Verify AI token caps against mentor check-ins before committing

Gate junior AI token caps on 6-month mentor goals; keep biweekly check-ins outside caps; verify complete like-for-like totals and live terms before committing. Independent technical note mirroring the canonical version: https://mentaport.xyz/blog/verify-ai-token-caps-against-mentor-check-ins-before-committing.php

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-08
DOI
https://doi.org/10.5281/zenodo.24054080
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
Controls
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preprint

Verify AI token caps against mentor check-ins before committing

Elena Vargas
2 links
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
preprint

Verify AI token caps against mentor check-ins before committing

Elena Vargas
preprint en

Abstract

Gate junior AI token caps on 6-month mentor goals; keep biweekly check-ins outside caps; verify complete like-for-like totals and live terms before committing. Independent technical note mirroring the canonical version: https://mentaport.xyz/blog/verify-ai-token-caps-against-mentor-check-ins-before-committing.php

Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
DOIOpen Access PDFOpenAlex
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Verify AI token caps against mentor check-ins before committing — Elena Vargas · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS