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README.md

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+tags:
+  - model-merging
+  - crdt
+  - distributed-systems
+  - federated-learning
+  - convergence
+  - deterministic
+  - conflict-free
+  - byzantine-fault-tolerance
+  - agent-memory
+  - provenance
+  - safetensors
+  - pytorch
+  - neural-networks
+  - multi-agent
 ---
 
+<div align="center">
+
 # Optitransfer
-Test
+
+**Convergent intelligence infrastructure.**
+
+*The mathematical layer where distributed AI systems merge, verify, and evolve -- deterministically.*
+
+---
+
+[![PyPI](https://img.shields.io/pypi/v/crdt-merge?label=PyPI&color=blue)](https://pypi.org/project/crdt-merge/)
+[![Downloads](https://img.shields.io/pypi/dm/crdt-merge?label=Downloads&color=brightgreen)](https://pepy.tech/projects/crdt-merge)
+[![Tests](https://img.shields.io/badge/tests-4%2C498%20passing-brightgreen)](https://github.com/mgillr/crdt-merge)
+[![License](https://img.shields.io/badge/license-BSL%201.1-orange)](https://github.com/mgillr/crdt-merge/blob/main/LICENSE)
+[![Patent](https://img.shields.io/badge/UK%20Patent-pending-lightgrey)](https://github.com/mgillr/crdt-merge/blob/main/PATENTS)
+
+</div>
+
+---
+
+## 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](https://huggingface.co/spaces/Optitransfer/crdt-merge) | Merge real models with full provenance |
+| [Convergence Lab](https://huggingface.co/spaces/Optitransfer/convergence-lab) | 26 strategies, convergence visualisation, experiments |
+| [Data Playground](https://huggingface.co/spaces/Optitransfer/crdt-merge-data) | CRDT merging on tabular data |
+| [Federation](https://huggingface.co/spaces/Optitransfer/crdt-merge-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](https://github.com/mgillr/crdt-merge) |
+| Paper | [CRDT Merge ArXiv (PDF)](https://github.com/mgillr/crdt-merge/blob/main/paper/CRDT_Merge_ArXiv.pdf) |
+| Package | [pypi.org/project/crdt-merge](https://pypi.org/project/crdt-merge/) |
+| Rust | [crates.io/crates/crdt-merge](https://crates.io/crates/crdt-merge) |
+| TypeScript | [npmjs.com/package/crdt-merge](https://www.npmjs.com/package/crdt-merge) |
+| Download Stats | [ClickPy](https://clickpy.clickhouse.com/dashboard/crdt-merge) -- [PePy](https://pepy.tech/projects/crdt-merge) |
+| Patent | UK Application GB 2607132.4 |
+| License | BSL 1.1 (Apache 2.0 from March 2028) |
+
+---
+
+<div align="center">
+
+Switzerland -- [data@optitransfer.ch](mailto:data@optitransfer.ch)
+
+</div>