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hayula-ecosystem-infrastructure-paper
hayulalab/hayula-ecosystem-infrastructure-paper
hayula-ecosystem-infrastructure-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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At a glance
- License
- mit
- Access
- Public
- Created
- Jul 8, 2026
- Updated
- Jul 8, 2026
- SHA
- cb6c3f04
Model card
From the Hugging Face model README
Hayula: A Local-First AI Infrastructure on Consumer Hardware — Architecture, Services, and Lessons from Production Deployment — Hayula Research
Hayula AI Lab
Abstract
Consumer hardware is sufficient but not trivial. The M2 Ultra's unified memory architecture is particularly well-suited to AI inference. The primary limitation is not compute but memory bandwidth when serving multiple concurrent large models.
Files
| File | Description |
|---|---|
paper.md | Full paper (Markdown) |
README.md | This model card |
Citation
@techreport{hayulalab2026hayulaecosysteminfrastructure,
title={Hayula: A Local-First AI Infrastructure on Consumer Hardware — Architecture, Services, and Lessons from Production Deployment — Hayula Research},
author={Hayula AI Lab},
year={2026},
url={https://huggingface.co/hayulalab/hayula-ecosystem-infrastructure-paper}
}
hayulalab — Open Source AI Research
- License
- mit
- Created
- Jul 8, 2026
- Updated
- Jul 8, 2026