Recognition Before Authority: What AI Should and Should Not Do in the First Minutes of a Working Incident

Recognition Before Authority examines what AI should and should not do in the first minutes of a working incident. It argues AI should improve the commander’s picture—not take strategy, interior commitment, or withdrawal. The paper sets a Display → Recommend → Act model, keeps known/inferred/unknown/unsupported separate, and maps near-term use to Display and bounded Recommend only. It reviews NIOSH, NIST SP 1500-29, and fire-service adoption evidence, states that no field trial yet proves safety outcomes, and offers a pilot scoreboard before any increase in authority. For fire and public-safety leaders.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-27
DOI
https://doi.org/10.5281/zenodo.23699337
Primary Topic
Military Strategy and Technology
Type
article
Field-Weighted Citation Impact
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article

Recognition Before Authority: What AI Should and Should Not Do in the First Minutes of a Working Incident

Dan Deppert
3 links
Zenodo (CERN European Organization for Nuclear Research)
Military Strategy and Technology
article

Recognition Before Authority: What AI Should and Should Not Do in the First Minutes of a Working Incident

Dan Deppert
article en

Abstract

Recognition Before Authority examines what AI should and should not do in the first minutes of a working incident. It argues AI should improve the commander’s picture—not take strategy, interior commitment, or withdrawal. The paper sets a Display → Recommend → Act model, keeps known/inferred/unknown/unsupported separate, and maps near-term use to Display and bounded Recommend only. It reviews NIOSH, NIST SP 1500-29, and fire-service adoption evidence, states that no field trial yet proves safety outcomes, and offers a pilot scoreboard before any increase in authority. For fire and public-safety leaders.

Zenodo (CERN European Organization for Nuclear Research)
Ennetix (United States) (US)
Openalex Percentile: Top 17%
Military Strategy and Technology
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