Download (one command)
pip install -U huggingface_hub
hf download flywheel-ai/construction # full repo (safetensors + GGUF)
hf download flywheel-ai/construction 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/construction
# vLLM (serves the safetensors)
vllm serve flywheel-ai/construction
Guardrail
Not a substitute for a licensed professional; defer to a licensed engineer, inspector, or local code for structural, electrical, permit, and safety-critical decisions.
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).