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title: Optitransfer
emoji: 🔬
colorFrom: gray
colorTo: gray
sdk: static
pinned: true
tags:
- model-merging
- crdt
- distributed-systems
- federated-learning
- convergence
- deterministic
- conflict-free
- byzantine-fault-tolerance
- agent-memory
- provenance
- safetensors
- pytorch
- neural-networks
- multi-agent
Optitransfer
Convergent intelligence infrastructure.
The mathematical layer where distributed AI systems merge, verify, and evolve -- deterministically.
crdt-merge
Every standard merge strategy fails at least one of the three algebraic laws required for distributed convergence. That failure is mathematical, not implementational.
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.
26 strategies. Zero coordination. One correct result.
pip install crdt-merge
What We Work On
Problems at the intersection of distributed systems theory and machine intelligence. Some of these challenge long-standing assumptions in the field.
- Convergent model merging at arbitrary scale
- Distributed trust and verification in open networks
- Cryptographic provenance for merge decisions
- Knowledge acquisition without catastrophic forgetting
- Coordination without central arbiters
Selected findings are published alongside the library.
Demonstrations
| Space | Description |
|---|---|
| crdt-merge | Merge real models with full provenance |
| Convergence Lab | 26 strategies, convergence visualisation, experiments |
| Data Playground | CRDT merging on tabular data |
| Federation | Multi-node gossip convergence |
Numbers
| Metric | Value |
|---|---|
| Merge strategies (CRDT-verified) | 26 |
| Test suite | 4,498 passing |
| CRDT overhead per merge | < 0.5 ms |
| Acceleration vs naive | 38.8x |
| Cross-language ports | Python, Rust, TypeScript, Java |
Links
| Source | github.com/mgillr/crdt-merge |
| Paper | CRDT Merge ArXiv (PDF) |
| Package | pypi.org/project/crdt-merge |
| Rust | crates.io/crates/crdt-merge |
| TypeScript | npmjs.com/package/crdt-merge |
| Download Stats | ClickPy -- PePy |
| Patent | UK Application GB 2607132.4 |
| License | BSL 1.1 (Apache 2.0 from March 2028) |
Switzerland -- data@optitransfer.ch