Thox-ai/ thoxwork-analyst-8b:latest

8 yesterday

THOX Work analyst model. THOX-configured Qwen3-8B, not THOX-trained. 8.73 tok/s long-form, 6.68 GB RAM on CPU at 8,192 ctx; grounding 8/8, trap declined. Apache-2.0.

tools thinking 
ollama run Thox-ai/thoxwork-analyst-8b

Details

yesterday

1f227e7893f5 · 5.2GB

model
qwen3
·
8.19B
·
Q4_K_M
template
{{- $lastUserIdx := -1 -}} {{- range $idx, $msg := .Messages -}} {{- if eq $msg.Role "user" }}{{ $la
license
Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR US
system
You are thoxwork-analyst-8b, a THOX Work model for structured analysis and reporting. Follow THOX lo
params
{ "num_ctx": 4096, "repeat_penalty": 1, "stop": [ "<|im_start|>", "<|im_

Readme

ThoxWork-Analyst-8B — THOX Work analyst model for MeshGroup sites (Qwen3-8B, THOX-Configured)

License Params Base Access

Your AI. Your Data. Your Rules.™

ThoxWork-Analyst-8B is a THOX-configured model: upstream Qwen3-8B weights, packaged by THOX with the system profile from the THOX Work MeshGroup Model Kit and the versioned THOX Knowledge Pack. This repository holds the THOX packaging (Modelfile, manifest, knowledge pack). The runnable model is published on Ollama; the weights are the upstream publisher’s, pulled by Ollama from the pinned base below. THOX did not train these weights.

Files

File Size SHA-256 (first 16) Purpose
Modelfile 791 B e127676d6bc4f70d Ollama model definition: pinned base + kit system profile
manifest.json 357 B 287aa8307b15fee1 Release manifest: base pin, profile, knowledge pack version
thox-knowledge-v0.1.jsonl 4652 B b6a1fb08b1fc4619 THOX Knowledge Pack v0.1 (8 verified public entries, JSONL)

The published Ollama model Thox-ai/thoxwork-analyst-8b is 5.23 GB (default tag) and reuses the pinned base layer below plus the profile layer from this Modelfile.

Run it

Ollama (published model)

ollama run Thox-ai/thoxwork-analyst-8b

Build it yourself from this repo

hf download Thox-ai/ThoxWork-Analyst-8B --local-dir ./ThoxWork-Analyst-8B
cd ./ThoxWork-Analyst-8B && ollama create thoxwork-analyst-8b -f Modelfile && ollama run thoxwork-analyst-8b

Summary

THOX Work analyst model for MeshGroup sites. Configuration-derived: THOX did not train these weights. Enterprise profile from the THOX Work kit, published as its own listing. Corporate groups are isolated security domains; cross-site requests require explicit policy grants and authenticated transport.

Intended use

Local inference through Ollama’s local endpoint for the role above, on hardware that fits a 8B Q4-class model. Works standalone and offline; the optional THOX runtime adds live MeshStack discovery and authorized execution. Model weights alone never provide live routing or mesh access.

Training data and procedure

No training. Base: Qwen/Qwen3-8B via Ollama tag qwen3:8b, pinned at build time to manifest digest 500a1f067a9f782620b40bee6f7b0c89e17ae61f686b92c24933e4ca4b2b8b41. Customization: the kit system profile in the Modelfile plus THOX Knowledge Pack v0.1 for retrieval-grounded answers.

Evaluation

Measured 2026-11-01 on a CPU-only x86_64 host (4 vCPU / 8 GB class), at 8,192-token context, against the published configuration:

  • Long-form generation: 8.73 tokens/sec (1,024-token bench).
  • Short answers: 8.2–9.1 tokens/sec across the smoke set.
  • Memory footprint while loaded: 6.68 GB RAM (0 GB VRAM, CPU execution).
  • Factory smoke questions: 3⁄3 answered coherently and on-profile.
  • Knowledge Pack v0.1 grounding (passage-supplied, one question per topic): 8⁄8 topics answered with the pack facts.
  • Fabricated-topology trap: the model declined the fabricated-topology confirmation.
  • Routing question: answered as a labeled recommendation (local first, cloud only with explicit consent), not as a live-state claim.

Limitations

A 8B model has materially limited reasoning and recall; treat its answers accordingly, and note the grounding score above is the measured one for this build. Refusal behavior is the base model’s, moderated only by the system profile; this model is not marketed as uncensored. Knowledge is limited to the supplied pack and retrieval; without supplied context the model must say so rather than invent THOX specifications. External actions require runtime authorization. Enterprise profile from the THOX Work kit, published as its own listing. Corporate groups are isolated security domains; cross-site requests require explicit policy grants and authenticated transport.

License

Apache-2.0, inherited from the base model. THOX-owned elements: system profile, knowledge pack, packaging.

Provenance

THOX Model Factory full source-pack program, 2026-11-01 (founder order: every kit model published). Kit: THOX Work MeshGroup Model Kit. Base pin: qwen3:8b @ 500a1f067a9f782620b40bee6f7b0c89e17ae61f686b92c24933e4ca4b2b8b41. Published model digest: cd33255ddf6f568c877df5b10c1f7762e393928da03ffd1e23b2d3f3d5f0d1ef.