{"id":327,"date":"2025-08-10T22:36:08","date_gmt":"2025-08-11T02:36:08","guid":{"rendered":"http:\/\/vibe.test\/?p=327"},"modified":"2025-09-06T18:11:57","modified_gmt":"2025-09-06T22:11:57","slug":"collective-design-collective-living","status":"publish","type":"post","link":"https:\/\/research.gsd.harvard.edu\/vibelab\/2025\/08\/10\/collective-design-collective-living\/","title":{"rendered":"Collective Design Collective Living"},"content":{"rendered":"<h1 class=\"has-link-color wp-elements-88f0857fdc8bad98dfdc5c16977574b2 wp-block-post-title has-text-color has-white-color\">Collective Design Collective Living<\/h1>\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-8bf03dc44dfd5c87bf1f9272ef72d5dd\">What is the potential relevance of emerging forms of machine learning to a participatory design process between human &lt;&gt; human as well as human &lt;&gt; non-human collaborators? How might the role of the architect change as a result?<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"516\" src=\"https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/06\/Process-comparison.gif\" alt=\"\" class=\"wp-image-410\" \/><\/figure>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-e309807b0fb4770cb6442f515767bb75\">This experimental work, which began in 2019, explores the potential of utilizing artificial intelligence for not only human-machine collaboration, but also for co-design with communities for neighborhood housing. The research team explores the relationship between emerging data-related capabilities (artificial intelligence), design and planning expertise, and public participation, productively calling into question the role of authorship in design. The machine learning model and web application are developed with the goal of designing community-informed triple-deckers in Boston\u2019s Mattapan neighborhood.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/06\/triple-decker-options.gif\" alt=\"\" class=\"wp-image-411\" \/><\/figure>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-ef044be2b4ea8873b63259c5d7ff3573\">The research involves an exploration of the social processes embedded in a collaborative process between GANs (generative adversarial networks), architects, and the community. Activities include data set collection, assembly, and processing; machine learning model creation and training based upon the novel data set; a program for \u201cdesigning\u201d site- and household-specific housing utilizing individual user inputs in combination with a foundational program of design created by the research team. The research advances larger disciplinary questions around the relationship between architecture and human computer interaction.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-4-3 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"TripleDecker\" width=\"422\" height=\"750\" src=\"https:\/\/www.youtube.com\/embed\/sjAlxbxodEk?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-white-color has-text-color has-link-color wp-elements-022052bdb06be1054c9d7484f6dc8108\">Principal Investigator<\/h2>\n\n\n\n<ul class=\"wp-block-list has-white-color has-text-color has-link-color wp-elements-cc0e25a8baf3755b65613da8efdb1a96\">\n<li>Elizabeth Christoforetti<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading has-white-color has-text-color has-link-color wp-elements-39213f82896f5dac86ae490823c9d883\">Researcher<\/h2>\n\n\n\n<ul class=\"wp-block-list has-white-color has-text-color has-link-color wp-elements-d466123e2f4827f1ac01e35fa20ab559\">\n<li>Romy El Sayah<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading has-white-color has-text-color has-link-color wp-elements-0839baa22bf0bbf50e7eb84dff36e4c4\">Output<\/h2>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-136234e89c5327cece327fd663e41b01\">Christoforetti, E., and El Sayah, Romy. \u201cCollective Design for Collective Living.\u201d Chapter in Machine Learning and the City, ed. Carta, Silvio. Wiley. 2022.<\/p>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-59ef27e4d4de62e06685320282ec1022\">Christoforetti, Elizabeth Bowie. \u201cCollective Design for Collective Living: Machine learning, the participatory process, and the changing role of the architect.\u201d DigitalFUTURES WORLD: Architects Unite Machine Intelligence in Architecture Conference, Summer 2021.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/02_200620_Triple-Decker-1024x1024.jpg\" alt=\"\" class=\"wp-image-947\" srcset=\"https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/02_200620_Triple-Decker-1024x1024.jpg 1024w, https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/02_200620_Triple-Decker-300x300.jpg 300w, https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/02_200620_Triple-Decker-150x150.jpg 150w, https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/02_200620_Triple-Decker-768x768.jpg 768w, https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/02_200620_Triple-Decker.jpg 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"950\" src=\"https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/00_Collective-Design-for-Collective-Living-1024x576.jpg\" alt=\"\" class=\"wp-image-950\" srcset=\"https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/00_Collective-Design-for-Collective-Living-1024x576.jpg 1024w, https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/00_Collective-Design-for-Collective-Living-300x169.jpg 300w, https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/00_Collective-Design-for-Collective-Living-768x432.jpg 768w, https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/00_Collective-Design-for-Collective-Living.jpg 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"487\" height=\"700\" data-id=\"949\" src=\"https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/04_Carta_Machine-Learning-and-the-City-1.jpg\" alt=\"\" class=\"wp-image-949\" srcset=\"https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/04_Carta_Machine-Learning-and-the-City-1.jpg 487w, https:\/\/research.gsd.harvard.edu\/vibelab\/files\/2025\/08\/04_Carta_Machine-Learning-and-the-City-1-209x300.jpg 209w\" sizes=\"auto, (max-width: 487px) 100vw, 487px\" \/><\/figure>\n<\/figure>\n","protected":false},"excerpt":{"rendered":"<p>What is the potential relevance of emerging forms of machine learning to a participatory design process between human &lt;&gt; human [&hellip;]<\/p>\n","protected":false},"author":180,"featured_media":950,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-327","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - 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