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hayulalab/
commodity-hardware-economics-paper

Name: commodity-hardware-economics-paper
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Commodity-Hardware Bug Bounty Economics: How a $6,000 Workstation Replaces $100k+/Year Security AI — Hayula Research

Hayula AI Lab

Abstract

We present a comprehensive economic analysis of running a full-spectrum bug bounty operation powered entirely by consumer-grade hardware—specifically, an Apple Mac Studio with M2 Ultra (192GB unified memory) and a suite of nine locally-deployed specialized cybersecurity language models (the Saif ecosystem, totaling 36GB in 4-bit quantization). We compare this hardware-bound inference pipeline against three alternatives: (1) cloud GPU inference at prevailing rates ($3–$5/hr for 8× A10G), (2) comm

Files

File	Description
`paper.md`	Full paper (Markdown)
`README.md`	This model card

Citation

bibtex

@techreport{hayulalab2026commodityhardwareeconomics,
    title={Commodity-Hardware Bug Bounty Economics: How a $6,000 Workstation Replaces $100k+/Year Security AI — Hayula Research},
    author={Hayula AI Lab},
    year={2026},
    url={https://huggingface.co/hayulalab/commodity-hardware-economics-paper}
}

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