Consumer Power Vs AI Energy Consumption

This short paper outlines a simple user‑side protocol for reducing AI energy waste by constraining output length. It identifies the mechanism that produces waste, shows why user behaviour is the only practical lever, and presents a minimal, directly usable intervention that improves efficiency without altering system internals. Given the ongoing debate over AI data‑centre electricity demand, the paper notes that, for whatever reason, this basic mitigation was never implemented by the labs, leaving efficiency to the user rather than the corporations operating the infrastructure.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-17
DOI
https://doi.org/10.5281/zenodo.22820378
Primary Topic
Green IT and Sustainability
Type
article
Field-Weighted Citation Impact
0.00
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article

Consumer Power Vs AI Energy Consumption

William Argo
Zenodo (CERN European Organization for Nuclear Research)
Green IT and Sustainability
article

Consumer Power Vs AI Energy Consumption

William Argo
article en

Abstract

This short paper outlines a simple user‑side protocol for reducing AI energy waste by constraining output length. It identifies the mechanism that produces waste, shows why user behaviour is the only practical lever, and presents a minimal, directly usable intervention that improves efficiency without altering system internals. Given the ongoing debate over AI data‑centre electricity demand, the paper notes that, for whatever reason, this basic mitigation was never implemented by the labs, leaving efficiency to the user rather than the corporations operating the infrastructure.

Zenodo (CERN European Organization for Nuclear Research)
Affordable and clean energy
Openalex Percentile: Top 20%
Green IT and Sustainability
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Consumer Power Vs AI Energy Consumption — William Argo · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS