Shadow Test Challenger Model in Production 2026: 95% Grounded Answers — Promote or Hold

Promote a shadow-test challenger model only when grounded answers hit at least 95% on live traffic and parity stays within the agreed delta; otherwise hold. Independent technical note mirroring the canonical version: https://enterpriseailabs.io/blog/shadow-test-challenger-model-in-production-2026-95-grounded-answers-promote-or-hold.php

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-26
DOI
https://doi.org/10.5281/zenodo.23676041
Primary Topic
Software System Performance and Reliability
Type
preprint
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preprint

Shadow Test Challenger Model in Production 2026: 95% Grounded Answers — Promote or Hold

Dr. Samuel Ortiz
Zenodo (CERN European Organization for Nuclear Research)
Software System Performance and Reliability
preprint

Shadow Test Challenger Model in Production 2026: 95% Grounded Answers — Promote or Hold

Dr. Samuel Ortiz
preprint en

Abstract

Promote a shadow-test challenger model only when grounded answers hit at least 95% on live traffic and parity stays within the agreed delta; otherwise hold. Independent technical note mirroring the canonical version: https://enterpriseailabs.io/blog/shadow-test-challenger-model-in-production-2026-95-grounded-answers-promote-or-hold.php

Zenodo (CERN European Organization for Nuclear Research)
Software System Performance and Reliability
DOIOpen Access PDFOpenAlex
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Shadow Test Challenger Model in Production 2026: 95% Grounded Answers — Promote or Hold — Dr. Samuel Ortiz · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS