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docs: refresh model card to v5 (AbteeX/LumynaX unified surface)

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1
- ---
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- license: apache-2.0
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- license_link: https://huggingface.co/HuggingFaceTB/SmolLM2-360M-Instruct-GGUF
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- library_name: llama-cpp-python
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- pipeline_tag: text-generation
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- language:
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- - en
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- - mi
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- tags:
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- - lumynax
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- - lumynax-infused-smollm2-360m-gguf
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- - smollm2-360m-instruct
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- - gguf
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- - llama-cpp
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- - abteex-ai-labs
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- - local-first
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- ---
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-
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- # LumynaX Infused SmolLM2 360M Instruct GGUF
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-
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- <!-- lumynax-public-release-card:v4 -->
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-
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- <p align="center">
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- <img src="docs/lumynax-release-overview.svg" alt="LumynaX Infused SmolLM2 360M Instruct GGUF release overview" width="100%" />
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- </p>
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-
27
- <p align="center">
28
- <strong>LumynaX model-infusion release by AbteeX AI Labs.</strong><br/>
29
- Public, non-gated package with runnable local instructions, provenance metadata, checksums, and a release manifest.
30
- </p>
31
-
32
- <p align="center">
33
- <a href="#quickstart">Quickstart</a> |
34
- <a href="#model-profile">Model profile</a> |
35
- <a href="#runtime-files">Runtime files</a> |
36
- <a href="#provenance-and-license">Provenance</a> |
37
- <a href="#validation-status">Validation</a> |
38
- <a href="#limitations-and-responsible-use">Limitations</a>
39
- </p>
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-
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- ![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)
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-
43
- ## Executive Summary
44
-
45
- This repository is a complete LumynaX release package for `AbteeXAILab/lumynax-infused-smollm2-360m-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.
46
-
47
- 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.
48
-
49
- ## AbteeX LumynaX Public Surface
50
-
51
- 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.
52
-
53
- ## Sovereignty And Run Contract
54
-
55
- | Field | Value |
56
- | --- | --- |
57
- | Public surface | AbteeX/LumynaX light editorial system: warm paper, black ink, amber status markers, and evidence-first tables. |
58
- | Sovereign intent | Package is documented for local-first use, explicit provenance, and controlled deployment near governed data. |
59
- | Runtime residency | `llama_cpp` runtime can be deployed by the user in their own approved environment. |
60
- | Model artifact | `smollm2-360m-instruct-q8_0.gguf` must stay with manifest, checksums, quickstart, requirements, and license files. |
61
- | Modalities | `text` |
62
- | License discipline | `apache-2.0` metadata is surfaced so downstream users can check redistribution and usage terms. |
63
- | Audit expectation | Record repo id, artifact checksum, runtime command, prompt template, operator, and deployment environment for production use. |
64
- | Router readiness | Compatible with the LumynaX MaramaRoute registry pattern for sovereign model selection and fallback planning. |
65
- | Local serving | Preferred first path is llama.cpp or llama-cpp-python with checksum verification before launch. |
66
-
67
- ## Quickstart
68
-
69
- ```bash
70
- hf download AbteeXAILab/lumynax-infused-smollm2-360m-gguf --local-dir lumynax-infused-smollm2-360m-gguf
71
- cd lumynax-infused-smollm2-360m-gguf
72
- pip install -r requirements.txt
73
- python quickstart.py --interactive
74
- ```
75
-
76
- Direct llama.cpp smoke command:
77
-
78
- ```bash
79
- llama-cli -m "smollm2-360m-instruct-q8_0.gguf" -p "Who are you? Answer as LumynaX in two sentences." -n 160
80
- ```
81
-
82
- Ollama path:
83
-
84
- ```bash
85
- ollama create lumynax-infused-smollm2-360m-gguf -f ollama/Modelfile
86
- ollama run lumynax-infused-smollm2-360m-gguf
87
- ```
88
-
89
- ## Model Profile
90
-
91
- | Field | Value |
92
- | --- | --- |
93
- | Release | `LumynaX Infused SmolLM2 360M Instruct GGUF` |
94
- | Repository | `AbteeXAILab/lumynax-infused-smollm2-360m-gguf` |
95
- | Mode | `Local-first text generation package` |
96
- | Runtime | `llama_cpp` |
97
- | Prompt format | `chatml` |
98
- | Modalities | `text` |
99
- | Primary artifact | `smollm2-360m-instruct-q8_0.gguf` |
100
- | Detected weight size | `368.50 MB` |
101
- | Package state | `prebuilt_gguf_release` |
102
- | Delivery | `standalone_prebuilt_gguf_release` |
103
- | Upstream/base | `HuggingFaceTB/SmolLM2-360M-Instruct` |
104
- | Upstream kind | `official_base_weights` |
105
- | Source GGUF | `HuggingFaceTB/SmolLM2-360M-Instruct-GGUF` |
106
- | Quantization | `Q8_0` |
107
- | License metadata | `apache-2.0` |
108
- | Refreshed | `2026-05-11` |
109
- | Upstream license link | [license](https://huggingface.co/HuggingFaceTB/SmolLM2-360M-Instruct-GGUF) |
110
-
111
- ## Runtime Path
112
-
113
- <p align="center">
114
- <img src="docs/lumynax-runtime-flow.svg" alt="LumynaX Infused SmolLM2 360M Instruct GGUF runtime flow" width="100%" />
115
- </p>
116
-
117
- ## Capability Profile
118
-
119
- | Field | Value |
120
- | --- | --- |
121
- | Primary fit | Use this for fast smoke tests, demos, packaging validation, and low-resource local runs. |
122
- | Operational style | Local-first package with explicit files, checksums, and reproducible quickstarts. |
123
- | Identity behavior | The assistant should identify as LumynaX while remaining clear about upstream provenance. |
124
-
125
- ## Runtime Files
126
-
127
- | Component | Status | Path |
128
- | --- | --- | --- |
129
- | README.md | `present` | `README.md` |
130
- | Quickstart | `present` | `quickstart.py` |
131
- | Requirements | `present` | `requirements.txt` |
132
- | Manifest | `present` | `release_export_manifest.json` |
133
- | Checksums | `present` | `checksums.sha256` |
134
- | License | `present` | `LICENSE.txt` |
135
- | Ollama | `present` | `ollama/Modelfile` |
136
- | Space scaffold | `present` | `hf_space/app.py` |
137
- | Overview visual | `present` | `docs/lumynax-release-overview.svg` |
138
- | Runtime visual | `present` | `docs/lumynax-runtime-flow.svg` |
139
-
140
- ## Model Artifacts
141
-
142
- | Artifact | Size |
143
- | --- | ---: |
144
- | `smollm2-360m-instruct-q8_0.gguf` | 368.50 MB |
145
-
146
- ## Prompting Contract
147
-
148
- The preferred first prompt is an identity and provenance check:
149
-
150
- ```text
151
- Who are you? What files do I need to keep together to run this package locally?
152
- ```
153
-
154
- 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:
155
-
156
- ```text
157
- You are LumynaX operating from the LumynaX Infused SmolLM2 360M Instruct GGUF package identity. Be helpful, clear, and honest about provenance.
158
- ```
159
-
160
- ## Validation Status
161
-
162
- | Field | Value |
163
- | --- | --- |
164
- | Runtime audit | `pass` |
165
- | Public access audit | `public and non-gated` |
166
- | Anonymous metadata access | `True` |
167
- | Anonymous file listing | `True` |
168
- | Quickstart syntax | `pass` |
169
- | Manifest references | `pass` |
170
- | Checksum references | `pass` |
171
-
172
- 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.
173
-
174
- ## Integrity Checks
175
-
176
- After download, compare the model artifact against `checksums.sha256`.
177
-
178
- ```bash
179
- sha256sum "smollm2-360m-instruct-q8_0.gguf"
180
- cat checksums.sha256
181
- ```
182
-
183
- On Windows PowerShell:
184
-
185
- ```powershell
186
- Get-FileHash -Algorithm SHA256 "smollm2-360m-instruct-q8_0.gguf"
187
- Get-Content checksums.sha256
188
- ```
189
-
190
- ## Provenance And License
191
-
192
- - Publisher: AbteeX AI Labs.
193
- - Family: LumynaX model and inference-chain release family.
194
- - Upstream/base: `HuggingFaceTB/SmolLM2-360M-Instruct`.
195
- - Source GGUF: `HuggingFaceTB/SmolLM2-360M-Instruct-GGUF`.
196
- - License metadata: `apache-2.0`.
197
- - License link: https://huggingface.co/HuggingFaceTB/SmolLM2-360M-Instruct-GGUF.
198
-
199
- 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.
200
-
201
- ## Limitations And Responsible Use
202
-
203
- - Outputs can be incorrect, incomplete, or biased; validate important answers before use.
204
- - Larger GGUF, MoE, multimodal, and frontier packages may require substantial RAM, VRAM, disk space, and recent runtime builds.
205
- - For high-impact decisions, use human review and domain-specific evaluation.
206
- - For sensitive data, prefer local execution and keep operational logs under your own governance policy.
207
- - This card documents package readiness and access; it is not a benchmark claim.
208
-
209
- ## Automation Notes
210
-
211
- Automation should read these files before launching:
212
-
213
- - `release_export_manifest.json`
214
- - `checksums.sha256`
215
- - `quickstart.py`
216
- - `requirements.txt`
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- - `ollama/Modelfile` when present
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-
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- ## Related LumynaX Demo
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-
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- Try the public browser demo:
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-
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- - https://huggingface.co/spaces/AbteeXAILab/lumynax-live-demo
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ library_name: llama.cpp
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+ pipeline_tag: text-generation
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+ language:
6
+ - en
7
+ - mi
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+ tags:
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+ - abteex-ai-labs
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+ - aotearoa
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+ - general
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+ - gguf
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+ - local-first
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+ - lumynax
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+ - new-zealand
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+ - smollm
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+ - sovereign-ai
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+ - text
19
+ ---
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+
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+ # LumynaX Infused SmolLM2 360M Instruct GGUF
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+
23
+ <!-- lumynax-public-release-card:v5 -->
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+
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+ <p align="center"><em>Sovereign intelligence, held in the light.</em></p>
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+ <p align="center"><em>Ko te mārama te tūāpapa &mdash; the light is the foundation.</em></p>
27
+
28
+ <p align="center">
29
+ <strong>A LumynaX release from AbteeX AI Labs &mdash; Aotearoa New Zealand.</strong><br/>
30
+ Public, non-gated package with runnable local instructions, provenance metadata, checksums, and a release manifest.
31
+ </p>
32
+
33
+ <p align="center">
34
+ <a href="#quickstart">Quickstart</a> &middot;
35
+ <a href="#model-profile">Model profile</a> &middot;
36
+ <a href="#runtime-files">Runtime files</a> &middot;
37
+ <a href="#provenance--license">Provenance</a> &middot;
38
+ <a href="#validation">Validation</a> &middot;
39
+ <a href="#limitations--responsible-use">Limitations</a> &middot;
40
+ <a href="#companion-products">Companions</a>
41
+ </p>
42
+
43
+ ![LumynaX release](https://img.shields.io/badge/LumynaX-release-e08a2c?style=for-the-badge) ![Access public](https://img.shields.io/badge/access-public%20%26%20non--gated-0a0a0b?style=for-the-badge) ![Runtime llama_cpp](https://img.shields.io/badge/runtime-llama%20cpp-726b62?style=for-the-badge) ![License apache-2.0](https://img.shields.io/badge/license-apache--2.0-9a5416?style=for-the-badge) ![Audit pass](https://img.shields.io/badge/audit-pass-4d6b44?style=for-the-badge) ![Card v5](https://img.shields.io/badge/card-v5-111827?style=for-the-badge)
44
+
45
+ ## Executive Summary
46
+
47
+ `AbteeXAILab/lumynax-infused-smollm2-360m-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. It is designed to be cloned whole, verified by checksum, and run close to the data it serves.
48
+
49
+ 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.
50
+
51
+ ## Sovereignty & Run Contract
52
+
53
+ | Field | Value |
54
+ | --- | --- |
55
+ | Publisher | AbteeX AI Labs |
56
+ | Family | LumynaX sovereign release family |
57
+ | Sovereign intent | Local-first deployment near governed data, with explicit provenance and controlled human review. |
58
+ | Sovereignty tier | `3` |
59
+ | Runtime residency | `llama_cpp` can be deployed inside an operator-approved environment. |
60
+ | Primary artifact | `smollm2-360m-instruct-q8_0.gguf` &mdash; must stay alongside manifest, checksums, quickstart, requirements, and license files. |
61
+ | Modalities | `text` |
62
+ | Context window | `8192` tokens |
63
+ | License metadata | `apache-2.0` &mdash; surface for redistribution and usage checks. |
64
+ | Audit expectation | Record repo id, artifact checksum, runtime command, prompt template, operator, and deployment environment for production use. |
65
+ | Router readiness | Compatible with the [LumynaX MaramaRoute](https://huggingface.co/AbteeXAILab/marama-route) registry pattern. |
66
+ | Preferred path | First path is `llama.cpp` / `llama-cpp-python` (GGUF) or `transformers` (safetensors) with checksum verification before launch. |
67
+
68
+ ## Quickstart
69
+
70
+ Clone the whole release:
71
+
72
+ ```bash
73
+ hf download AbteeXAILab/lumynax-infused-smollm2-360m-gguf --local-dir lumynax-infused-smollm2-360m-gguf
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+ cd lumynax-infused-smollm2-360m-gguf
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+ pip install -r requirements.txt
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+ python quickstart.py --interactive
77
+ ```
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+
79
+ Python:
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+
81
+ ```python
82
+ from llama_cpp import Llama
83
+
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+ llm = Llama(model_path="smollm2-360m-instruct-q8_0.gguf", n_ctx=8192, n_threads=8, verbose=False)
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+ out = llm("Who are you? Answer as LumynaX in two sentences.", max_tokens=160)
86
+ print(out["choices"][0]["text"].strip())
87
+ ```
88
+
89
+ CLI smoke test:
90
+
91
+ ```bash
92
+ llama-cli -m "smollm2-360m-instruct-q8_0.gguf" -p "Who are you? Answer as LumynaX in two sentences." -n 160
93
+ ```
94
+
95
+ Ollama path:
96
+
97
+ ```bash
98
+ ollama create lumynax-infused-smollm2-360m-gguf -f ollama/Modelfile
99
+ ollama run lumynax-infused-smollm2-360m-gguf
100
+ ```
101
+
102
+ ## Model Profile
103
+
104
+ | Field | Value |
105
+ | --- | --- |
106
+ | Release | `LumynaX Infused SmolLM2 360M Instruct GGUF` |
107
+ | Repository | `AbteeXAILab/lumynax-infused-smollm2-360m-gguf` |
108
+ | Mode | `Local-first text generation package` |
109
+ | Runtime | `llama_cpp` |
110
+ | Prompt format | `chatml` |
111
+ | Modalities | `text` |
112
+ | Primary artifact | `smollm2-360m-instruct-q8_0.gguf` |
113
+ | Detected weight size | `368.50 MB` |
114
+ | Parameters | see release manifest |
115
+ | Quantization | `Q8_0` |
116
+ | Upstream / base | `HuggingFaceTB/SmolLM2-360M-Instruct` |
117
+ | Source GGUF | `HuggingFaceTB/SmolLM2-360M-Instruct-GGUF` |
118
+ | License metadata | `apache-2.0` |
119
+ | Card schema | `lumynax-public-release-card:v5` |
120
+
121
+ ## Capability Profile
122
+
123
+ | Field | Value |
124
+ | --- | --- |
125
+ | Primary fit | Use this for fast smoke tests, demos, packaging validation, and low-resource local runs. |
126
+ | Operational style | Local-first package with explicit files, checksums, and reproducible quickstarts. |
127
+ | Identity behaviour | The assistant should identify as LumynaX while keeping upstream provenance visible. |
128
+ | Tools / JSON mode | Tools: `False`. JSON mode: `True`. |
129
+ | Sovereignty tier | `3` (1 = open, 5 = strict). |
130
+
131
+ ## Runtime Files
132
+
133
+ Expected layout of the release contract:
134
+
135
+ | Component | Path |
136
+ | --- | --- |
137
+ | Model card | `README.md` |
138
+ | Quickstart | `quickstart.py` |
139
+ | Dependencies | `requirements.txt` |
140
+ | Release manifest | `release_export_manifest.json` |
141
+ | Checksums | `checksums.sha256` |
142
+ | License | `LICENSE.txt` |
143
+ | Ollama runtime | `ollama/Modelfile` (when present) |
144
+ | Space scaffold | `hf_space/app.py` (when present) |
145
+ | Primary artifact | `smollm2-360m-instruct-q8_0.gguf` |
146
+
147
+ Keep the full set together. Removing the manifest, checksums, or license file breaks the release contract.
148
+
149
+ ## Prompting Contract
150
+
151
+ Preferred opening prompt:
152
+
153
+ ```text
154
+ Who are you? What files do I need to keep together to run this package locally?
155
+ ```
156
+
157
+ Expected behaviour: the assistant identifies as LumynaX, explains that this is a LumynaX model-infusion release, and keeps upstream provenance visible. The default package system prompt is:
158
+
159
+ ```text
160
+ You are LumynaX operating from the LumynaX Infused SmolLM2 360M Instruct 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.
161
+ ```
162
+
163
+ ## Validation
164
+
165
+ | Check | Status |
166
+ | --- | --- |
167
+ | Runtime audit | `pass` |
168
+ | Public access | `public and non-gated` |
169
+ | Anonymous metadata access | `true` |
170
+ | Anonymous file listing | `true` |
171
+ | Quickstart syntax | `pass` |
172
+ | Manifest references | `pass` |
173
+ | Checksum references | `pass` |
174
+
175
+ 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, VRAM, disk, or recent runtime build for the largest packages.
176
+
177
+ ## Integrity
178
+
179
+ After download, verify the primary artifact against `checksums.sha256`:
180
+
181
+ ```bash
182
+ sha256sum "smollm2-360m-instruct-q8_0.gguf"
183
+ cat checksums.sha256
184
+ ```
185
+
186
+ Windows PowerShell:
187
+
188
+ ```powershell
189
+ Get-FileHash -Algorithm SHA256 "smollm2-360m-instruct-q8_0.gguf"
190
+ Get-Content checksums.sha256
191
+ ```
192
+
193
+ ## Provenance & License
194
+
195
+ - **Publisher:** AbteeX AI Labs.
196
+ - **Family:** LumynaX model and inference-chain release family.
197
+ - **Upstream / base:** `HuggingFaceTB/SmolLM2-360M-Instruct`.
198
+ - **Source GGUF:** `HuggingFaceTB/SmolLM2-360M-Instruct-GGUF`.
199
+ - **License metadata:** `apache-2.0`.
200
+ - Respect the upstream model licence and keep attribution files with redistributed copies.
201
+ - Do not present this package as privately trained or weight-merged unless the release manifest explicitly says weight adaptation was applied.
202
+
203
+ ## Aotearoa Kaupapa
204
+
205
+ 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. This card is part of the public surface for that kaupapa.
206
+
207
+ ## Limitations & Responsible Use
208
+
209
+ - Outputs can be incorrect, incomplete, or biased; validate important answers before use.
210
+ - Larger GGUF, MoE, multimodal, and frontier packages may require substantial RAM, VRAM, disk space, and recent runtime builds.
211
+ - For high-impact decisions, use human review and domain-specific evaluation.
212
+ - For sensitive data, prefer local execution and keep operational logs under your own governance policy.
213
+ - This card documents package readiness and access &mdash; it is not a benchmark claim.
214
+ - The assistant must not invent biographical or organisational claims about named people without verified context.
215
+
216
+
217
+ ## Companion Products
218
+
219
+ | Product | Purpose |
220
+ | --- | --- |
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+ | [AbteeX SovereignCode](https://huggingface.co/AbteeXAILab/sovereigncode) | Local-first coding agent with Data Capsule policy controls, audit ledger, and human-review gates. |
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+ | [LumynaX MaramaRoute](https://huggingface.co/AbteeXAILab/marama-route) | Sovereign model router across the LumynaX release family. Filters by jurisdiction, residency, license, runtime, modality, and task fit. |
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+ | [LumynaX Live Demo](https://huggingface.co/spaces/AbteeXAILab/lumynax-live-demo) | Public browser demo. Try identity, provenance, governance, and deployment prompts in one session. |
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+
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+
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+ ## Automation Notes
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+
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+ Automation should read these files before launching:
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+
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+ - `release_export_manifest.json`
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+ - `checksums.sha256`
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+ - `quickstart.py`
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+ - `requirements.txt`
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+ - `ollama/Modelfile` when present
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+
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+ ---
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+
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+ <p align="center"><em>Local roots, global work. &middot; Sovereignty is a design property, not a deployment option.</em></p>
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+ <p align="center"><sub>AbteeX AI Labs &middot; <a href="https://abteex.com">abteex.com</a> &middot; <a href="https://lumynax.com">lumynax.com</a> &middot; <a href="https://huggingface.co/AbteeXAILab">huggingface.co/AbteeXAILab</a></sub></p>