-merge) -- [PePy](https://pepy.tech/projects/crdt-merge) |
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| Patent | UK Application GB 2607132.4 |
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| License | BSL 1.1 (Apache 2.0 from March 2028) |
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---
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<div align="center">
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Switzerland -- [data@optitransfer.ch](mailto:data@optitransfer.ch)
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</div>
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---
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title: Optitransfer
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emoji: 🔬
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colorFrom: gray
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colorTo: gray
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sdk: static
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pinned: true
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---
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# Optitransfer
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