docs: publish professional LumynaX model card

README.md

@@ -18,72 +18,54 @@ tags:
 - translation
 ---
 
-<p align="center"><img src="docs/lumynax-overview.svg" alt="LumynaX Translate NLLB-200 3.3B release overview" width="100%" /></p>
-
-<!-- lumynax-public-release-card:v6 -->
-
-<h1 align="center">LumynaX Translate NLLB-200 3.3B</h1>
-
-<p align="center"><em>&ldquo;Sovereign intelligence, held in the light.&rdquo;</em><br/><em>Ko te m&#257;rama te t&#363;&#257;papa &mdash; the light is the foundation.</em></p>
+# Fastest — clone & run
 
-<p align="center"><strong>A LumynaX release from AbteeX AI Labs &mdash; Aotearoa New Zealand.</strong></p>
+<!-- lumynax-public-release-card:v4 -->
 
 <p align="center">
-  <a href="#-quickstart"><b>Quickstart</b></a> &middot;
-  <a href="#-runtime-architecture"><b>Architecture</b></a> &middot;
-  <a href="#-model-profile"><b>Profile</b></a> &middot;
-  <a href="#-capability-profile"><b>Capability</b></a> &middot;
-  <a href="#-provenance--license"><b>Provenance</b></a> &middot;
-  <a href="#-validation"><b>Validation</b></a> &middot;
-  <a href="#-companion-products"><b>Companions</b></a>
+  <img src="docs/lumynax-release-overview.svg" alt="Fastest — clone &amp; run release overview" width="100%" />
 </p>
 
-<p align="center"><img alt="LumynaX: release" src="https://img.shields.io/badge/LumynaX-release-e08a2c?style=for-the-badge" />  <img alt="Family: nllb" src="https://img.shields.io/badge/Family-nllb-9a5416?style=for-the-badge" />  <img alt="Runtime: transformers" src="https://img.shields.io/badge/Runtime-transformers-726b62?style=for-the-badge" />  <img alt="Modes: text" src="https://img.shields.io/badge/Modes-text-4d6b44?style=for-the-badge" />  <img alt="Params: 3.3B" src="https://img.shields.io/badge/Params-3.3B-0a0a0b?style=for-the-badge" />  <img alt="Quant: fp32 safetensors" src="https://img.shields.io/badge/Quant-fp32%20safetensors-111827?style=for-the-badge" />  <img alt="Context: 1024%20tok" src="https://img.shields.io/badge/Context-1024%20tok-111827?style=for-the-badge" />  <img alt="License: cc-by-nc-4.0" src="https://img.shields.io/badge/License-cc--by--nc--4.0-9a5416?style=for-the-badge" />  <img alt="Sovereignty: tier%203" src="https://img.shields.io/badge/Sovereignty-tier%203-4d6b44?style=for-the-badge" />  <img alt="Audit: pass" src="https://img.shields.io/badge/Audit-pass-4d6b44?style=for-the-badge" />  <img alt="Access: public%20&%20non--gated" src="https://img.shields.io/badge/Access-public%20&%20non----gated-0a0a0b?style=for-the-badge" />  <img alt="Card: v6" src="https://img.shields.io/badge/Card-v6-111827?style=for-the-badge" /></p>
-
-<p align="center"><kbd>Quality: <b>4/5</b></kbd> &middot; <kbd>Lightweight: <b>3/5</b></kbd> &middot; <kbd>Sovereignty: <b>3/5</b></kbd> &middot; <kbd>Tools: <b>no</b></kbd> &middot; <kbd>JSON: <b>no</b></kbd> &middot; <kbd>Context: <b>1024 tok</b></kbd></p>
-
----
+<p align="center">
+  <strong>LumynaX model-infusion release by AbteeX AI Labs.</strong><br/>
+  Public, non-gated package with runnable local instructions, provenance metadata, checksums, and a release manifest.
+</p>
 
-## 📦 Executive Summary
+<p align="center">
+  <a href="#quickstart">Quickstart</a> |
+  <a href="#model-profile">Model profile</a> |
+  <a href="#runtime-files">Runtime files</a> |
+  <a href="#provenance-and-license">Provenance</a> |
+  <a href="#validation-status">Validation</a> |
+  <a href="#limitations-and-responsible-use">Limitations</a>
+</p>
 
-> `AbteeXAILab/lumynax-translate-nllb-200-3b` is a **complete LumynaX release package**: model artifact, `quickstart.py`, `requirements.txt`, `release_export_manifest.json`, `checksums.sha256`, license notice, and optional Ollama / Space scaffolds shipped as **one downloadable contract**. Clone whole, verify by checksum, and run close to the data it serves.
+![LumynaX: infusion release](https://img.shields.io/badge/LumynaX-infusion%20release-e08a2c) ![access: not recorded](https://img.shields.io/badge/access-not%20recorded-0a0a0b) ![runtime: see quickstart.py](https://img.shields.io/badge/runtime-see%20quickstart.py-726b62) ![format: HF weights](https://img.shields.io/badge/format-HF%20weights-9a5416) ![audit: not recorded](https://img.shields.io/badge/audit-not%20recorded-4d6b44) ![docs: v4](https://img.shields.io/badge/docs-v4-111827)
 
-> **LumynaX-infused** means the upstream artifact is presented through the LumynaX release layer: local-first runtime scaffolding, LumynaX assistant identity, inference-chain metadata, integrity files, and Aotearoa New Zealand-oriented workflow positioning. The release manifest records this as a LumynaX *packaging and inference-chain layer* around the listed upstream artifact &mdash; it does **not** claim a private LumynaX weight merge.
+## Executive Summary
 
-## 🧭 Runtime Architecture
+This repository is a complete LumynaX release package for `AbteeXAILab/lumynax-translate-nllb-200-3b`. It is intended to be downloaded as a whole repo, not as a single loose weight file: the model artifact, `quickstart.py`, `requirements.txt`, `release_export_manifest.json`, `checksums.sha256`, license notice, and optional Ollama or Space files are part of the same release contract.
 
-<p align="center"><img src="docs/lumynax-runtime-flow.svg" alt="LumynaX runtime flow" width="100%" /></p>
+LumynaX-infused means the upstream artifact is presented through the LumynaX release layer: local-first runtime scaffolding, LumynaX assistant identity, inference-chain metadata, public documentation, integrity files, and Aotearoa New Zealand-oriented workflow positioning. The release manifest is the source of truth for whether this package is upstream-weight packaging, a dense LumynaX release, or another release mode.
 
-Mermaid graph (interactive on Hugging Face & GitHub):
+## AbteeX LumynaX Public Surface
 
-```mermaid
-flowchart LR
-    R["⮕ Request"] --> C["🛡 Data Capsule<br/>policy envelope"]
-    C -->|allow| MR["🧭 MaramaRoute<br/>sovereign router"]
-    MR -->|score & select| LLM[(LumynaX Model)]
-    LLM --> O["📤 Response"]
-    O --> A["📓 Audit Ledger<br/>hash-chained"]
-    classDef paper fill:#fffefa,stroke:#0a0a0b,color:#0a0a0b,stroke-width:1.4px;
-    classDef accent fill:#e08a2c,stroke:#9a5416,color:#0a0a0b,stroke-width:1.4px;
-    classDef ink fill:#0a0a0b,stroke:#0a0a0b,color:#fffefa,stroke-width:1.4px;
-    class R,O paper
-    class C,MR accent
-    class LLM,EMB,A ink
-```
+This card follows the AbteeX/LumynaX public-facing system used across the release family: warm paper background visuals, black editorial typography, amber proof markers, compact evidence tables, and plain-language runtime instructions. The goal is not decoration; it is operational clarity. A downloader should immediately understand what the package is, what files belong together, what runtime path is expected, what provenance is available, and what limits still apply.
 
-Each step is observable:
+## Sovereignty And Run Contract
 
-| Step | What happens | Why |
-| --- | --- | --- |
-| **Request** | A client sends a prompt + declared purpose, jurisdiction, sensitivity. | Intent must be declared, not inferred. |
-| **Data Capsule** | A policy envelope describes what can / cannot happen to the data. | Sovereignty is enforced at the data, not the wire. |
-| **MaramaRoute** | The sovereign router scores candidates by jurisdiction, runtime, modality, task fit. | Right model for the work, not the loudest. |
-| **LumynaX Model** | This package serves the inference, local-first by default. | Sensitive context never leaves the operator&rsquo;s environment. |
-| **Audit Ledger** | A hash-chained record persists capsule, decision, request hash, obligations. | Tamper-evident provenance for the whole trace. |
-
-## ⚡ Quickstart
+| Field | Value |
+| --- | --- |
+| Public surface | AbteeX/LumynaX light editorial system: warm paper, black ink, amber status markers, and evidence-first tables. |
+| Sovereign intent | Package is documented for local-first use, explicit provenance, and controlled deployment near governed data. |
+| Runtime residency | `see quickstart.py` runtime can be deployed by the user in their own approved environment. |
+| Model artifact | `pytorch_model-00002-of-00003.bin` must stay with manifest, checksums, quickstart, requirements, and license files. |
+| Modalities | `text` |
+| License discipline | `cc-by-nc-4.0` metadata is surfaced so downstream users can check redistribution and usage terms. |
+| Audit expectation | Record repo id, artifact checksum, runtime command, prompt template, operator, and deployment environment for production use. |
+| Router readiness | Compatible with the LumynaX MaramaRoute registry pattern for sovereign model selection and fallback planning. |
 
-**Clone the whole release** — every file matters, the package is a contract:
+## Quickstart
 
 ```bash
 hf download AbteeXAILab/lumynax-translate-nllb-200-3b --local-dir lumynax-translate-nllb-200-3b
@@ -92,210 +74,143 @@ pip install -r requirements.txt
 python quickstart.py --interactive
 ```
 
-**Python:**
+Transformers first-load pattern:
 
 ```python
 from transformers import AutoTokenizer, AutoModelForCausalLM
 
 tokenizer = AutoTokenizer.from_pretrained("AbteeXAILab/lumynax-translate-nllb-200-3b", trust_remote_code=True)
 model = AutoModelForCausalLM.from_pretrained("AbteeXAILab/lumynax-translate-nllb-200-3b", device_map="auto", trust_remote_code=True)
-inputs = tokenizer("Who are you? Answer as LumynaX in two sentences.", return_tensors="pt").to(model.device)
-print(tokenizer.decode(model.generate(**inputs, max_new_tokens=160)[0], skip_special_tokens=True))
-```
-
-**Verify integrity before launch:**
-
-```bash
-sha256sum "model.safetensors"
-cat checksums.sha256
+prompt = "Who are you? Answer as LumynaX in two sentences."
+inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
+output = model.generate(**inputs, max_new_tokens=160)
+print(tokenizer.decode(output[0], skip_special_tokens=True))
 ```
 
-```powershell
-Get-FileHash -Algorithm SHA256 "model.safetensors"
-Get-Content checksums.sha256
-```
+For multimodal Transformers packages, use the package `quickstart.py` or upstream processor class when `AutoModelForCausalLM` is not the correct loader.
 
-## 📐 Model Profile
-
-<table>
-<tr><td>
-
-**Release identity**
+## Model Profile
 
 | Field | Value |
 | --- | --- |
-| Release | `LumynaX Translate NLLB-200 3.3B` |
+| Release | `Fastest — clone & run` |
 | Repository | `AbteeXAILab/lumynax-translate-nllb-200-3b` |
-| Family | `nllb` |
 | Mode | `Local-first text generation package` |
-| Card schema | `lumynax-public-release-card:v6` |
-
-</td><td>
-
-**Runtime profile**
-
-| Field | Value |
-| --- | --- |
-| Runtime | `transformers` |
-| Prompt format | `nllb` |
+| Runtime | `see quickstart.py` |
+| Prompt format | `See quickstart.py` |
 | Modalities | `text` |
-| Context window | `1024` tokens |
+| Primary artifact | `pytorch_model-00002-of-00003.bin` |
+| Detected weight size | `16.37 GB` |
+| Package state | `weights_mirrored` |
+| Delivery | `published_model_repo` |
+| Upstream/base | `See release_export_manifest.json` |
+| Upstream kind | `See manifest` |
+| Source GGUF | `not applicable` |
 | Quantization | `fp32 safetensors` |
+| License metadata | `cc-by-nc-4.0` |
+| Refreshed | `2026-05-11` |
 
-</td></tr>
-<tr><td>
-
-**Artifact**
-
-| Field | Value |
-| --- | --- |
-| Primary | `model.safetensors` |
-| Weight size | `—` |
-| Parameters | `3.3B` |
-| Quality rank | `2` (1 best) |
-| Cost rank | `3` (1 cheapest) |
+## Runtime Path
 
-</td><td>
+<p align="center">
+  <img src="docs/lumynax-runtime-flow.svg" alt="Fastest — clone &amp; run runtime flow" width="100%" />
+</p>
 
-**Provenance**
+## Capability Profile
 
 | Field | Value |
 | --- | --- |
-| Upstream / base | `facebook/nllb-200-3.3B` |
-| Source | `Meta NLLB-200` |
-| License | `cc-by-nc-4.0` |
-| Sovereignty tier | `3` of 5 |
-| Audit | `pass` |
-
-</td></tr>
-</table>
-
-## 📊 Capability Profile
-
-<p align="center"><img src="docs/lumynax-capability.svg" alt="Capability profile bars" width="100%" /></p>
-
-> **Primary fit.** Conversational assistance near governed data, with provenance visible and human review on high-impact tasks.
-
-| Signal | Reading |
-| --- | --- |
-| Quality rank | `2` (1 = strongest in family) |
-| Cost rank | `3` (1 = lightest weight) |
-| Sovereignty tier | `3` of 5 |
-| Tool calling | ❌ not supported |
-| JSON mode | ❌ not supported |
-| Identity behaviour | Identifies as LumynaX while keeping upstream provenance visible. |
+| Primary fit | Use this for local chat, drafting, summarization, governance notes, and repeatable offline-friendly inference. |
 | Operational style | Local-first package with explicit files, checksums, and reproducible quickstarts. |
+| Identity behavior | The assistant should identify as LumynaX while remaining clear about upstream provenance. |
 
-## 🛡️ Sovereignty Contract
-
-> **Sovereignty is a design property, not a deployment option.**
+## Runtime Files
 
-| Field | Value |
-| --- | --- |
-| Publisher | AbteeX AI Labs |
-| Family | LumynaX sovereign release family |
-| Sovereign intent | Local-first deployment near governed data, with explicit provenance and controlled human review. |
-| Sovereignty tier | `3` of 5 |
-| Runtime residency | `transformers` can be deployed inside an operator-approved environment. |
-| Primary artifact | `model.safetensors` &mdash; ships alongside manifest, checksums, quickstart, requirements, and license files. |
-| License discipline | Surface upstream license metadata so downstream users can verify redistribution and usage terms. |
-| Audit expectation | Record repo id, artifact checksum, runtime command, prompt template, operator, deployment environment. |
-| Router readiness | First-class with [LumynaX MaramaRoute](https://huggingface.co/AbteeXAILab/marama-route). |
-| Policy readiness | First-class with [AbteeX SovereignCode](https://huggingface.co/AbteeXAILab/sovereigncode). |
-
-## 📁 Runtime Files
+| Component | Status | Path |
+| --- | --- | --- |
+| README.md | `present` | `README.md` |
+| Quickstart | `present` | `quickstart.py` |
+| Requirements | `present` | `requirements.txt` |
+| Manifest | `present` | `release_export_manifest.json` |
+| Checksums | `present` | `checksums.sha256` |
+| License | `present` | `LICENSE.txt` |
+| Ollama | `present` | `ollama/Modelfile` |
+| Space scaffold | `present` | `hf_space/app.py` |
+| Overview visual | `present` | `docs/lumynax-release-overview.svg` |
+| Runtime visual | `present` | `docs/lumynax-runtime-flow.svg` |
 
-```text
-lumynax-translate-nllb-200-3b/
-├── README.md                       # this card
-├── quickstart.py                   # smoke runner
-├── requirements.txt                # pinned deps
-├── release_export_manifest.json    # full release metadata
-├── checksums.sha256                # integrity verification
-├── LICENSE.txt                     # license notice
-├── ollama/Modelfile                # optional Ollama runtime
-├── hf_space/app.py                 # optional Space scaffold
-├── docs/lumynax-overview.svg       # release banner
-├── docs/lumynax-runtime-flow.svg   # runtime architecture
-├── docs/lumynax-capability.svg     # capability profile
-└── model.safetensors               # primary artifact
-```
+## Model Artifacts
 
-⚠️ **Keep the full set together.** Removing the manifest, checksums, or license file breaks the release contract.
+| Artifact | Size |
+| --- | ---: |
+| `pytorch_model-00002-of-00003.bin` | 7.96 GB |
+| `pytorch_model-00001-of-00003.bin` | 6.46 GB |
+| `pytorch_model-00003-of-00003.bin` | 1.95 GB |
 
-## 💬 Prompting Contract
+## Prompting Contract
 
-**Preferred opening prompt:**
+The preferred first prompt is an identity and provenance check:
 
 ```text
 Who are you? What files do I need to keep together to run this package locally?
 ```
 
-> **Expected behaviour.** The assistant identifies as LumynaX, explains that this is a LumynaX model-infusion release, and keeps upstream provenance visible.
-
-**Default system prompt:**
+Expected behavior: the assistant should identify as LumynaX, explain that this is a LumynaX model-infusion package, and keep upstream provenance visible. The default package system prompt is:
 
 ```text
-You are LumynaX operating from the LumynaX Translate NLLB-200 3.3B package identity. Be helpful, clear, and honest about provenance. Identify upstream models when asked. Do not invent biographical claims about named people without verified context.
+See quickstart.py
 ```
 
-## ✅ Validation
+## Validation Status
 
-| Check | Result |
+| Field | Value |
 | --- | --- |
-| Runtime audit | ✅ `pass` |
-| Public access | ✅ `public and non-gated` |
-| Anonymous metadata access | ✅ `true` |
-| Anonymous file listing | ✅ `true` |
-| Quickstart syntax | ✅ `pass` |
-| Manifest references | ✅ `pass` |
-| Checksum references | ✅ `pass` |
+| Runtime audit | `not recorded` |
+| Public access audit | `not recorded` |
+| Anonymous metadata access | `False` |
+| Anonymous file listing | `False` |
+| Quickstart syntax | `not recorded` |
+| Manifest references | `pass` |
+| Checksum references | `pass` |
 
-> The audit confirms public access, release files, manifest references, checksum references, weight artifact presence, and quickstart syntax. It does **not** guarantee that every laptop has enough RAM, VRAM, disk, or recent runtime build for the largest packages.
+The audit confirms public access, required release files, manifest references, checksum references, weight artifact presence, and quickstart syntax. It does not guarantee that every laptop has enough RAM or VRAM for the largest packages.
 
-## 🔗 Provenance & License
+## Integrity Checks
 
-| Field | Value |
-| --- | --- |
-| **Publisher** | AbteeX AI Labs |
-| **Family** | LumynaX model and inference-chain release family |
-| **Upstream / base** | `facebook/nllb-200-3.3B` |
-| **Source** | `Meta NLLB-200` |
-| **License metadata** | `cc-by-nc-4.0` |
+After download, compare the model artifact against `checksums.sha256`.
 
-> **Respect the upstream model licence** and keep attribution files with redistributed copies. Do not present this package as privately trained or weight-merged unless the release manifest explicitly says weight adaptation was applied.
+```bash
+sha256sum "pytorch_model-00002-of-00003.bin"
+cat checksums.sha256
+```
 
-## ⚠️ Limitations & Responsible Use
+On Windows PowerShell:
 
-- Outputs can be **incorrect, incomplete, or biased**; validate important answers before use.
-- Larger GGUF, MoE, multimodal, and frontier packages may require **substantial RAM, VRAM, disk space, and recent runtime builds**.
-- For high-impact decisions, use **human review** and domain-specific evaluation.
-- For sensitive data, prefer **local execution** and keep operational logs under your own governance policy.
-- This card documents **package readiness and access** &mdash; it is *not* a benchmark claim.
-- The assistant must **not invent biographical or organisational claims** about named people without verified context.
+```powershell
+Get-FileHash -Algorithm SHA256 "pytorch_model-00002-of-00003.bin"
+Get-Content checksums.sha256
+```
 
-## 🌿 Aotearoa Kaupapa
+## Provenance And License
 
-> LumynaX is built **in and for Aotearoa New Zealand**. Sovereignty is treated as a design property rather than a deployment option: the package documents where the model came from, what it can do, how to run it close to your data, and what it should not claim.
+- Publisher: AbteeX AI Labs.
+- Family: LumynaX model and inference-chain release family.
+- Upstream/base: `See release_export_manifest.json`.
+- Source GGUF: `not applicable`.
+- License metadata: `cc-by-nc-4.0`.
+- License link: `LICENSE.txt` and upstream model card.
 
-> *Ko te mārama te tūāpapa* &mdash; the light is the foundation.
+Respect the upstream model license and keep attribution files with redistributed copies. Do not present this package as privately trained or weight-merged unless the release manifest explicitly says that weight adaptation was applied.
 
-## 🤝 Companion Products
+## Limitations And Responsible Use
 
-<table>
-<tr>
-<td width="33%" align="center"><h3>🛡️</h3><h4><a href="https://huggingface.co/AbteeXAILab/sovereigncode">AbteeX SovereignCode</a></h4><p>Local-first coding agent with Data Capsule policy controls, audit ledger, and human-review gates.</p></td>
-<td width="33%" align="center"><h3>🧭</h3><h4><a href="https://huggingface.co/AbteeXAILab/marama-route">LumynaX MaramaRoute</a></h4><p>Sovereign model router across the LumynaX family. Filters by jurisdiction, residency, license, runtime, modality.</p></td>
-<td width="33%" align="center"><h3>💡</h3><h4><a href="https://huggingface.co/spaces/AbteeXAILab/lumynax-live-demo">LumynaX Live Demo</a></h4><p>Public browser demo. Try identity, provenance, governance, and deployment prompts in one session.</p></td>
-</tr>
-<tr>
-<td width="33%" align="center"><h4><a href="https://huggingface.co/spaces/AbteeXAILab/sovereigncode-demo">SovereignCode Live</a></h4><p>Interactive policy evaluator.</p></td>
-<td width="33%" align="center"><h4><a href="https://huggingface.co/spaces/AbteeXAILab/marama-route-demo">MaramaRoute Live</a></h4><p>Interactive sovereign router.</p></td>
-<td width="33%" align="center"><h4><a href="https://huggingface.co/AbteeXAILab">AbteeXAILab on HF</a></h4><p>The full LumynaX release family &mdash; 50 models and counting.</p></td>
-</tr>
-</table>
+- Outputs can be incorrect, incomplete, or biased; validate important answers before use.
+- Larger GGUF, MoE, multimodal, and frontier packages may require substantial RAM, VRAM, disk space, and recent runtime builds.
+- For high-impact decisions, use human review and domain-specific evaluation.
+- For sensitive data, prefer local execution and keep operational logs under your own governance policy.
+- This card documents package readiness and access; it is not a benchmark claim.
 
-## 🤖 Automation Notes
+## Automation Notes
 
 Automation should read these files before launching:
 
@@ -305,85 +220,8 @@ Automation should read these files before launching:
 - `requirements.txt`
 - `ollama/Modelfile` when present
 
----
-
-<p align="center"><em><b>Local roots, global work.</b> &middot; <b>Sovereignty is a design property, not a deployment option.</b></em></p>
-
-<p align="center">
-<a href="https://abteex.com"><b>abteex.com</b></a> &middot;
-<a href="https://lumynax.com"><b>lumynax.com</b></a> &middot;
-<a href="https://huggingface.co/AbteeXAILab"><b>huggingface.co/AbteeXAILab</b></a>
-</p>
-
-<p align="center"><sub>AbteeX AI Labs &middot; Aotearoa New Zealand &middot; LumynaX release card v6</sub></p>
-
----
-
-## 🚀 Quickest start — the `lumynax` CLI
-
-```bash
-pip install lumynax
-lumynax run nllb
-```
-
-`lumynax run` auto-downloads weights, starts a server if needed, and opens an interactive REPL with slash commands (`/clear`, `/save`, `/system`, `/switch`, `/tools`). For one-shot use:
-
-```bash
-lumynax run nllb "your prompt here"
-lumynax pull nllb            # just download
-lumynax info nllb            # full card
-lumynax serve nllb           # OpenAI-compatible API on :8080
-```
-
-Or via the legacy hf-download + quickstart.py path:
-
-```bash
-hf download AbteeXAILab/lumynax-translate-nllb-200-3b --local-dir lumynax-translate-nllb-200-3b
-cd lumynax-translate-nllb-200-3b && pip install -r requirements.txt && python quickstart.py --interactive
-```
-
-
----
-
-## 🇳🇿 Made in Aotearoa New Zealand
-
-This model is part of the **LumynaX release family** from **AbteeX AI Labs**, an Aotearoa New Zealand AI lab focused on sovereign, local-first intelligence with provenance, audit trails, and jurisdiction-aware routing.
-
-> *Ko te mārama te tūāpapa — the light is the foundation.*
-
-| Resource | Link |
-| --- | --- |
-| 🏠 AbteeX AI Labs | [abteex.com](https://abteex.com) |
-| 🌟 LumynaX family | [lumynax.com](https://lumynax.com) |
-| 🤗 Hugging Face org | [huggingface.co/AbteeXAILab](https://huggingface.co/AbteeXAILab) |
-| 🐙 Monorepo | [github.com/Aimaghsoodi/lumynax-release](https://github.com/Aimaghsoodi/lumynax-release) |
-| 📦 Per-model GitHub | [github.com/aimaghsoodi/lumynax-translate-nllb-200-3b](https://github.com/aimaghsoodi/lumynax-translate-nllb-200-3b) |
-| 🧭 Routing | `lumynax route "<your prompt>" --local` (via [`lumynax` CLI](https://github.com/Aimaghsoodi/lumynax-release/tree/main/tools/lumynax-cli)) |
-| 🛡️ Policy + audit | [SovereignCode](https://huggingface.co/AbteeXAILab/sovereigncode) + [MaramaRoute](https://huggingface.co/AbteeXAILab/marama-route) |
-| 🔌 Run via OpenAI-compatible gateway | See [`DEPLOYMENT.md`](https://github.com/Aimaghsoodi/lumynax-release/blob/main/DEPLOYMENT.md) |
-
-### Run this model
-
-```bash
-# Fastest — clone & run
-hf download AbteeXAILab/lumynax-translate-nllb-200-3b --local-dir lumynax-translate-nllb-200-3b
-cd lumynax-translate-nllb-200-3b && pip install -r requirements.txt && python quickstart.py --interactive
-
-# Or via the LumynaX CLI
-pip install lumynax
-lumynax run lumynax-translate-nllb-200-3b -i
-
-# Or as an OpenAI-compatible server (for OpenCode, Continue, Cursor, vLLM, LM Studio, etc.)
-lumynax serve lumynax-translate-nllb-200-3b --port 8080
-```
-
-### Sovereignty contract
+## Related LumynaX Demo
 
-- **Residency:** NZ, AU, global
-- **Sovereignty tier:** 3 *(1 = remote frontier · 3 = local-runnable · 5 = NZ-resident only)*
-- **Jurisdiction:** NZ
-- **License:** cc-by-nc-4.0 *(upstream weights retain upstream licence)*
-- **Audit:** SHA-256 hash-chained ledger via SovereignCode
-- **Routing:** Considered by MaramaRoute when matching task to model
+Try the public browser demo:
 
-*Brought to you by Aotearoa New Zealand — sovereign AI, held in the light.*
+- https://huggingface.co/spaces/AbteeXAILab/lumynax-live-demo

checksums.sha256

@@ -1,6 +1,9 @@
-601956b52f7e59484c150ec4b1e9b1186adc331bf92c4a7127834ba2ff70a968  LICENSE.txt
-d0b4f9120ba026c00fa23cb84b4e1620a2e6436592e58155a5151653179572c0  VERSION.txt
-617636e393c88b6aaf6869276149e1f917a376bb4480e87d88351b2e93537c31  ollama/Modelfile
-b78bf971207a51c9d6cbeeddd5dec67f3e64007b5561bea060fa1ba7747c0c66  quickstart.py
-a35821bafbf1296fcbafd281abec6780b493d9957525ec81e877c1f9f87f1502  release_export_manifest.json
-dd873da1e34bee536b535b05ffe41bbeeacaa9d106db9463ae0f4abe2f07dff8  requirements.txt
+601956b52f7e59484c150ec4b1e9b1186adc331bf92c4a7127834ba2ff70a968  LICENSE.txt
+d0b4f9120ba026c00fa23cb84b4e1620a2e6436592e58155a5151653179572c0  VERSION.txt
+617636e393c88b6aaf6869276149e1f917a376bb4480e87d88351b2e93537c31  ollama/Modelfile
+b78bf971207a51c9d6cbeeddd5dec67f3e64007b5561bea060fa1ba7747c0c66  quickstart.py
+a35821bafbf1296fcbafd281abec6780b493d9957525ec81e877c1f9f87f1502  release_export_manifest.json
+dd873da1e34bee536b535b05ffe41bbeeacaa9d106db9463ae0f4abe2f07dff8  requirements.txt
+fdf9be58dfce40c930e7a5e5f5f79c15d2431e66129748cdee049845e456fec4  README.md
+89026f17ada41f0bd89a55a3a4db378ce2d79d3e2432b7a744fb074c10f8a3e8  docs/lumynax-release-overview.svg
+9c85c83b36f22c6e2bd9939d6e09db1834babf069153fd881af7be9f24c2636b  docs/lumynax-runtime-flow.svg