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metadata license: None -> other (snapkitty-tri-license)
README: License section appended
README: GitHub source link added

README.md

@@ -1,82 +1,104 @@
-# sovlm
-
-![Python](https://img.shields.io/badge/python-3.11+-blue?style=flat-square)
-![Zero GPU](https://img.shields.io/badge/GPU-zero-black?style=flat-square)
-![Zero Training](https://img.shields.io/badge/training-zero-black?style=flat-square)
-![License](https://img.shields.io/badge/license-SOVEREIGN-gold?style=flat-square)
-![Author](https://img.shields.io/badge/author-Ahmad_Ali_Parr-red?style=flat-square)
-
-**Sovereign Statistical Language Model.**
-N-grams + Kneser-Ney + BM25 Retrieval + QRNG sampling.
-No training. No backprop. No GPU. Pure governance.
-
-Part of the SnapKitty Collective sovereign AI stack.
-
----
-
-## Install
-
-```bash
-pip install -e ".[dev]"
-# or
-uv pip install -e ".[dev]"
-```
-
-## Usage
-
-```bash
-# Build from your corpus (Lean proofs, Prolog, docs, anything)
-sovlm build data/*.lean data/*.pl data/*.md --order 4
-
-# Generate
-sovlm generate -p "theorem main : " -m 200
-
-# Stream
-sovlm generate -p "The 49th Call is" --stream
-
-# Quantum RNG sampling
-sovlm generate -p "lemma " --qrng
-
-# Serve HTTP API
-sovlm serve --port 8080
-```
-
-## Python API
-
-```python
-from sovlm import Generator, build_from_paths
-from pathlib import Path
-
-# Build
-d, ng, sg, inv, fz = build_from_paths([Path("corpus.md")], ...)
-
-# Generate
-gen = Generator(d, kn, sg, fz, inv, blender, sampler)
-result = gen.generate("theorem xor_assoc : ", max_tokens=100)
-```
-
-## Architecture
-
-| Component | Role |
-|---|---|
-| `Dictionary` | Vocabulary sovereignty — you own the tokens |
-| `NGramIndex` | Local coherence — what follows what |
-| `KneserNey` | Smoothing — handle unseen contexts |
-| `SkipGramIndex` | Structural patterns at distance |
-| `FuzzyPrefixIndex` | LSH near-miss — graceful degradation |
-| `InvertedIndex + BM25` | Retrieval — what's relevant in corpus |
-| `Blender` | Arbitration — Markov vs retrieval |
-| `Sampler + QRNG` | Entropy — unbiased, quantum-seeded choice |
-
-## SnapKitty Stack Integration
-
-```
-sovlm ──► abjad-machine (SUBLEQ address space)
-       ──► sovereign-transformer (plasma gate)
-       ──► the-49th-call (Lean 4 verified)
-       ──► bob-orchestrator (Byzantine council)
-```
-
----
-
-*Ahmad Ali Parr · SnapKitty Collective · 2026*
+---
+license: other
+license_name: snapkitty-tri-license
+license_link: https://huggingface.co/Snapkitty/sovlm/blob/main/LICENSE.tri
+tags:
+- snapkitty
+---
+
+> Source: [github.com/SNAPKITTYWEST/sovlm](https://github.com/SNAPKITTYWEST/sovlm)
+
+# sovlm
+
+![Python](https://img.shields.io/badge/python-3.11+-blue?style=flat-square)
+![Zero GPU](https://img.shields.io/badge/GPU-zero-black?style=flat-square)
+![Zero Training](https://img.shields.io/badge/training-zero-black?style=flat-square)
+![License](https://img.shields.io/badge/license-SOVEREIGN-gold?style=flat-square)
+![Author](https://img.shields.io/badge/author-Ahmad_Ali_Parr-red?style=flat-square)
+
+**Sovereign Statistical Language Model.**
+N-grams + Kneser-Ney + BM25 Retrieval + QRNG sampling.
+No training. No backprop. No GPU. Pure governance.
+
+Part of the SnapKitty Collective sovereign AI stack.
+
+---
+
+## Install
+
+```bash
+pip install -e ".[dev]"
+# or
+uv pip install -e ".[dev]"
+```
+
+## Usage
+
+```bash
+# Build from your corpus (Lean proofs, Prolog, docs, anything)
+sovlm build data/*.lean data/*.pl data/*.md --order 4
+
+# Generate
+sovlm generate -p "theorem main : " -m 200
+
+# Stream
+sovlm generate -p "The 49th Call is" --stream
+
+# Quantum RNG sampling
+sovlm generate -p "lemma " --qrng
+
+# Serve HTTP API
+sovlm serve --port 8080
+```
+
+## Python API
+
+```python
+from sovlm import Generator, build_from_paths
+from pathlib import Path
+
+# Build
+d, ng, sg, inv, fz = build_from_paths([Path("corpus.md")], ...)
+
+# Generate
+gen = Generator(d, kn, sg, fz, inv, blender, sampler)
+result = gen.generate("theorem xor_assoc : ", max_tokens=100)
+```
+
+## Architecture
+
+| Component | Role |
+|---|---|
+| `Dictionary` | Vocabulary sovereignty — you own the tokens |
+| `NGramIndex` | Local coherence — what follows what |
+| `KneserNey` | Smoothing — handle unseen contexts |
+| `SkipGramIndex` | Structural patterns at distance |
+| `FuzzyPrefixIndex` | LSH near-miss — graceful degradation |
+| `InvertedIndex + BM25` | Retrieval — what's relevant in corpus |
+| `Blender` | Arbitration — Markov vs retrieval |
+| `Sampler + QRNG` | Entropy — unbiased, quantum-seeded choice |
+
+## SnapKitty Stack Integration
+
+```
+sovlm ──► abjad-machine (SUBLEQ address space)
+       ──► sovereign-transformer (plasma gate)
+       ──► the-49th-call (Lean 4 verified)
+       ──► bob-orchestrator (Byzantine council)
+```
+
+---
+
+*Ahmad Ali Parr · SnapKitty Collective · 2026*
+
+---
+
+## License
+
+Licensed under **SnapKitty Tri-License**. Full text: [LICENSE.tri](LICENSE.tri).
+
+### 💼 Commercial License
+
+Snapkitty code is free and open under **AGPL-3.0** for open-source use. Building a commercial product or service? A **proprietary commercial license** from Snapkitty Collective LLC lets you ship this code without the AGPL's source-sharing and network-use obligations.
+
+**[→ Get a commercial license](mailto:A.parr@belespritdaccord.uk?subject=Commercial%20license:%20sovlm)** · A.parr@belespritdaccord.uk