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In this paper we show how feminist and justice-oriented ethical frameworks can be leveraged to clarify this ambiguity and to help organisations translate AI ethics theory into practice, in the form of a pro-justice compliance toolkit. The toolkit introduced, \u201cHigh Risk EU AI Act Toolkit\u201d, or \u201cHEAT\u201d was the result of a cross-sector and multidisciplinary collaboration engaging experts in law, technology, design, justice, and other disciplines from academia, government and industry. Herein we describe how a pro-justice approach contributed practical and concrete techniques, methods, and guidelines for everyday implementation of AI Act Compliance. Specifically, we describe: (1) how feminist understanding of expertise and acknowledgment of partiality of knowledge shaped the HEAT method for engaging stakeholders, including minoritized groups; (2) how our pro-justice approach expands on the Act\u2019s minimal requirements in relation to accessibility through the incorporation of disability and design justice; (3) how we encourage HEAT users to engage with feminist data science and (4) how our pro-justice interpretation of the Act presents environmental concerns as inseparable from other concerns about the social impact of AI.<\/jats:p>","DOI":"10.1007\/s43681-025-00885-4","type":"journal-article","created":{"date-parts":[[2025,11,27]],"date-time":"2025-11-27T13:28:38Z","timestamp":1764250118000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["The EU AI act in development practice: a pro-justice approach"],"prefix":"10.1007","volume":"6","author":[{"given":"Eleanor","family":"Drage","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yulu","family":"Pi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tomasz","family":"Hollanek","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dorian","family":"Peters","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Selen","family":"Yakar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,11,27]]},"reference":[{"key":"885_CR1","unstructured":"European parliament, council of the european union: regulation of the european parliament and of the council laying down harmonised rules on Artificial Intelligence (Artificial Intelligence Act) and amending certain Union legislative Acts. 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