The EU AI Act in Development Practice: A Pro-justice Approach

Fuente: arXiv
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Main Authors: Hollanek, Tomasz, Pi, Yulu, Peters, Dorian, Yakar, Selen, Drage, Eleanor
Format: Preprint
Published: 2025
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author Hollanek, Tomasz
Pi, Yulu
Peters, Dorian
Yakar, Selen
Drage, Eleanor
author_facet Hollanek, Tomasz
Pi, Yulu
Peters, Dorian
Yakar, Selen
Drage, Eleanor
contents With the adoption of the EU AI Act, companies must understand and implement its compliance requirements -- an often complex task, especially in areas like risk management and fundamental rights assessments. This paper introduces our High-risk EU AI Act Toolkit(HEAT), which offers a pro-justice, feminist ethics-informed approach to support meaningful compliance. HEAT not only helps teams meet regulatory standards but also translates ethical theory into practice. We show how feminist perspectives on expertise, stakeholder engagement, accessibility, and environmental justice inform HEAT's methods and expand on the Act's baseline. The theories we draw on are not naively utopian. Instead, they inspire non-innocent approaches to interrogating normativity in systems of all kinds -- technological and otherwise. By this we mean that pro-justice orientations are cognizant of their involvement in the systems they seek to critique, and offer best practices with how to grapple with the trade-offs inherent in reducing and eradicating harmful behaviour from within. These best practices, as we explain in this paper, are what HEAT both embodies and enables.
format Preprint
id arxiv_https___arxiv_org_abs_2504_20075
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle The EU AI Act in Development Practice: A Pro-justice Approach
Hollanek, Tomasz
Pi, Yulu
Peters, Dorian
Yakar, Selen
Drage, Eleanor
Computers and Society
With the adoption of the EU AI Act, companies must understand and implement its compliance requirements -- an often complex task, especially in areas like risk management and fundamental rights assessments. This paper introduces our High-risk EU AI Act Toolkit(HEAT), which offers a pro-justice, feminist ethics-informed approach to support meaningful compliance. HEAT not only helps teams meet regulatory standards but also translates ethical theory into practice. We show how feminist perspectives on expertise, stakeholder engagement, accessibility, and environmental justice inform HEAT's methods and expand on the Act's baseline. The theories we draw on are not naively utopian. Instead, they inspire non-innocent approaches to interrogating normativity in systems of all kinds -- technological and otherwise. By this we mean that pro-justice orientations are cognizant of their involvement in the systems they seek to critique, and offer best practices with how to grapple with the trade-offs inherent in reducing and eradicating harmful behaviour from within. These best practices, as we explain in this paper, are what HEAT both embodies and enables.
title The EU AI Act in Development Practice: A Pro-justice Approach
topic Computers and Society
url https://arxiv.org/abs/2504.20075