docs: publish professional LumynaX model card

README.md

@@ -18,72 +18,55 @@ tags:
 - text
 ---
 
-<p align="center"><img src="docs/lumynax-overview.svg" alt="LumynaX Infused Gemma4 26B A4B GGUF release overview" width="100%" /></p>
+# LumynaX Infused Gemma4 26B A4B GGUF
 
-<!-- lumynax-public-release-card:v6 -->
-
-<h1 align="center">LumynaX Infused Gemma4 26B A4B GGUF</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>
-
-<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="LumynaX Infused Gemma4 26B A4B GGUF 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: gemma" src="https://img.shields.io/badge/Family-gemma-9a5416?style=for-the-badge" />  <img alt="Runtime: llama%20cpp" src="https://img.shields.io/badge/Runtime-llama%20cpp-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: 26.0B%20/%204.0B%20active" src="https://img.shields.io/badge/Params-26.0B%20/%204.0B%20active-0a0a0b?style=for-the-badge" />  <img alt="Quant: UD-Q4_K_M" src="https://img.shields.io/badge/Quant-UD--Q4__K__M-111827?style=for-the-badge" />  <img alt="Context: 8192%20tok" src="https://img.shields.io/badge/Context-8192%20tok-111827?style=for-the-badge" />  <img alt="License: gemma" src="https://img.shields.io/badge/License-gemma-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>5/5</b></kbd> &middot; <kbd>Lightweight: <b>0/5</b></kbd> &middot; <kbd>Sovereignty: <b>3/5</b></kbd> &middot; <kbd>Tools: <b>no</b></kbd> &middot; <kbd>JSON: <b>yes</b></kbd> &middot; <kbd>Context: <b>8192 tok</b></kbd></p>
-
----
-
-## 📦 Executive Summary
+<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>
 
-> `AbteeXAILab/lumynax-infused-gemma4-26b-a4b-gguf` 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.
+<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>
 
-> **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.
+![LumynaX: infusion release](https://img.shields.io/badge/LumynaX-infusion%20release-e08a2c) ![access: public and non-gated](https://img.shields.io/badge/access-public%20and%20non--gated-0a0a0b) ![runtime: llama cpp](https://img.shields.io/badge/runtime-llama%20cpp-726b62) ![format: GGUF](https://img.shields.io/badge/format-GGUF-9a5416) ![audit: pass](https://img.shields.io/badge/audit-pass-4d6b44) ![docs: v4](https://img.shields.io/badge/docs-v4-111827)
 
-## 🧭 Runtime Architecture
+## Executive Summary
 
-<p align="center"><img src="docs/lumynax-runtime-flow.svg" alt="LumynaX runtime flow" width="100%" /></p>
+This repository is a complete LumynaX release package for `AbteeXAILab/lumynax-infused-gemma4-26b-a4b-gguf`. 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.
 
-Mermaid graph (interactive on Hugging Face & GitHub):
+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 records this as a LumynaX packaging and inference-chain layer around the listed upstream artifact; it does not claim a private LumynaX weight merge.
 
-```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
-```
+## AbteeX LumynaX Public Surface
 
-Each step is observable:
+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.
 
-| 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. |
+## Sovereignty And Run Contract
 
-## ⚡ 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 | `llama_cpp` runtime can be deployed by the user in their own approved environment. |
+| Model artifact | `lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf` must stay with manifest, checksums, quickstart, requirements, and license files. |
+| Modalities | `text` |
+| License discipline | `apache-2.0` 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. |
+| Local serving | Preferred first path is llama.cpp or llama-cpp-python with checksum verification before launch. |
 
-**Clone the whole release** — every file matters, the package is a contract:
+## Quickstart
 
 ```bash
 hf download AbteeXAILab/lumynax-infused-gemma4-26b-a4b-gguf --local-dir lumynax-infused-gemma4-26b-a4b-gguf
@@ -92,222 +75,140 @@ pip install -r requirements.txt
 python quickstart.py --interactive
 ```
 
-**Python:**
-
-```python
-from llama_cpp import Llama
-
-llm = Llama(model_path="lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf", n_ctx=8192, n_threads=8, verbose=False)
-out = llm("Who are you? Answer as LumynaX in two sentences.", max_tokens=160)
-print(out["choices"][0]["text"].strip())
-```
-
-**CLI smoke test:**
+Direct llama.cpp smoke command:
 
 ```bash
 llama-cli -m "lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf" -p "Who are you? Answer as LumynaX in two sentences." -n 160
 ```
 
-**Ollama path:**
+Ollama path:
 
 ```bash
 ollama create lumynax-infused-gemma4-26b-a4b-gguf -f ollama/Modelfile
 ollama run lumynax-infused-gemma4-26b-a4b-gguf
 ```
 
-**Verify integrity before launch:**
-
-```bash
-sha256sum "lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf"
-cat checksums.sha256
-```
-
-```powershell
-Get-FileHash -Algorithm SHA256 "lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf"
-Get-Content checksums.sha256
-```
-
-## 📐 Model Profile
-
-<table>
-<tr><td>
-
-**Release identity**
+## Model Profile
 
 | Field | Value |
 | --- | --- |
 | Release | `LumynaX Infused Gemma4 26B A4B GGUF` |
 | Repository | `AbteeXAILab/lumynax-infused-gemma4-26b-a4b-gguf` |
-| Family | `gemma` |
-| Mode | `Local-first text generation package` |
-| Card schema | `lumynax-public-release-card:v6` |
-
-</td><td>
-
-**Runtime profile**
-
-| Field | Value |
-| --- | --- |
+| Mode | `Sparse/frontier local package` |
 | Runtime | `llama_cpp` |
 | Prompt format | `gemma_chat_template` |
 | Modalities | `text` |
-| Context window | `8192` tokens |
+| Primary artifact | `lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf` |
+| Detected weight size | `15.78 GB` |
+| Package state | `prebuilt_gguf_release` |
+| Delivery | `standalone_prebuilt_gguf_release` |
+| Upstream/base | `google/gemma-4-26B-A4B-it` |
+| Upstream kind | `official_base_weights` |
+| Source GGUF | `unsloth/gemma-4-26B-A4B-it-GGUF` |
 | Quantization | `UD-Q4_K_M` |
+| License metadata | `apache-2.0` |
+| Refreshed | `2026-05-11` |
+| Upstream license link | [license](https://huggingface.co/google/gemma-4-26B-A4B-it/blob/main/LICENSE) |
 
-</td></tr>
-<tr><td>
-
-**Artifact**
-
-| Field | Value |
-| --- | --- |
-| Primary | `lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf` |
-| Weight size | `15.78 GB` |
-| Parameters | `26.0B / 4.0B active` |
-| Quality rank | `1` (1 best) |
-| Cost rank | `8` (1 cheapest) |
+## Runtime Path
 
-</td><td>
+<p align="center">
+  <img src="docs/lumynax-runtime-flow.svg" alt="LumynaX Infused Gemma4 26B A4B GGUF runtime flow" width="100%" />
+</p>
 
-**Provenance**
+## Capability Profile
 
 | Field | Value |
 | --- | --- |
-| Upstream / base | `google/gemma-4-26B-A4B-it` |
-| Source | `unsloth/gemma-4-26B-A4B-it-GGUF` |
-| License | `gemma` |
-| 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 | `1` (1 = strongest in family) |
-| Cost rank | `8` (1 = lightest weight) |
-| Sovereignty tier | `3` of 5 |
-| Tool calling | ❌ not supported |
-| JSON mode | ✅ supported |
-| Identity behaviour | Identifies as LumynaX while keeping upstream provenance visible. |
+| Primary fit | Use this when you want a larger sparse or frontier-style model while keeping a local GGUF release shape. |
 | 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
+## Runtime Files
 
-> **Sovereignty is a design property, not a deployment option.**
-
-| 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 | `llama_cpp` can be deployed inside an operator-approved environment. |
-| Primary artifact | `lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf` &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-infused-gemma4-26b-a4b-gguf/
-├── 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
-└── lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf# primary artifact
-```
+## Model Artifacts
 
-⚠️ **Keep the full set together.** Removing the manifest, checksums, or license file breaks the release contract.
+| Artifact | Size |
+| --- | ---: |
+| `lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf` | 15.78 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 Infused Gemma4 26B A4B GGUF 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.
+You are LumynaX operating from the LumynaX Infused Gemma4 26B A4B GGUF package identity. Be helpful, clear, and honest about provenance.
 ```
 
-## ✅ 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 | `pass` |
+| Public access audit | `public and non-gated` |
+| Anonymous metadata access | `True` |
+| Anonymous file listing | `True` |
+| Quickstart syntax | `pass` |
+| 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** | `google/gemma-4-26B-A4B-it` |
-| **Source** | `unsloth/gemma-4-26B-A4B-it-GGUF` |
-| **License metadata** | `gemma` |
+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 "lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf"
+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 "lumynax-infused-gemma4-26b-a4b-ud-q4_k_m.gguf"
+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: `google/gemma-4-26B-A4B-it`.
+- Source GGUF: `unsloth/gemma-4-26B-A4B-it-GGUF`.
+- License metadata: `apache-2.0`.
+- License link: https://huggingface.co/google/gemma-4-26B-A4B-it/blob/main/LICENSE.
 
-> *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:
 
@@ -317,85 +218,8 @@ 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 lumynax-infused-gemma4-26b-a4b-gguf
-```
-
-`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 lumynax-infused-gemma4-26b-a4b-gguf "your prompt here"
-lumynax pull lumynax-infused-gemma4-26b-a4b-gguf            # just download
-lumynax info lumynax-infused-gemma4-26b-a4b-gguf            # full card
-lumynax serve lumynax-infused-gemma4-26b-a4b-gguf           # OpenAI-compatible API on :8080
-```
-
-Or via the legacy hf-download + quickstart.py path:
-
-```bash
-hf download AbteeXAILab/lumynax-infused-gemma4-26b-a4b-gguf --local-dir lumynax-infused-gemma4-26b-a4b-gguf
-cd lumynax-infused-gemma4-26b-a4b-gguf && 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-infused-gemma4-26b-a4b-gguf](https://github.com/aimaghsoodi/lumynax-infused-gemma4-26b-a4b-gguf) |
-| 🧭 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-infused-gemma4-26b-a4b-gguf --local-dir lumynax-infused-gemma4-26b-a4b-gguf
-cd lumynax-infused-gemma4-26b-a4b-gguf && pip install -r requirements.txt && python quickstart.py --interactive
-
-# Or via the LumynaX CLI
-pip install lumynax
-lumynax run lumynax-infused-gemma4-26b-a4b-gguf -i
-
-# Or as an OpenAI-compatible server (for OpenCode, Continue, Cursor, vLLM, LM Studio, etc.)
-lumynax serve lumynax-infused-gemma4-26b-a4b-gguf --port 8080
-```
-
-### Sovereignty contract
+## Related LumynaX Demo
 
-- **Residency:** NZ
-- **Sovereignty tier:** 3 *(1 = remote frontier · 3 = local-runnable · 5 = NZ-resident only)*
-- **Jurisdiction:** NZ
-- **License:** see_model_card *(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

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