{"title":"Between machines and art: The impact of CNC technology on artistic creation","authors":"Marcelo Fraile-Narváez , Mihaela I. Chidean","doi":"10.1016/j.array.2025.100466","DOIUrl":null,"url":null,"abstract":"<div><div>This study shows how a hybrid workflow based on a Style-GAN-3 (with 256 × 256 pixel resolution) together with a €185 open-hardware plotter reframes authorship by uniting algorithmic invention with material execution. Specifically, it focuses on the development of a low-cost CNC machine, named ‘Gorosito’, which includes various customisation elements, such as the ability to interchange drawing tools to suit the operator/artist. Experimental validation of Gorosito is performed using images generated with generative AI and also including a comparison of the results with those produced by a commercial CNC machine. Results reveal precision of <span><math><mrow><mn>0</mn><mo>.</mo><mn>045</mn></mrow></math></span> mm and a 34% cost saving comparing with other commercial solutions. Our findings also show that each artwork, derived from the same digital file, acquires a unique expression, which leads to a redefinition of authenticity in digital art and provides a renewed perspective on the interplay between technology, artistic creation and cultural perception. The study thus positions Gorosito as an open and reproducible framework that any creative-code laboratory can adopt, bridging machine learning research with low-cost digital fabrication.</div></div>","PeriodicalId":8417,"journal":{"name":"Array","volume":"27 ","pages":"Article 100466"},"PeriodicalIF":4.5000,"publicationDate":"2025-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Array","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2590005625000931","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, THEORY & METHODS","Score":null,"Total":0}
引用次数: 0
Abstract
This study shows how a hybrid workflow based on a Style-GAN-3 (with 256 × 256 pixel resolution) together with a €185 open-hardware plotter reframes authorship by uniting algorithmic invention with material execution. Specifically, it focuses on the development of a low-cost CNC machine, named ‘Gorosito’, which includes various customisation elements, such as the ability to interchange drawing tools to suit the operator/artist. Experimental validation of Gorosito is performed using images generated with generative AI and also including a comparison of the results with those produced by a commercial CNC machine. Results reveal precision of mm and a 34% cost saving comparing with other commercial solutions. Our findings also show that each artwork, derived from the same digital file, acquires a unique expression, which leads to a redefinition of authenticity in digital art and provides a renewed perspective on the interplay between technology, artistic creation and cultural perception. The study thus positions Gorosito as an open and reproducible framework that any creative-code laboratory can adopt, bridging machine learning research with low-cost digital fabrication.