{"id":56110,"date":"2025-11-11T07:58:00","date_gmt":"2025-11-11T15:58:00","guid":{"rendered":"https:\/\/svch.io\/?p=56110"},"modified":"2026-07-15T11:36:36","modified_gmt":"2026-07-15T18:36:36","slug":"ai-improves-public-space-design-from-fake-perfects-to-conversational-imperfects","status":"publish","type":"post","link":"https:\/\/svch.io\/es\/ai-improves-public-space-design-from-fake-perfects-to-conversational-imperfects\/","title":{"rendered":"AI Improves Public-Space Design. From \u201cFake Perfects\u201d to \u201cConversational Imperfects\u201d"},"content":{"rendered":"<p><em>Based on \u201cFrom Fake Perfects to Conversational Imperfects: Exploring Image-Generative AI as a Boundary Object for Participatory Design of Public Spaces,\u201d published in <\/em><strong><em>Proceedings of the ACM on Human-Computer Interaction<\/em><\/strong><em> (POCHI\/CSCW), 2025.<\/em><\/p>\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"426\" src=\"https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-2-1024x426.png\" alt=\"\" class=\"wp-image-56113\" srcset=\"https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-2-1024x426.png 1024w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-2-300x125.png 300w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-2-768x320.png 768w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-2-600x250.png 600w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-2.png 1148w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<h2 class=\"wp-block-heading\"><strong>Who wrote it<\/strong><\/h2>\n<ul class=\"wp-block-list\">\n<li><strong>Jos\u00e9 A. Guridi<\/strong> \u2014 Cornell University (College of Computing and Information Science)<\/li>\n<li><strong>Angel Hsing-Chi Hwang<\/strong> \u2014 University of Southern California (Annenberg)<\/li>\n<li><strong>Duarte Santo<\/strong> \u2014 Independent scholar (Portugal)<\/li>\n<li><strong>Maria Goula<\/strong> \u2014 Cornell University (College of Agriculture and Life Sciences)<\/li>\n<li><strong>Crist\u00f3bal Cheyre<\/strong> \u2014 Cornell University<\/li>\n<li><strong>Lee Humphreys<\/strong> \u2014 Cornell University<\/li>\n<li><strong>Marco Rangel<\/strong> \u2014 Studio-MLA (US)<\/li>\n<\/ul>\n<p>Affiliations are drawn from the authors\u2019 public preprint summary.<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><strong>Big ideas<\/strong><\/h2>\n<p>Traditional renderings for parks and plazas often look <strong>too perfect<\/strong>, glossy images that shut down discussion because everything already seems \u201cdecided.\u201d The authors argue that <strong>image-generative AI<\/strong> (Midjourney, Stable Diffusion, etc.) can be used as a <strong>boundary object<\/strong>: a shared, editable image that <strong>invites<\/strong> people into the design process. Instead of one \u201cfake perfect,\u201d you get many <strong>\u201cconversational imperfects\u201d<\/strong> that neighbors can react to, tweak, and debate together.<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-3-1024x575.png\" alt=\"\" class=\"wp-image-56115\" srcset=\"https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-3-1024x575.png 1024w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-3-300x168.png 300w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-3-768x431.png 768w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-3-800x450.png 800w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-3-600x337.png 600w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-3.png 1158w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><strong>How they studied it (methodology)<\/strong><\/h2>\n<p>This is a <strong>multi-stage, practice-based study<\/strong> combining interviews, workshops, and live prototyping with immigrant communities and researchers. The project unfolded in three arcs:<\/p>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Speculative process<\/strong> \u2014 Used transcripts from earlier interviews to generate AI sketches of possible public-space designs, then ran reflection workshops on how IGAI (image-generative AI) changes the conversation.<\/li>\n<li><strong>Piloting<\/strong> \u2014 Trial interviews where researchers themselves used IGAI to pressure-test prompts, workflows, and facilitation techniques.<\/li>\n<li><strong>IGAI-mediated interviews<\/strong> \u2014 Community sessions (Los Angeles, Coney Island) in which participants reacted to and iteratively adjusted AI-generated images during the conversation.<\/li>\n<\/ol>\n<p>This design-research approach let the team observe <strong>how the images functioned as social catalysts<\/strong>\u2014when they opened dialogue, when they biased it, and what facilitation guidelines helped.<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><strong>What they found (digestible takeaways)<\/strong><\/h2>\n<ul class=\"wp-block-list\">\n<li><strong>AI images spark participation when they stay \u201cunfinished.\u201d<\/strong> Early, rough, and plural images keep the door open. Over-polished renders shut it.<\/li>\n<li><strong>Prompting is power.<\/strong> Small wording changes steer aesthetics, scale, and who gets represented. Facilitators need prompt logs and version histories to keep the process transparent.<\/li>\n<li><strong>Diversity beats realism.<\/strong> Presenting multiple \u201cimperfect\u201d options invites critique (\u201cthis path doesn\u2019t feel safe at night\u201d) and co-creation (\u201ccould we add more shade where elders sit?\u201d).<\/li>\n<li><strong>Context matters.<\/strong> City history, climate, safety, and culture must inform the prompts\u2014otherwise the AI defaults to generic \u201cglobal-north park\u201d imagery.<\/li>\n<li><strong>Ethics are practical, not abstract.<\/strong> Be explicit about dataset biases, likeness\/privacy, and consent for community imagery; revisit these at each iteration round.<\/li>\n<\/ul>\n<p>All of this supports their central claim: <strong>IGAI works best as a conversational scaffold<\/strong>.<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"756\" src=\"https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-1024x756.png\" alt=\"\" class=\"wp-image-56117\" srcset=\"https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-1024x756.png 1024w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-300x221.png 300w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-768x567.png 768w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-340x250.png 340w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-600x443.png 600w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h2 class=\"wp-block-heading\"><strong>Why this matters (for cities, firms, and educators)<\/strong><\/h2>\n<ul class=\"wp-block-list\">\n<li><strong>Cities &amp; planners:<\/strong> You can move from public \u201cpresentations\u201d to <strong>public conversations<\/strong>. Iterative, co-edited images lower barriers to entry and surface tacit local knowledge (shade, security, flow).<\/li>\n<li><strong>Design &amp; real-estate teams:<\/strong> Faster early-stage exploration with community buy-in reduces re-work and controversy later.<\/li>\n<li><strong>Universities &amp; studios:<\/strong> Teaching with IGAI shifts critique from \u201cpolish\u201d to <strong>plurality and participation<\/strong>\u2014a healthier habit for civic design.<\/li>\n<\/ul>\n<p>The paper situates these claims in HCI and participatory-design traditions, while offering a contemporary toolset communities actually respond to.<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"756\" src=\"https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-1-1024x756.png\" alt=\"\" class=\"wp-image-56119\" srcset=\"https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-1-1024x756.png 1024w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-1-300x221.png 300w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-1-768x567.png 768w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-1-340x250.png 340w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-1-600x443.png 600w, https:\/\/svch.io\/wp-content\/uploads\/2025\/11\/Silicon-Valley-Certification-Hub-Alejandro-Cuauhtemoc-Mejia-Daniel-Gomez-Artificial-Intelligence-AI-Certifications-Automated-Versus-Human-Agents-Public-Space-1-1.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<h3 class=\"wp-block-heading\"><strong>Sources<\/strong><\/h3>\n<ul class=\"wp-block-list\">\n<li>Published paper (ACM Digital Library, with DOI): <a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3710912\">Proceedings of the ACM on Human-Computer Interaction<\/a><\/li>\n<li>Open-access preprint (arXiv), listing affiliations and detailing the three-stage methodology and fieldwork sites: <a href=\"https:\/\/arxiv.org\/abs\/2411.00949\">arxiv.org\/abs\/2411.00949<\/a><\/li>\n<\/ul>\n<div class=\"svch-faq\" style=\"background:#f8fafc;border-radius:14px;padding:36px 40px;margin:48px 0 0;border-top:4px solid #0ea5e9;\">\n<h2 style=\"font-size:1.4rem;color:#1e293b;font-weight:700;margin:0 0 28px;padding-left:18px;border-left:5px solid #0ea5e9;\">Frequently Asked Questions<\/h2>\n<div class=\"faq-item\" style=\"border-bottom:1px solid #e2e8f0;padding-bottom:20px;margin-bottom:20px;\">\n<h3 style=\"font-size:0.97rem;font-weight:700;color:#0f172a;margin:0 0 10px;\">What does this mean for a Chief AI Officer?<\/h3>\n<p style=\"color:#475569;font-size:0.95rem;line-height:1.7;margin:0;\">This research shows that generative AI&#8217;s real strategic value in civic engagement isn&#8217;t about producing polished final outputs\u2014it&#8217;s about using AI to democratize co-creation by generating multiple draft options that invite stakeholder feedback rather than shutting down conversation. As a CAO, you should be evaluating generative AI tools not just for efficiency or cost reduction, but for their ability to expand participation and surface diverse perspectives in decision-making processes that affect your organization&#8217;s stakeholders.<\/p>\n<\/div>\n<div class=\"faq-item\" style=\"border-bottom:1px solid #e2e8f0;padding-bottom:20px;margin-bottom:20px;\">\n<h3 style=\"font-size:0.97rem;font-weight:700;color:#0f172a;margin:0 0 10px;\">How can organizations practically implement &#8216;conversational imperfects&#8217; in their stakeholder engagement processes?<\/h3>\n<p style=\"color:#475569;font-size:0.95rem;line-height:1.7;margin:0;\">Rather than commissioning one expensive, finished rendering or proposal, teams should generate 5\u201310 diverse AI-assisted draft concepts and present them as deliberate starting points for stakeholder dialogue and iteration. This shifts the power dynamic from &#8220;here&#8217;s what we decided&#8221; to &#8220;here are possibilities\u2014what do you think?&#8221; and typically surfaces community needs and concerns earlier in the process, reducing costly redesigns later.<\/p>\n<\/div>\n<div class=\"faq-item\" style=\"border-bottom:1px solid #e2e8f0;padding-bottom:20px;margin-bottom:20px;\">\n<h3 style=\"font-size:0.97rem;font-weight:700;color:#0f172a;margin:0 0 10px;\">How does this approach align with responsible AI governance?<\/h3>\n<p style=\"color:#475569;font-size:0.95rem;line-height:1.7;margin:0;\">Organizations seeking to demonstrate responsible AI use\u2014whether through formal frameworks like those evaluated in AI Assessment for companies or Silicon Valley Certification Hub&#8217;s governance standards\u2014can point to participatory design models as evidence that they&#8217;re using generative AI to enhance transparency and inclusion rather than automate decisions in isolation. This kind of documented, human-centered AI application strengthens both your ethical posture and stakeholder trust.<\/p>\n<\/div>\n<div class=\"faq-item\" style=\"\">\n<h3 style=\"font-size:0.97rem;font-weight:700;color:#0f172a;margin:0 0 10px;\">What should executives do next to pilot this model in their own organizations?<\/h3>\n<p style=\"color:#475569;font-size:0.95rem;line-height:1.7;margin:0;\">Start with a defined community stakeholder group and a real design challenge (a workspace redesign, service offering, or public-facing initiative), then commission 6\u20138 AI-generated concept sketches as conversation starters rather than proposals. Measure success not by the final design quality, but by participation rates, idea contributions from underrepresented voices, and decision-maker confidence that community needs were genuinely heard.<\/p>\n<\/div>\n<\/div>\n<div class=\"svch-cta\">\n<p>Want to know how this applies to your company?<\/p>\n<p>At Silicon Valley Certification Hub, we help you align AI + Strategy. Our team works directly with your directors and teams to assess AI readiness, identify gaps, and build a clear path forward \u2014 tailored to your business context.<\/p>\n<p>Book a time with our CEO, Alejandro Cuauhtemoc-Mejia:<br \/><a href=\"https:\/\/calendar.app.google\/2ihQf2JH3D9uJBe68\">https:\/\/calendar.app.google\/2ihQf2JH3D9uJBe68<\/a><\/p>\n<p>Silicon Valley Certification Hub<br \/>3000 El Camino Real, Building 4, Palo Alto, CA<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Based on \u201cFrom Fake Perfects to Conversational Imperfects: Exploring Image-Generative AI as a Boundary Object for Participatory Design of Public Spaces,\u201d published in Proceedings of the ACM on Human-Computer Interaction [&hellip;]<\/p>\n","protected":false},"author":155,"featured_media":59254,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","_monsterinsights_skip_tracking":false,"advanced_seo_description":"A 2025 ACM HCI study shows how image-generative AI can serve as a boundary object for public-space design\u2014replacing glossy, \u201cfake-perfect\u201d renders with many conversational, editable images that invite real community input. Includes authors, universities, methods, and practical takeaways.\u00a0","jetpack_seo_html_title":"From \u201cFake Perfects\u201d to \u201cConversational Imperfects\u201d: Generative AI as a Tool for Better Public-Space Participation","jetpack_seo_noindex":false,"jetpack_seo_schema_type":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[24],"tags":[],"class_list":["post-56110","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research"],"acf":[],"jetpack_featured_media_url":"https:\/\/svch.io\/wp-content\/uploads\/2026\/06\/silicon-valley-certification-hub-alejandro-cuauhtemoc-mejia-ai-public-space-design-generative-community-approval-1.png","jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/posts\/56110","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/users\/155"}],"replies":[{"embeddable":true,"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/comments?post=56110"}],"version-history":[{"count":1,"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/posts\/56110\/revisions"}],"predecessor-version":[{"id":59811,"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/posts\/56110\/revisions\/59811"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/media\/59254"}],"wp:attachment":[{"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/media?parent=56110"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/categories?post=56110"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/svch.io\/es\/wp-json\/wp\/v2\/tags?post=56110"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}