hayulalab/fleet-strategy-paper

Technical Report: The Fleet Strategy — Distributed Inference Across Heterogeneous Consumer Hardware — Hayula Research

Hayula AI Lab

Abstract

This technical report describes Hayula Labs' fleet strategy for orchestrating AI inference across a heterogeneous collection of consumer-grade machines. We detail the architecture, operational metrics, and cost analysis of a production deployment spanning five machines in Kuwait (Mac Studio M2 Ultra 192GB, Acer Nitro V14 with RTX 4050 6GB, Framework Desktop, legacy workstations, NAS) with a unified routing layer. Over 90 days of operation, the fleet processed 3.9M inference requests with 99.4% u

Files

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

Citation

@techreport{hayulalab2026fleetstrategy,
    title={Technical Report: The Fleet Strategy — Distributed Inference Across Heterogeneous Consumer Hardware — Hayula Research},
    author={Hayula AI Lab},
    year={2026},
    url={https://huggingface.co/hayulalab/fleet-strategy-paper}
}

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hayulalab — Open Source AI Research