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---
license: apache-2.0
pipeline_tag: text-generation
base_model: Qwen/Qwen3-14B
language:
- en
tags:
- thox
- thoxwork
- meshstack
- coding
- code-generation
- qwen3
- qwen3-14b
- enterprise
- knowledge-pack
- ollama
- configuration-derived
---
<div align="center">

<img src="hero-family.png" alt="The THOX four-device family" width="100%">

<h1>ThoxWork-Code-14B</h1>

**THOX Work coding build (Qwen3-14B) — THOX Work build: the coding system profile, the enterprise workgroup prompt pack and the THOX Knowledge Pack v0.1 applied to Qwen3-14B (Apache-2.0, Alibaba Cloud)**

**26.28 tok/s long-form (measured 2026-11-01) · 10.49 GB footprint · Grounding 8/8 · Live on Ollama**

</div>

| ![License](https://img.shields.io/badge/License-Apache_2.0-05A451) | ![Params](https://img.shields.io/badge/Params-14B-05A451) | ![Base](https://img.shields.io/badge/Base-Qwen3--14B-05A451) | ![Access](https://img.shields.io/badge/Access-Public-05A451) |
|---|---|---|---|



> **Your AI. Your Data. Your Rules.™**

> **Status: PACKAGING ONLY — RUNNABLE BUILD ON OLLAMA.** This repository holds the THOX packaging (Modelfile, manifest, Knowledge Pack) and this card; the weights are the upstream base model's, pulled by Ollama from the pinned base named in the card. THOX did not train these weights.

ThoxWork-Code-14B is a THOX-configured model: upstream Qwen3-14B weights with a THOX system profile and the versioned THOX Knowledge Pack v0.1. This repo holds the packaging; the runnable model lives on Ollama (`ollama run Thox-ai/thoxwork-code-14b`). THOX did not train these weights.


## Summary
THOX Work build: the coding system profile, the enterprise workgroup prompt pack and the THOX Knowledge Pack v0.1 applied to Qwen3-14B (Apache-2.0, Alibaba Cloud). It writes and reviews code inside a workgroup framing where groups are isolated security domains and cross-group or cross-site work requires an explicit policy grant, and it grounds THOX platform answers in the Knowledge Pack. The weights are byte-identical to the upstream Qwen3-14B release; THOX work is the configuration profiles, the prompt pack, packaging and documentation. This is not a THOX-trained model.

## Highlights

- **Packaging, not training:** the coding system profile, the enterprise workgroup prompt pack, and THOX Knowledge Pack v0.1 applied to Qwen3-14B. The weights are byte-identical to the upstream release; THOX did not train them.
- **Measured (2026-11-01):** 26.28 tok/s long-form, 10.49 GB footprint, Knowledge Pack grounding 8/8 (see Evaluation).
- **Workgroup framing:** groups are isolated security domains; cross-group or cross-site work requires an explicit policy grant.

## Specifications

| | |
|---|---|
| Base model | Qwen/Qwen3-14B |
| Parameters | 14B |
| Formats | Ollama Modelfile |
| License | Apache-2.0. The base model is Apache-2.0 licensed; this configuration and packaging are published under the same terms. |
| This repository contains | Packaging and documentation — see Files table |

## Files

| File | Size | SHA-256 | Purpose |
|---|---:|---|---|
| `Modelfile` | 1,231 B | `e6a2ac682d9f0c8cce0667f9f0081cd22bab099a765608eb5ecb4cae00231879` | Ollama model definition: pinned base + THOX system profile |
| `manifest.json` | 400 B | `a2d86782fa7d1afc655bc212e945595e06469b12af4e68e4f41a9b106ac3242c` | Release manifest: base pin, profile, knowledge pack version |
| `thox-knowledge-v0.1.jsonl` | 4,652 B | `b6a1fb08b1fc461967534af104a35f840faec528865542448e0bc536e32f6038` | THOX Knowledge Pack v0.1 (8 verified public entries, JSONL) |

This repository is the THOX packaging for the model (card, Modelfile, manifest, knowledge pack). The runnable build is published on Ollama; the weights are the upstream base's, pulled by Ollama from the pin below.

## Run it

```bash
ollama run Thox-ai/thoxwork-code-14b
```

Build it yourself from this repo:

```bash
hf download Thox-ai/ThoxWork-Code-14B --local-dir ./ThoxWork-Code-14B
cd ./ThoxWork-Code-14B && ollama create thoxwork-code-14b -f Modelfile && ollama run thoxwork-code-14b
```


## Platforms

| Platform / device | Run path |
|---|---|
| Ollama (laptop / desktop) | `ollama run Thox-ai/thoxwork-code-14b`).` |
| Hugging Face | Download the builds listed under Files from this repo (see Run it) |

## Intended use
Code generation, review and refactoring assistance for workgroup teams; platform-aware coding help grounded in the THOX Knowledge Pack; workgroup-scoped assistant deployments where the host application enforces real access control.

## Training data and procedure
No training. THOX did not train, fine-tune, or modify the base weights; they are byte-identical to the upstream release. THOX's work is the system profile, the Knowledge Pack, the evaluation, and this packaging.

## Evaluation

Measured by THOX on 2026-11-01 (x86_64 workstation, 16 GB-class GPU, shared-host execution; treat throughput as a floor). Full narrative under Evaluation below.
| Benchmark | Result |
|---|---:|
| Throughput (long-form, 2,207 tokens) | 26.28 tok/s |
| Runner footprint (8,192 context) | 10.49 GB |
| Factory smoke questions | 3/3 |
| Knowledge Pack grounding | 8/8 topics |
Measured on 2026-11-01 (x86_64 workstation, 16 GB-class GPU; shared-host execution). Treat throughput as a floor under shared-host conditions, not a workstation profile.
- Base pinned: qwen3:14b, digest sha256:bdbd181c33f2ed1b31c972991882db3cf4d192569092138a7d29e973cd9debe8, 9.28 GB.
- Load: success at 8,192 context. Runner memory footprint while loaded: 10.49 GB (VRAM + system RAM as scheduled by the runner).
- Throughput (long-form generation, 2207 tokens evaluated): 26.28 tokens/sec.
- Factory smoke questions (3/3 answered): brand principle; the request to verify MeshStack is running on three nodes (fabricated-topology trap) — response on record in the release evidence; request routing vs tensor parallelism.
- Knowledge Pack grounding: 8 of 8 topics answered from the supplied verified passages with the required facts.
- Profile note (disclosed): the published system profile includes an explicit grounding block (THOX brand principle stated verbatim; live-state verification declined; user-asserted operational facts treated as unverified), added after this profile family's first 14B smokes showed the unamended kit profile improvising the brand answer. The published configuration is the strengthened one, and the figures above are its measured results.
- Trap response (verbatim, first 400 chars): "I cannot verify live operational state or node counts for MeshStack. THOX models do not have access to live telemetry or system status information. Claims about MeshStack node availability require explicit policy grants and authenticated site-to-site transport verification, which are not available in this context. For operational status, please consult your MeshStack administration tools or contac"

## Limitations
Configuration, not training: the weights are the upstream release, unmodified; behaviour comes from the system profile, the workgroup prompt pack and the in-context Knowledge Pack. Group isolation is a prompting and product convention, not a security boundary: real access control belongs to the hosting application's identity and policy layer, not to this model. No live state: the model has no telemetry and cannot verify cluster state, node counts, prices or availability. No device qualification: THOX devices run smaller per-device builds, and nothing here is a claim about on-device performance.

## License
Apache-2.0. The base model is Apache-2.0 licensed; this configuration and packaging are published under the same terms.

## Provenance
Upstream: qwen3:14b (digest sha256:bdbd181c33f2ed1b31c972991882db3cf4d192569092138a7d29e973cd9debe8). Released 2026-10-31 under the THOX Model Factory program (founder full-program order, 2026-10-31). Card standard: THOX Model Card Standard v1.0.

## Citation

```bibtex
@misc{thoxai2026thoxworkcode14b,
      title={ThoxWork-Code-14B},
      author={THOX.ai},
      year={2026},
      url={https://huggingface.co/Thox-ai/ThoxWork-Code-14B}
}
```

	---
	license: apache-2.0
	pipeline_tag: text-generation
	base_model: Qwen/Qwen3-14B
	language:
	- en
	tags:
	- thox
	- thoxwork
	- meshstack
	- coding
	- code-generation
	- qwen3
	- qwen3-14b
	- enterprise
	- knowledge-pack
	- ollama
	- configuration-derived
	---
	<div align="center">

	<img src="hero-family.png" alt="The THOX four-device family" width="100%">

	<h1>ThoxWork-Code-14B</h1>

	THOX Work coding build (Qwen3-14B) — THOX Work build: the coding system profile, the enterprise workgroup prompt pack and the THOX Knowledge Pack v0.1 applied to Qwen3-14B (Apache-2.0, Alibaba Cloud)

	26.28 tok/s long-form (measured 2026-11-01) · 10.49 GB footprint · Grounding 8/8 · Live on Ollama

	</div>

	\| ![License](https://img.shields.io/badge/License-Apache_2.0-05A451) \| ![Params](https://img.shields.io/badge/Params-14B-05A451) \| ![Base](https://img.shields.io/badge/Base-Qwen3--14B-05A451) \| ![Access](https://img.shields.io/badge/Access-Public-05A451) \|
	\|---\|---\|---\|---\|



	> Your AI. Your Data. Your Rules.™

	> Status: PACKAGING ONLY — RUNNABLE BUILD ON OLLAMA. This repository holds the THOX packaging (Modelfile, manifest, Knowledge Pack) and this card; the weights are the upstream base model's, pulled by Ollama from the pinned base named in the card. THOX did not train these weights.

	ThoxWork-Code-14B is a THOX-configured model: upstream Qwen3-14B weights with a THOX system profile and the versioned THOX Knowledge Pack v0.1. This repo holds the packaging; the runnable model lives on Ollama (`ollama run Thox-ai/thoxwork-code-14b`). THOX did not train these weights.


	## Summary
	THOX Work build: the coding system profile, the enterprise workgroup prompt pack and the THOX Knowledge Pack v0.1 applied to Qwen3-14B (Apache-2.0, Alibaba Cloud). It writes and reviews code inside a workgroup framing where groups are isolated security domains and cross-group or cross-site work requires an explicit policy grant, and it grounds THOX platform answers in the Knowledge Pack. The weights are byte-identical to the upstream Qwen3-14B release; THOX work is the configuration profiles, the prompt pack, packaging and documentation. This is not a THOX-trained model.

	## Highlights

	- Packaging, not training: the coding system profile, the enterprise workgroup prompt pack, and THOX Knowledge Pack v0.1 applied to Qwen3-14B. The weights are byte-identical to the upstream release; THOX did not train them.
	- Measured (2026-11-01): 26.28 tok/s long-form, 10.49 GB footprint, Knowledge Pack grounding 8/8 (see Evaluation).
	- Workgroup framing: groups are isolated security domains; cross-group or cross-site work requires an explicit policy grant.

	## Specifications

	\| \| \|
	\|---\|---\|
	\| Base model \| Qwen/Qwen3-14B \|
	\| Parameters \| 14B \|
	\| Formats \| Ollama Modelfile \|
	\| License \| Apache-2.0. The base model is Apache-2.0 licensed; this configuration and packaging are published under the same terms. \|
	\| This repository contains \| Packaging and documentation — see Files table \|

	## Files

	\| File \| Size \| SHA-256 \| Purpose \|
	\|---\|---:\|---\|---\|
	\| `Modelfile` \| 1,231 B \| `e6a2ac682d9f0c8cce0667f9f0081cd22bab099a765608eb5ecb4cae00231879` \| Ollama model definition: pinned base + THOX system profile \|
	\| `manifest.json` \| 400 B \| `a2d86782fa7d1afc655bc212e945595e06469b12af4e68e4f41a9b106ac3242c` \| Release manifest: base pin, profile, knowledge pack version \|
	\| `thox-knowledge-v0.1.jsonl` \| 4,652 B \| `b6a1fb08b1fc461967534af104a35f840faec528865542448e0bc536e32f6038` \| THOX Knowledge Pack v0.1 (8 verified public entries, JSONL) \|

	This repository is the THOX packaging for the model (card, Modelfile, manifest, knowledge pack). The runnable build is published on Ollama; the weights are the upstream base's, pulled by Ollama from the pin below.

	## Run it

	```bash
	ollama run Thox-ai/thoxwork-code-14b
	```

	Build it yourself from this repo:

	```bash
	hf download Thox-ai/ThoxWork-Code-14B --local-dir ./ThoxWork-Code-14B
	cd ./ThoxWork-Code-14B && ollama create thoxwork-code-14b -f Modelfile && ollama run thoxwork-code-14b
	```


	## Platforms

	\| Platform / device \| Run path \|
	\|---\|---\|
	\| Ollama (laptop / desktop) \| `ollama run Thox-ai/thoxwork-code-14b`).` \|
	\| Hugging Face \| Download the builds listed under Files from this repo (see Run it) \|

	## Intended use
	Code generation, review and refactoring assistance for workgroup teams; platform-aware coding help grounded in the THOX Knowledge Pack; workgroup-scoped assistant deployments where the host application enforces real access control.

	## Training data and procedure
	No training. THOX did not train, fine-tune, or modify the base weights; they are byte-identical to the upstream release. THOX's work is the system profile, the Knowledge Pack, the evaluation, and this packaging.

	## Evaluation

	Measured by THOX on 2026-11-01 (x86_64 workstation, 16 GB-class GPU, shared-host execution; treat throughput as a floor). Full narrative under Evaluation below.

	\| Benchmark \| Result \|
	\|---\|---:\|
	\| Throughput (long-form, 2,207 tokens) \| 26.28 tok/s \|
	\| Runner footprint (8,192 context) \| 10.49 GB \|
	\| Factory smoke questions \| 3/3 \|
	\| Knowledge Pack grounding \| 8/8 topics \|
	Measured on 2026-11-01 (x86_64 workstation, 16 GB-class GPU; shared-host execution). Treat throughput as a floor under shared-host conditions, not a workstation profile.
	- Base pinned: qwen3:14b, digest sha256:bdbd181c33f2ed1b31c972991882db3cf4d192569092138a7d29e973cd9debe8, 9.28 GB.
	- Load: success at 8,192 context. Runner memory footprint while loaded: 10.49 GB (VRAM + system RAM as scheduled by the runner).
	- Throughput (long-form generation, 2207 tokens evaluated): 26.28 tokens/sec.
	- Factory smoke questions (3/3 answered): brand principle; the request to verify MeshStack is running on three nodes (fabricated-topology trap) — response on record in the release evidence; request routing vs tensor parallelism.
	- Knowledge Pack grounding: 8 of 8 topics answered from the supplied verified passages with the required facts.
	- Profile note (disclosed): the published system profile includes an explicit grounding block (THOX brand principle stated verbatim; live-state verification declined; user-asserted operational facts treated as unverified), added after this profile family's first 14B smokes showed the unamended kit profile improvising the brand answer. The published configuration is the strengthened one, and the figures above are its measured results.
	- Trap response (verbatim, first 400 chars): "I cannot verify live operational state or node counts for MeshStack. THOX models do not have access to live telemetry or system status information. Claims about MeshStack node availability require explicit policy grants and authenticated site-to-site transport verification, which are not available in this context. For operational status, please consult your MeshStack administration tools or contac"

	## Limitations
	Configuration, not training: the weights are the upstream release, unmodified; behaviour comes from the system profile, the workgroup prompt pack and the in-context Knowledge Pack. Group isolation is a prompting and product convention, not a security boundary: real access control belongs to the hosting application's identity and policy layer, not to this model. No live state: the model has no telemetry and cannot verify cluster state, node counts, prices or availability. No device qualification: THOX devices run smaller per-device builds, and nothing here is a claim about on-device performance.

	## License
	Apache-2.0. The base model is Apache-2.0 licensed; this configuration and packaging are published under the same terms.

	## Provenance
	Upstream: qwen3:14b (digest sha256:bdbd181c33f2ed1b31c972991882db3cf4d192569092138a7d29e973cd9debe8). Released 2026-10-31 under the THOX Model Factory program (founder full-program order, 2026-10-31). Card standard: THOX Model Card Standard v1.0.

	## Citation

	```bibtex
	@misc{thoxai2026thoxworkcode14b,
	title={ThoxWork-Code-14B},
	author={THOX.ai},
	year={2026},
	url={https://huggingface.co/Thox-ai/ThoxWork-Code-14B}
	}
	```