hayulalab/hayula-ecosystem-infrastructure-paper

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}
}

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