Orionfold Arena — securityllm-gguf

Quant economics quality × speed per build

Variant	Perplexity	tok/s	CyberMetric (n=50, mcq_letter)
Q4_K_M sweet spot	7.400	47.7	0.40
Q5_K_M	7.314	40.0	0.38
Q6_K	7.313	35.0	0.36
Q8_0	7.307	30.3	0.36
F16	7.301	17.4	0.34

Perplexity lower = better; tok/s measured on the DGX Spark (GB10, 128 GB unified).

Efficiency curve quality index × tok/s

Get it

Run it local

Yours, offline, on the Spark:

pip install fieldkit[arena]
fieldkit arena up

then drive this model from the cockpit — prompts and telemetry never leave the box.