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PreprintCC BY 4.0Zenodo

Namespace-Level Isolation for Shared On-Premise AI Infrastructure

  1. 1Mickai LTD

Abstract

A technical paper on why database-level row filtering is access control, not isolation, for multi-department AI deployments on shared on-premise infrastructure, with a concrete failure mode and a structural, namespace-level fix.

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BibTeX
@misc{irons2026namespacelevel,
  title = {{Namespace-Level Isolation for Shared On-Premise AI Infrastructure}},
  author = {Micky Irons},
  howpublished = {Zenodo},
  year = {2026},
  month = oct,
  doi = {10.5281/zenodo.23513703},
  url = {https://zenodo.org/records/23513703},
  note = {CC BY 4.0},
}
RIS
TY  - UNPB
TI  - Namespace-Level Isolation for Shared On-Premise AI Infrastructure
AU  - Micky Irons
PY  - 2026
DA  - 2026/10/20
PB  - Zenodo
DO  - 10.5281/zenodo.23513703
UR  - https://zenodo.org/records/23513703
AB  - A technical paper on why database-level row filtering is access control, not isolation, for multi-department AI deployments on shared on-premise infrastructure, with a concrete failure mode and a structural, namespace-level fix.
ER  -