align org identity with crdt-merge, strip decorative markers

README.md

@@ -28,15 +28,14 @@ tags:
 
 **Convergent intelligence infrastructure.**
 
-*Building the mathematical layer where distributed AI systems merge, verify, and evolve -- deterministically.*
+*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)
-[![CRDT Compliance](https://img.shields.io/badge/CRDT%20compliance-26%2F26-blue)](https://github.com/mgillr/crdt-merge/blob/main/docs/CRDT_ARCHITECTURE.md)
-[![License](https://img.shields.io/badge/license-BSL%201.1%20→%20Apache%202.0-orange)](https://github.com/mgillr/crdt-merge/blob/main/LICENSE)
+[![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>
@@ -47,7 +46,7 @@ tags:
 
 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.
+**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.
 
@@ -55,45 +54,42 @@ Every standard merge strategy fails at least one of the three algebraic laws req
 pip install crdt-merge
 ```
 
-**[GitHub](https://github.com/mgillr/crdt-merge)** · **[PyPI](https://pypi.org/project/crdt-merge/)** · **[Architecture](https://github.com/mgillr/crdt-merge/blob/main/docs/CRDT_ARCHITECTURE.md)** · **[Download Stats](https://clickpy.clickhouse.com/dashboard/crdt-merge)**
-
 ---
 
-## Research Directions
+## What We Work On
 
-We are working on problems at the intersection of distributed systems theory and machine intelligence:
+Problems at the intersection of distributed systems theory and machine intelligence. Some of these challenge long-standing assumptions in the field.
 
-- **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
+- 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. More to follow.
+Selected findings are published alongside the library.
 
 ---
 
-## Live Demonstrations
+## 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, live 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 |
+| [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 |
 
 ---
 
-## By the Numbers
+## Numbers
 
-| | |
+| Metric | Value |
 |:--|--:|
-| 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** |
+| 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 |
 
 ---
 
@@ -101,30 +97,19 @@ Selected findings are published alongside the library. More to follow.
 
 | | |
 |:--|:--|
-| **Source** | [github.com/mgillr/crdt-merge](https://github.com/mgillr/crdt-merge) |
-| **Package** | [pypi.org/project/crdt-merge](https://pypi.org/project/crdt-merge/) |
-| **Download Analytics** | [ClickPy](https://clickpy.clickhouse.com/dashboard/crdt-merge) · [PePy](https://pepy.tech/projects/crdt-merge) |
-| **Rust Port** | [crates.io/crates/crdt-merge](https://crates.io/crates/crdt-merge) |
-| **TypeScript Port** | [npmjs.com/package/crdt-merge](https://www.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.
-
-| Dataset | Access |
-|:--|:--|
-| Swiss Web Premium (A+) -- 110K records, EU AI Act compliant | [Sample](https://huggingface.co/datasets/OptiTransferData/swiss-web-premium-ch) · [Full](https://huggingface.co/datasets/OptiTransferData/swiss-web-premium-ch-full) |
+| 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)
+Switzerland -- [data@optitransfer.ch](mailto:data@optitransfer.ch)
 
 </div>