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hayula-vision-paper
hayulalab/hayula-vision-paper
hayula-vision-paper is a machine learning model from hayulalab. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
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Updated Jul 8, 2026
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- License
- mit
- Access
- Public
- Created
- Jul 8, 2026
- Updated
- Jul 8, 2026
- SHA
- 83ed314f
Model card
From the Hugging Face model README
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
Files
| File | Description |
|---|---|
paper.md | Full paper (Markdown) |
README.md | This model card |
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
- License
- mit
- Created
- Jul 8, 2026
- Updated
- Jul 8, 2026