Automating QA workflows with AI task graphs: keep 1 human gate or full auto

Keep one human gate unless every AI task-graph node has a machine-assertable pass/fail; context-dependent QA judgment can't be fully automated. Independent technical note mirroring the canonical version: https://dotinc.app/blog/automating-qa-workflows-with-ai-task-graphs-keep-1-human-gate-or-full-auto.php

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-08
DOI
https://doi.org/10.5281/zenodo.24062635
Primary Topic
Software Testing and Debugging Techniques
Type
preprint
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preprint

Automating QA workflows with AI task graphs: keep 1 human gate or full auto

Priya Nandakumar
1 links
Zenodo (CERN European Organization for Nuclear Research)
Software Testing and Debugging Techniques
preprint

Automating QA workflows with AI task graphs: keep 1 human gate or full auto

Priya Nandakumar
preprint en

Abstract

Keep one human gate unless every AI task-graph node has a machine-assertable pass/fail; context-dependent QA judgment can't be fully automated. Independent technical note mirroring the canonical version: https://dotinc.app/blog/automating-qa-workflows-with-ai-task-graphs-keep-1-human-gate-or-full-auto.php

Zenodo (CERN European Organization for Nuclear Research)
Software Testing and Debugging Techniques
DOIOpen Access PDFOpenAlex
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Automating QA workflows with AI task graphs: keep 1 human gate or full auto — Priya Nandakumar · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS