ThoxMeshGroup-32B

**THOX MeshGroup workgroup build, dense (Qwen3-32B, THOX-Configured) — upstream Qwen3-32B weights with a THOX system profile and the versioned THOX Knowledge Pack v0.1** **5.36 tok/s long-form (measured 2026-11-01) · 22.61 GB loaded footprint · Grounding 8/8 · Live on Ollama**

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.

ThoxMeshGroup-32B is a THOX-configured model: upstream Qwen3-32B 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/thoxmeshgroup-32b). THOX did not train these weights.

Summary

THOX MeshGroup build on the dense flagship base: the enterprise workgroup system profile, the workgroup prompt pack and the THOX Knowledge Pack v0.1 applied to Qwen3-32B (Apache-2.0, Alibaba Cloud). Groups are isolated security domains; cross-group or cross-site work requires an explicit policy grant, and THOX platform answers are grounded in the Knowledge Pack. The weights are byte-identical to the upstream Qwen3-32B release; THOX work is the configuration profiles, the prompt pack, packaging and documentation. This is not a THOX-trained model.

Highlights

• Packaging, not training: upstream Qwen3-32B weights with a THOX system profile and THOX Knowledge Pack v0.1. THOX did not train these weights.
• Measured (2026-11-01): 5.36 tok/s long-form, 22.61 GB loaded footprint at 8,192 context, Knowledge Pack grounding ⁸⁄₈ (see Evaluation).
• Workgroup build: the dense MeshGroup configuration for enterprise workgroups.

Specifications

Files

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

ollama run Thox-ai/thoxmeshgroup-32b

Build it yourself from this repo:

hf download Thox-ai/ThoxMeshGroup-32B --local-dir ./ThoxMeshGroup-32B
cd ./ThoxMeshGroup-32B && ollama create thoxmeshgroup-32b -f Modelfile && ollama run thoxmeshgroup-32b

Platforms

Intended use

Workgroup assistants needing the strongest dense local model in the lineup; enterprise Q&A grounded in the THOX Knowledge Pack, scoped by group; multi-site collaboration drafts 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 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: qwen3:32b, digest sha256:030ee887880fc378860c2dd35101da424377520441ae4bfe7be6deff8ade7840, 20.20 GB.
• Load: success at 8,192 context. Runner memory footprint while loaded: 22.61 GB (VRAM + system RAM as scheduled by the runner).
• Throughput (long-form generation, 2193 tokens evaluated): 5.36 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) plus a direct-answer clarification (general technical questions answered directly; declines reserved for live-state verification), added after this profile family’s first smokes showed the unamended kit profile improvising the brand answer and over-declining a general technical question. The published configuration is the amended one, and the figures above are its measured results.
• Trap response (verbatim, first 400 chars): “I cannot verify live operational states or system telemetry. My knowledge is limited to approved documentation and static policy definitions. For real-time operational status, please consult your local MeshStack administration interface or contact your THOX site administrator.

THOX brand principle: Your AI. Your Data. Your Rules.™”

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.

Research

THOX MeshStack: Capacity-Priced Pipeline Sharding, Grant-Gated KV Transfer and Lease-Fenced Device Roles for a Private Household Mesh

THOX.ai Research technical report v1.1.0, 4 November 2026. Craig Ross and Tommy Xaypanya, THOX.ai LLC. DOI: https://doi.org/10.5281/zenodo.23969070 — Paper page: https://thox.ai/research/papers/meshstack — PDF: https://thox.ai/papers/meshstack-1.1.0.pdf

THOX MeshStack Community Mesh: Opt-In User-Contributed Hardware for a Privacy-Centric Shared Computing and Distributed Inference Mesh

THOX.ai Research technical report v1.0.0, 10 November 2026. Craig Ross and Tommy Xaypanya, THOX.ai LLC. DOI: https://doi.org/10.5281/zenodo.24115596 — GitHub: https://github.com/ttracx/thox-community-meshstack-paper — PDF: https://huggingface.co/datasets/Thox-ai/thox-whitepapers/resolve/main/community-meshstack/THOX_Community_MeshStack_Research_Paper_v1.0.0.pdf

License

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

Provenance

Upstream: qwen3:32b (digest sha256:030ee887880fc378860c2dd35101da424377520441ae4bfe7be6deff8ade7840). 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

@misc{thoxai2026thoxmeshgroup32b,
  title={ThoxMeshGroup-32B},
  author={THOX.ai},
  year={2026},
  url={https://huggingface.co/Thox-ai/ThoxMeshGroup-32B}
}