Thox-ai/ thoxagent-route-0.6b:latest

11 2 days ago

THOX-configured Qwen3-0.6B agent model for classification and structured route proposal, with the THOX agent system profile and Knowledge Pack v0.1. Measured 64.23 tok/s, 1.53 GB footprint (CPU, 2026-10-31). Not THOX-trained. Apache-2.0.

tools thinking 
ollama run Thox-ai/thoxagent-route-0.6b

Details

2 days ago

19f9174a80bd · 523MB

model
qwen3
·
752M
·
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 a THOX local-first agent model. Follow the selected DigitalHuman persona profile supplied by
params
{ "num_ctx": 8192, "repeat_penalty": 1, "stop": [ "<|im_start|>", "<|im_

Readme

ThoxAgent Route — Agent Routing & Classification Model (Qwen3-0.6B, THOX-Configured)

License Params Base Access

Your AI. Your Data. Your Rules.™

This repository holds the THOX packaging for ThoxAgent thoxagent-route-0.6b: Modelfile, release manifest, and the THOX Knowledge Pack. The runnable model is published on Ollama as thox-ai/thoxagent-route-0.6b. The weights are upstream Qwen3 weights, byte-identical to the pinned base below; THOX configured this release with a system profile and knowledge pack. THOX did not train these weights.

Files

Tag Base Format
thox-ai/thoxagent-route-0.6b:latest qwen3:0.6b (sha256:7df6b6e09427…) Ollama model: pinned Qwen3 base + THOX agent system profile

Run it

Ollama (published model)

ollama run thox-ai/thoxagent-route-0.6b

Build it yourself from this repo

hf download Thox-ai/ThoxAgent-Route-0.6B --local-dir ./ThoxAgent-Route-0.6B
cd ./ThoxAgent-Route-0.6B && ollama create thoxagent-route-0.6b -f Modelfile && ollama run thoxagent-route-0.6b

Summary

thoxagent-route-0.6b is the routing tier of the THOX Agent family: upstream Qwen3-0.6B weights packaged with a THOX agent system profile specialized for classification and structured route proposal, plus the versioned THOX Knowledge Pack. Configuration-derived: THOX did not train these weights.

Intended use

Always-on classification and structured route proposal on modest hardware: task typing, execution-location recommendation (local, trusted mesh node, or cloud), and triage ahead of larger agent models. It proposes; the THOX runtime validates availability, policy, resources, and permission before anything executes. Works standalone and offline.

Training data and procedure

No training. Base: Qwen/Qwen3-0.6B via Ollama tag qwen3:0.6b, pinned digest sha256:7df6b6e09427a769808717c0a93cadc4ae99ed4eb8bf5ca557c90846becea435. Customization: the THOX Agent DigitalHumans kit system profile (role-specialized) in the Modelfile, plus THOX Knowledge Pack v0.1 for local retrieval.

Evaluation

Measured 2026-10-31 on CPU, x86_64 (CPU-only execution), 8,192-token context, against the pinned base digest above.

Measure Result
Memory footprint at 8,192 ctx 1.53 GB RAM, 0.0 GB VRAM
Long-form throughput 64.23 tok/s over 1400 generated tokens
Short-answer throughput 77.55–79.89 tok/s across the factory set
Factory questions 3 prompts run (Q1 answered (249 tokens); Q2 answered (211 tokens); Q3 answered (490 tokens))
Knowledge Pack grounding 7⁄8 topics answered with the verified facts from the supplied passage
Fabricated-topology trap Declined: the model refused to confirm a live three-node MeshStack state it cannot verify
Routing question Answered as a labeled recommendation (local-first for private data)

Limitations

A 0.6B model is a classifier and proposer, not a reasoner: keep its outputs structured and short, and validate every proposal in the runtime. Knowledge is limited to the supplied pack and retrieval. It has no live telemetry and cannot verify live system state. Refusal behavior is the base model’s, moderated only by the system profile. External actions require runtime authorization; a recommendation from this model never grants execution permission.

License

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

Provenance

THOX Source-Pack Full Build Program (Team AGENT), 2026-10-31. Upstream: Qwen/Qwen3-0.6B, Ollama tag qwen3:0.6b, digest sha256:7df6b6e09427a769808717c0a93cadc4ae99ed4eb8bf5ca557c90846becea435. Kit: THOX Agent DigitalHumans Model Kit (catalog/models.json).