agency-ops

Flywheel — agency-ops (35b-v1.1)

An open-source vertical AI-employee model from Flywheel by OpSpot, fine-tuned (LoRA) from Qwen/Qwen3.6-35B-A3B (Apache-2.0) for the agency-ops domain.

Sharp operator/advisor for an AI-automation agency that installs practical AI employees for small businesses: lead gen and qualification, discovery and scoping, pricing and packaging (setup + MRR), proposals and SOWs, onboarding and access, building and shipping agent workflows, tooling and integrations, delivery/QA, support and retention, and running the agency itself.

• Base: Qwen/Qwen3.6-35B-A3B · License: Apache-2.0 · Version: 35b-v1.1
• Formats: safetensors (transformers / vLLM, ~65G) + model-q4_k_m.gguf (llama.cpp / Ollama, ~20G)

Download (one command)

pip install -U huggingface_hub
hf download flywheel-ai/agency-ops                      # full repo (safetensors + GGUF)
hf download flywheel-ai/agency-ops model-q4_k_m.gguf    # just the GGUF

Run

# llama.cpp
llama-server -m model-q4_k_m.gguf -ngl 999
# Ollama (pulls the GGUF straight from HF)
ollama run hf.co/flywheel-ai/agency-ops
# vLLM (serves the safetensors)
vllm serve flywheel-ai/agency-ops

Guardrail

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Provenance & honesty

v1.0 is trained on synthetic seed data authored by permissively-licensed local models (Apache/MIT teachers only — never distilled from closed models). On general prompts it is roughly on par with the base; the niche edge sharpens as consented real usage flows through the OpSpot flywheel. Built on Qwen3.6 (Apache-2.0).