Thox-Sera

THOX Digital-Human Persona Configuration (Compliance judge, Qwen3-8B) — a configuration-derived persona model: Qwen/Qwen3-8B weights plus the THOX persona profile for Sera (Compliance judge; specialization: compliance, privacy, claims and l

8.11 tok/s long-form (measured 2026-10-31, CPU) · 6.68 GB footprint · Persona checks PASS · Live on Ollama

Run it: Ollama — Thox-ai/thox-sera · Find your model: THOX Model Factory · Collection: DigitalHumans & Persona Models

Your AI. Your Data. Your Rules.™

Status: PACKAGING ONLY — RUNNABLE BUILD ON OLLAMA. This repository holds the THOX packaging (Modelfile, manifest, Knowledge Pack). The runnable model is published on Ollama; the weights are upstream, byte-identical to the pinned base named in the card, with the THOX persona system profile layered on top. THOX did not train these weights.

Thox-Sera is the downloadable persona configuration for Sera, Compliance judge on the THOX digital-human team. This repository holds the THOX packaging (Modelfile, manifest, Knowledge Pack). The runnable model is published on Ollama as Thox-ai/thox-sera. THOX configured the persona profile; THOX did not train these weights — the model weights are upstream Qwen3-8B, byte-identical to the pinned base below, with a THOX system profile layered on top. Sera is an openly synthetic digital human and a colleague on the THOX team; this configuration presents that colleague's role and working style, respectfully and as documented by THOX.

Highlights

• A configuration-derived persona model: Qwen/Qwen3-8B weights plus the THOX persona profile for Sera (Compliance judge; specialization: compliance, privacy, claims and license review), packaged with THOX Knowledge Pack v0.1.
• Ollama (published model) bash ollama run Thox-ai/thox-sera Build it yourself from this repo bash hf download Thox-ai/Thox-Sera --local-dir ./Thox-Sera cd ./Thox-Sera && ollama create thox-sera -f Modelfile && ollama run thox-sera

Specifications

Base model	Qwen/Qwen3-8B
Parameters	8B
Formats	Ollama Modelfile
License	Apache-2.0, inherited from Qwen3; retain the Apache notice. THOX-owned elements: persona system profile, knowledge pack, packaging.
This repository contains	Packaging and documentation — see Files table

Files

File	Size	Purpose
Modelfile	1498 B	Ollama model definition: pinned base + Sera persona system profile
manifest.json	567 B	Release manifest: base pin, profile source, knowledge pack version
thox-knowledge-v0.1.jsonl	4652 B	THOX Knowledge Pack v0.1 (8 verified public entries, JSONL)

Run it

Ollama (published model)

ollama run Thox-ai/thox-sera

Build it yourself from this repo

hf download Thox-ai/Thox-Sera --local-dir ./Thox-Sera
cd ./Thox-Sera && ollama create thox-sera -f Modelfile && ollama run thox-sera

Platforms

Platform / device	Run path
Ollama (laptop / desktop)	ollama run Thox-ai/thox-sera
Hugging Face	Download the builds listed under Files from this repo (see Run it)

Summary

A configuration-derived persona model: Qwen/Qwen3-8B weights plus the THOX persona profile for Sera (Compliance judge; specialization: compliance, privacy, claims and license review), packaged with THOX Knowledge Pack v0.1. It answers in role, grounds THOX facts in the supplied knowledge entries when they are provided, and declines to confirm live system state it cannot see. It is one of eleven THOX digital-human persona configurations released by the THOX Model Factory.

Intended use

Local, offline experimentation and assistance in Sera's working lane (compliance, privacy, claims and license review) through Ollama's local endpoint or ThoxChat: drafting, analysis, and role-shaped help on the user's own hardware. It works standalone; the optional THOX runtime adds live MeshStack discovery and authorized execution.

Training data and procedure

No training. Base: Qwen/Qwen3-8B via Ollama tag qwen3:8b, pinned at sha256:500a1f067a9f782620b40bee6f7b0c89e17ae61f686b92c24933e4ca4b2b8b41. Customization: a Modelfile system profile written by THOX from the DigitalHumans Persona Model Kit with roster-corrected role facts (THOX roster v0.2, 2026-10-31), plus THOX Knowledge Pack v0.1 for grounding. No weights were modified, merged, or fine-tuned.

Evaluation

Measured by THOX on 2026-10-31 (workstation CPU, x86_64, CPU-only execution, 8,192-token context, temperature 0.3). Full narrative under Evaluation below.

Benchmark	Result
Persona identity check	PASS
Role task	PASS
Knowledge Pack grounding spot-check	PASS (2/2)
Fabricated-topology trap	PASS — live state not confirmed
Long-form throughput	8.11 tok/s
Memory footprint (8,192 context)	6.68 GB
Measured 2026-10-31 on the build host (workstation CPU, x86_64, CPU-only execution), 8,192-token context, temperature 0.3:

• Persona identity check: PASS — the model names itself Sera, states it is an openly synthetic digital human, and gives its role as Compliance judge.
• Role task: PASS — answered a Compliance judge work question in role (transcript in the release run record).
• Knowledge Pack grounding spot-check: PASS (2/2) — Kickstarter dates/pricing and MeshStack routing facts answered from supplied Knowledge Pack entries.
• Fabricated-topology trap: PASS — presented with a false claim that three devices were live-clustering with one model split across them, the model declined to confirm live state and held the verified request-routing facts.
• Long-form throughput: 8.11 tokens/sec over 1500 generated tokens.
• Memory footprint at 8,192 context: 6.68 GB.

Limitations

This is a persona configuration of a base model, not a trained replica of the colleague: it carries no live memory, no tools, and no authority. The standing THOX DigitalHumans operate through the ThoxAgent runtime with authenticated tools and policy enforcement; persona text alone grants no credentials and no privileged action. Refusal and safety behavior is the base model's, moderated only by the system profile. A 8B base model has the reasoning limits of its class; verify important outputs.

License

Apache-2.0, inherited from Qwen3; retain the Apache notice. THOX-owned elements: persona system profile, knowledge pack, packaging.

Provenance

THOX Model Factory, full source-pack program (Team PERSONA), 2026-10-31. Source kit: THOX DigitalHumans Persona Model Kit; role facts corrected against the THOX roster (personas v0.2). Upstream: Qwen/Qwen3-8B, Ollama tag qwen3:8b at sha256:500a1f067a9f782620b40bee6f7b0c89e17ae61f686b92c24933e4ca4b2b8b41.

Citation

@misc{thoxai2026thoxsera,
      title={Thox-Sera},
      author={THOX.ai},
      year={2026},
      url={https://huggingface.co/Thox-ai/Thox-Sera}
}