Hayula: The Complete Vision — Democratizing Cybersecurity AI on Commodity Hardware — Hayula Research

Hayula AI Lab

Abstract

We present Hayula, an integrated ecosystem for cybersecurity AI, multi-agent orchestration, and autonomous bug bounty operations—built entirely on a single Apple Mac Studio M2 Ultra workstation (192GB unified memory, $6,000 retail). The ecosystem comprises nine specialized 7B language models for security analysis, a hierarchical multi-agent framework with 21 agents across four functional divisions, an automated reconnaissance-to-submission pipeline targeting 23 HackerOne programs, and supporting

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paper.md Full paper (Markdown)
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Citation

@techreport{hayulalab2026hayulavision,
    title={Hayula: The Complete Vision — Democratizing Cybersecurity AI on Commodity Hardware — Hayula Research},
    author={Hayula AI Lab},
    year={2026},
    url={https://huggingface.co/hayulalab/hayula-vision-paper}
}

hayulalab — Open Source AI Research

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