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title: Optitransfer
emoji: 🔬
sdk: static
pinned: true
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colorTo: gray
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.
Building 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
GitHub · PyPI · Architecture · Download Stats
Research Directions
We are working on problems at the intersection of distributed systems theory and machine intelligence:
- Convergent model merging -- deterministic, algebraically verified, at arbitrary scale
- Distributed trust and verification -- Byzantine-resilient protocols for open networks
- Provenance-complete AI -- cryptographic audit trails for every merge decision
- Continual learning -- knowledge acquisition without catastrophic forgetting
- Multi-agent coordination -- convergent shared state without central arbiters
Selected findings are published alongside the library. More to follow.
Live Demonstrations
| crdt-merge | Merge real models with full provenance |
| Convergence Lab | 26 strategies, convergence visualisation, live experiments |
| Data Playground | CRDT merging on tabular data |
| Federation | Multi-node gossip convergence |
By the Numbers
| Merge strategies (all CRDT-verified) | 26 |
| Test suite | 4,498 passing |
| CRDT overhead per merge | < 0.5 ms |
| Acceleration vs naive merge | 38.8× |
| Cross-language ports | Python · Rust · TypeScript · Java |
| Encryption backends | 4 |
Links
| Source | github.com/mgillr/crdt-merge |
| Package | pypi.org/project/crdt-merge |
| Download Analytics | ClickPy · PePy |
| Rust Port | crates.io/crates/crdt-merge |
| TypeScript Port | npmjs.com/package/crdt-merge |
| License | BSL 1.1 → Apache 2.0 (March 2028) |
| Patent | UK Application GB 2607132.4 |
Data Products
Optitransfer maintains compliance-ready, quality-scored web corpora for AI training.
Switzerland