{"id":6559,"date":"2026-10-21T14:12:31","date_gmt":"2026-10-21T18:12:31","guid":{"rendered":"https:\/\/dcp.ufl.edu\/iadapt\/?page_id=6559"},"modified":"2026-10-28T16:14:30","modified_gmt":"2026-10-28T20:14:30","slug":"upa","status":"publish","type":"page","link":"https:\/\/dcp.ufl.edu\/iadapt\/upa\/","title":{"rendered":"Urban Planning AI"},"content":{"rendered":"\n<div class=\"wp-block-uagb-container uagb-block-073eb6b1 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h1 class=\"wp-block-heading has-ast-global-color-5-color has-text-color has-link-color wp-elements-467d241c43e6f623f0cc936d4627eaa6\" style=\"font-size:3rem;font-style:normal;font-weight:900\">Urban Planning AI<\/h1>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-5d2b27355ef70cefd9cf14966d76e838 wp-block-paragraph\" style=\"font-size:1.25rem;font-style:normal;font-weight:500\">Urban Planning AI is not one single technology. It is the use of AI agents inside the planning process itself, and our research treats it as a governance question, not just a technical one.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"uagb-position__sticky wp-block-uagb-container uagb-block-d2fe36bf alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-buttons uagb-buttons__outer-wrap uagb-btn__default-btn uagb-btn-tablet__default-btn uagb-btn-mobile__default-btn uagb-block-871ecf2d\"><div class=\"uagb-buttons__wrap uagb-buttons-layout-wrap \">\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-1307e878 wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" aria-label=\"\" href=\"#what\" rel=\"follow noopener\" target=\"_self\" role=\"button\"><div class=\"uagb-button__link\">What is Urban Planning AI?<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-784b6fb1 wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" aria-label=\"\" href=\"#collaboration\" rel=\"follow noopener\" target=\"_self\" role=\"button\"><div class=\"uagb-button__link\">Collaboration Tool vs. Urban Planning AI<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-45d5d3eb wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" aria-label=\"\" href=\"#spt\" rel=\"follow noopener\" target=\"_self\" role=\"button\"><div class=\"uagb-button__link\">SPT &amp; CORE<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-906bd73d wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" aria-label=\"\" href=\"#why\" rel=\"follow noopener\" target=\"_self\" role=\"button\"><div class=\"uagb-button__link\">Why it Matters<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-8356abdc wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" aria-label=\"\" href=\"#references\" rel=\"follow noopener\" target=\"_self\" role=\"button\"><div class=\"uagb-button__link\">References<\/div><\/a><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div id=\"what\" class=\"wp-block-uagb-container uagb-block-c3f8f310 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h2 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-e525c1b007a818fe794de6f4ec2d53da\" style=\"color:#002657;margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">What is Urban Planning AI?<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Urban Planning AI is not one single technology. It is the use of AI agents, in part or in whole, within the planning process itself, to support, augment, automate, or make autonomous different parts of plan preparation and policy formation. This distinguishes it from the broader category of Urban AI, which analyzes cities using tools like machine learning and computer vision but does not necessarily participate in the institutional process of making public planning decisions.<\/p>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Once AI enters the planning process, it is no longer only helping us understand cities. It participates in shaping public decisions about land use, transportation, infrastructure, zoning, and investment. This is why our research treats Urban Planning AI as a governance question, not just a technical one.<\/p>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-fc51d0ed alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-6026bbbd\">\n<p class=\"has-text-color has-link-color wp-elements-15bc515e0cb9c15529838a2023242118 wp-block-paragraph\" style=\"color:#0021a5;margin-top:0;margin-bottom:0;font-size:0.85rem;font-style:normal;font-weight:700;letter-spacing:1px;text-transform:uppercase\">Broader Category<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-bb14684a74665ebd75a59e0210cf7cd1\" style=\"color:#343741;margin-top:var(--wp--preset--spacing--40);margin-bottom:var(--wp--preset--spacing--40);font-size:1.33rem\"><strong>Urban AI<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Analyzes cities with machine learning and computer vision. Understands urban systems, but does not itself sit inside the institutional process of making public planning decisions.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-76ddcc7e\"><div class=\"aligncenter wp-block-icon\"><svg aria-hidden=\"true\" focusable=\"false\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 24 24\">\n\t<path d=\"m14.5 6.5-1 1 3.7 3.7H4v1.6h13.2l-3.7 3.7 1 1 5.6-5.5z\" \/>\n<\/svg>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-30b01fc0\">\n<p class=\"has-text-color has-link-color wp-elements-0015ff534605735d35d76457c2d3e301 wp-block-paragraph\" style=\"color:#fa4616;margin-top:0;margin-bottom:0;font-size:0.85rem;font-style:normal;font-weight:700;letter-spacing:1px;text-transform:uppercase\">Our Focus<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-3b0ab510b81808002a1a12e53e615ffb\" style=\"color:#343741;margin-top:var(--wp--preset--spacing--40);margin-bottom:var(--wp--preset--spacing--40);font-size:1.33rem\"><strong>Urban Planning AI<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Places AI agents inside plan preparation and policy formation itself \u2014 supporting, augmenting, automating, or making autonomous parts of that public process.<\/p>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div id=\"collaboration\" class=\"wp-block-uagb-container uagb-block-2f9ec26b alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h2 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-22120ebbb9ff7e14a1cc71cad745b020\" style=\"color:#002657;margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">AI as a Collaboration Tool vs. Urban Planning AI<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">&#8220;Urban Planning AI&#8221; and &#8220;AI as a collaboration tool&#8221; describe two different relationships between AI and the planning process.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-2eb0eabecd975c06a4d38468711268fd\" style=\"color:#002657;margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">What We Do<\/h3>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:var(--wp--preset--spacing--40);font-size:1.15rem\">Urban Planning AI describes the range of roles AI can take on as it becomes more capable, from supporting planners with data and analysis to eventually generating plans with little human input. Our research identifies four phases along this pathway, from our 2024 study in the <em>Journal of Planning Education and Research<\/em>:<\/p>\n\n\n<style>.kt-accordion-id6559_a5b552-64 .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:10px;}.kt-accordion-id6559_a5b552-64 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;background:#ffffff;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);}.kt-accordion-id6559_a5b552-64 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;background:#ffffff;font-weight:bold;color:#444444;padding-top:14px;padding-right:16px;padding-bottom:14px;padding-left:16px;}.kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) 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.kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion--visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id6559_a5b552-64 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id6559_a5b552-64 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{color:#444444;background:#ffffff;border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left:5px solid #fa4616;}.kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_a5b552-64:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}@media all and (max-width: 1024px){.kt-accordion-id6559_a5b552-64 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id6559_a5b552-64 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;}}@media all and (max-width: 1024px){.kt-accordion-id6559_a5b552-64 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id6559_a5b552-64 .kt-blocks-accordion-header:focus-visible{border-top-color:#878787;border-top-style:solid;border-right-color:#878787;border-right-style:solid;border-bottom-color:#878787;border-bottom-style:solid;border-left-color:#878787;border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id6559_a5b552-64 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id6559_a5b552-64 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left:5px solid #fa4616;}}@media all and (max-width: 767px){.kt-accordion-id6559_a5b552-64 .kt-accordion-inner-wrap{display:block;}.kt-accordion-id6559_a5b552-64 .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:10px;}.kt-accordion-id6559_a5b552-64 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}.kt-accordion-id6559_a5b552-64 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;}.kt-accordion-id6559_a5b552-64 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id6559_a5b552-64 .kt-blocks-accordion-header:focus-visible{border-top-color:#878787;border-top-style:solid;border-right-color:#878787;border-right-style:solid;border-bottom-color:#878787;border-bottom-style:solid;border-left-color:#878787;border-left-style:solid;}.kt-accordion-id6559_a5b552-64 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id6559_a5b552-64 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left:5px solid #fa4616;}}<\/style>\n<div class=\"wp-block-kadence-accordion alignnone\"><div class=\"kt-accordion-wrap kt-accordion-id6559_a5b552-64 kt-accordion-has-5-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right\" style=\"max-width:none\"><div class=\"kt-accordion-inner-wrap\" data-allow-multiple-open=\"false\" data-start-open=\"0\">\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-1 kt-pane6559_ff5d98-d5\"><div class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">Phase 1: AI-assisted planning<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/div><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">AI has low autonomy. Planners remain dominant, using AI mainly to gather data and identify patterns.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-3 kt-pane6559_69e5a5-ad\"><div class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">Phase 2: AI-augmented planning<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/div><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">AI simulates and evaluates planning options that planners have proposed, helping identify the strongest ones.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-4 kt-pane6559_cbcb99-ba\"><div class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">Phase 3: AI-automated planning<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/div><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">AI semi-automates parts of the planning process and recommends options, under planner supervision.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-5 kt-pane6559_b6de33-ef\"><div class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">Phase 4: AI-automized planning<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/div><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">AI creates plans independently by learning from past experience, with minimal human input.<\/p>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-ebaeb16f79d5269f16de5c116bea3baf\" style=\"color:#002657;margin-top:var(--wp--preset--spacing--50);margin-bottom:0;font-style:normal;font-weight:700\">AI as a Collaboration Tool: A Deliberate Governance Choice<\/h3>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:var(--wp--preset--spacing--50);font-size:1.15rem\">AI as a collaboration tool describes a deliberate choice about how that growing capability should be governed. Rather than treating AI as either a passive tool or a fully autonomous system, our research argues AI should be positioned as a governed co-creator that works alongside planners and communities, with clear mechanisms for human authorization, contestation, and accountability at every stage.<\/p>\n\n\n\n<div class=\"wp-block-group has-border-color is-layout-constrained wp-container-core-group-is-layout-dba1cb2d wp-block-group-is-layout-constrained\" style=\"border-color:#0021a5;border-width:3px;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\"><div class=\"wp-block-group__inner-container\">\n<h3 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-16ab0be38392d50e5b516260691f1edb\" style=\"color:#002657;margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">In Short<\/h3>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Urban Planning AI describes how much of the planning task AI is capable of taking on. AI as a collaboration tool describes a deliberate structure that keeps that growing capability paired with human oversight and community accountability, rather than letting technical capability alone determine AI&#8217;s role in shaping cities.<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div id=\"spt\" class=\"wp-block-uagb-container uagb-block-db61ff75 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h2 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-5476cb01ad729b2aa861207fca5ff4a4\" style=\"color:#002657;margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">Symbiotic Planning Theory and the CORE Framework<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:var(--wp--preset--spacing--40);font-size:1.15rem\">Our 2026 paper introduces Symbiotic Planning Theory (SPT), which responds directly to a question the pathway framework left open: once AI begins moving from planning support toward plan-making, what conditions keep that role democratically accountable?<\/p>\n\n\n<style>.kt-accordion-id6559_8ea409-65 .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:10px;display:grid;grid-template-columns:repeat(3, minmax(0, 1fr));}.kt-accordion-id6559_8ea409-65 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);}.kt-accordion-id6559_8ea409-65 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;background:#ffffff;font-weight:bold;color:#444444;padding-top:14px;padding-right:16px;padding-bottom:14px;padding-left:16px;}.kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id6559_8ea409-65 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id6559_8ea409-65 .kt-blocks-accordion-header:focus-visible{color:#444444;background:#ffffff;border-top-color:#878787;border-top-style:solid;border-right-color:#878787;border-right-style:solid;border-bottom-color:#878787;border-bottom-style:solid;border-left-color:#878787;border-left-style:solid;}.kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion--visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id6559_8ea409-65 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id6559_8ea409-65 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{color:#444444;background:#ffffff;border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left:5px solid #fa4616;}.kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id6559_8ea409-65:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}@media all and (max-width: 1024px){.kt-accordion-id6559_8ea409-65 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id6559_8ea409-65 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;}}@media all and (max-width: 1024px){.kt-accordion-id6559_8ea409-65 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id6559_8ea409-65 .kt-blocks-accordion-header:focus-visible{border-top-color:#878787;border-top-style:solid;border-right-color:#878787;border-right-style:solid;border-bottom-color:#878787;border-bottom-style:solid;border-left-color:#878787;border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id6559_8ea409-65 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id6559_8ea409-65 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left:5px solid #fa4616;}}@media all and (max-width: 767px){.kt-accordion-id6559_8ea409-65 .kt-accordion-inner-wrap{display:block;}.kt-accordion-id6559_8ea409-65 .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:10px;}.kt-accordion-id6559_8ea409-65 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}.kt-accordion-id6559_8ea409-65 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;}.kt-accordion-id6559_8ea409-65 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id6559_8ea409-65 .kt-blocks-accordion-header:focus-visible{border-top-color:#878787;border-top-style:solid;border-right-color:#878787;border-right-style:solid;border-bottom-color:#878787;border-bottom-style:solid;border-left-color:#878787;border-left-style:solid;}.kt-accordion-id6559_8ea409-65 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id6559_8ea409-65 > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left:5px solid #fa4616;}}<\/style>\n<div class=\"wp-block-kadence-accordion alignnone\"><div class=\"kt-accordion-wrap kt-accordion-id6559_8ea409-65 kt-accordion-has-5-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right\" style=\"max-width:none\"><div class=\"kt-accordion-inner-wrap\" data-allow-multiple-open=\"false\" data-start-open=\"0\">\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-1 kt-pane6559_f152c3-20\"><div class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">1. Normative Triggering<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/div><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">AI must surface the value questions built into a task, turning vague goals like &#8220;we want this to be fair&#8221; into explicit, enforceable constraints.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-3 kt-pane6559_e17db8-77\"><div class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">2. Binding Agency<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/div><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Community priorities cannot stay advisory. They must become hard constraints the model is required to satisfy before deployment.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-4 kt-pane6559_07401f-a7\"><div class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">3. Time-Bound Primacy<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/div><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">AI&#8217;s authorization to operate expires unless renewed through evidence-based human review, preventing algorithmic authority from becoming permanent by default.<\/p>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-07ada3aaec27b98af4b060e1d69b0761\" style=\"color:#002657;margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">Put into Practice through the CORE Framework<\/h3>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:var(--wp--preset--spacing--40);font-size:1.15rem\">These conditions are put into practice through the CORE framework \u2014 Collaboration, Options, Refinement, Execution \u2014 a cycle that returns to Collaboration each time, so governance is renewed rather than assumed. Figure reproduced from the paper; click to enlarge.<\/p>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6ae5c56f671d5&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6ae5c56f671d5\" class=\"wp-block-image aligncenter size-large is-resized wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"600\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/dcp.ufl.edu\/iadapt\/wp-content\/uploads\/sites\/28\/2026\/10\/spt-core-diagram-1024x600.png\" alt=\"A circular flow chart titled Symbiotic Planning Theory (SPT) featuring four stages: Collaboration, Options, Refinement, and Execution, with associated objectives and cyclical arrows labeled Set Constraints, Provoke, Recalibrate, and Authorize\/renew.\" class=\"wp-image-6587\" style=\"width:750px\" srcset=\"https:\/\/dcp.ufl.edu\/iadapt\/wp-content\/uploads\/sites\/28\/2026\/10\/spt-core-diagram-1024x600.png 1024w, https:\/\/dcp.ufl.edu\/iadapt\/wp-content\/uploads\/sites\/28\/2026\/10\/spt-core-diagram-300x176.png 300w, https:\/\/dcp.ufl.edu\/iadapt\/wp-content\/uploads\/sites\/28\/2026\/10\/spt-core-diagram-768x450.png 768w, https:\/\/dcp.ufl.edu\/iadapt\/wp-content\/uploads\/sites\/28\/2026\/10\/spt-core-diagram-1536x900.png 1536w, https:\/\/dcp.ufl.edu\/iadapt\/wp-content\/uploads\/sites\/28\/2026\/10\/spt-core-diagram-2048x1200.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-feed7029 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-86aa3d93\">      \n\t\t\t<div class=\"uagb-icon-wrapper uagb-block-3a396b11  wp-block-uagb-icon--has-margin    \"\n\t\t\tstyle=\"\" >\n\t\t\t\t\t\t\t\t<div class='uagb-icon-margin-wrapper'>\n\t\t\t\t\t\t\t\t\t<span class=\"uagb-svg-wrapper\" \n\t\t\t\t\t aria-label=\"people-group\"\t\t\t\t\ttabindex=\"0\">\t\t\n\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox= \"0 0 640 512\" role=\"graphics-symbol\" aria-hidden=\"false\" aria-label=\"\"><path d=\"M184 88C184 118.9 158.9 144 128 144C97.07 144 72 118.9 72 88C72 57.07 97.07 32 128 32C158.9 32 184 57.07 184 88zM208.4 196.3C178.7 222.7 160 261.2 160 304C160 338.3 171.1 369.8 192 394.5V416C192 433.7 177.7 448 160 448H96C78.33 448 64 433.7 64 416V389.2C26.16 371.2 0 332.7 0 288C0 226.1 50.14 176 112 176H144C167.1 176 190.2 183.5 208.4 196.3V196.3zM64 245.7C54.04 256.9 48 271.8 48 288C48 304.2 54.04 319.1 64 330.3V245.7zM448 416V394.5C468 369.8 480 338.3 480 304C480 261.2 461.3 222.7 431.6 196.3C449.8 183.5 472 176 496 176H528C589.9 176 640 226.1 640 288C640 332.7 613.8 371.2 576 389.2V416C576 433.7 561.7 448 544 448H480C462.3 448 448 433.7 448 416zM576 330.3C585.1 319.1 592 304.2 592 288C592 271.8 585.1 256.9 576 245.7V330.3zM568 88C568 118.9 542.9 144 512 144C481.1 144 456 118.9 456 88C456 57.07 481.1 32 512 32C542.9 32 568 57.07 568 88zM256 96C256 60.65 284.7 32 320 32C355.3 32 384 60.65 384 96C384 131.3 355.3 160 320 160C284.7 160 256 131.3 256 96zM448 304C448 348.7 421.8 387.2 384 405.2V448C384 465.7 369.7 480 352 480H288C270.3 480 256 465.7 256 448V405.2C218.2 387.2 192 348.7 192 304C192 242.1 242.1 192 304 192H336C397.9 192 448 242.1 448 304zM256 346.3V261.7C246 272.9 240 287.8 240 304C240 320.2 246 335.1 256 346.3zM384 261.7V346.3C393.1 335 400 320.2 400 304C400 287.8 393.1 272.9 384 261.7z\"><\/path><\/svg>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\n\n\n<h4 class=\"wp-block-heading has-text-align-center has-text-color has-link-color has-medium-font-size wp-elements-7bc5c7a366e95bd2d7e9b76f58a0720e\" style=\"color:#002657;margin-top:0;margin-bottom:var(--wp--preset--spacing--40);font-style:normal;font-weight:700\"><strong>Collaboration<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Planners, communities, and agencies define the problem together and set the terms for AI&#8217;s involvement before any model runs.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-0d59b7cd\">      \n\t\t\t<div class=\"uagb-icon-wrapper uagb-block-fe8c875f  wp-block-uagb-icon--has-margin    \"\n\t\t\tstyle=\"\" >\n\t\t\t\t\t\t\t\t<div class='uagb-icon-margin-wrapper'>\n\t\t\t\t\t\t\t\t\t<span class=\"uagb-svg-wrapper\" \n\t\t\t\t\t aria-label=\"diagram-project\"\t\t\t\t\ttabindex=\"0\">\t\t\n\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox= \"0 0 576 512\" role=\"graphics-symbol\" aria-hidden=\"false\" aria-label=\"\"><path d=\"M0 80C0 53.49 21.49 32 48 32H144C170.5 32 192 53.49 192 80V96H384V80C384 53.49 405.5 32 432 32H528C554.5 32 576 53.49 576 80V176C576 202.5 554.5 224 528 224H432C405.5 224 384 202.5 384 176V160H192V176C192 177.7 191.9 179.4 191.7 180.1L272 288H368C394.5 288 416 309.5 416 336V432C416 458.5 394.5 480 368 480H272C245.5 480 224 458.5 224 432V336C224 334.3 224.1 332.6 224.3 331L144 224H48C21.49 224 0 202.5 0 176V80z\"><\/path><\/svg>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\n\n\n<h4 class=\"wp-block-heading has-text-align-center has-text-color has-link-color has-medium-font-size wp-elements-939accfc174f6ccff803fef2eba83a49\" style=\"color:#002657;margin-top:0;margin-bottom:var(--wp--preset--spacing--40);font-style:normal;font-weight:700\"><strong><strong>Options<\/strong><\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">AI generates alternative solutions, not a single final answer, making trade-offs visible rather than hidden inside an algorithm.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-f4684631\">      \n\t\t\t<div class=\"uagb-icon-wrapper uagb-block-f57a96f3  wp-block-uagb-icon--has-margin    \"\n\t\t\tstyle=\"\" >\n\t\t\t\t\t\t\t\t<div class='uagb-icon-margin-wrapper'>\n\t\t\t\t\t\t\t\t\t<span class=\"uagb-svg-wrapper\" \n\t\t\t\t\t aria-label=\"pen\"\t\t\t\t\ttabindex=\"0\">\t\t\n\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox= \"0 0 512 512\" role=\"graphics-symbol\" aria-hidden=\"false\" aria-label=\"\"><path d=\"M362.7 19.32C387.7-5.678 428.3-5.678 453.3 19.32L492.7 58.75C517.7 83.74 517.7 124.3 492.7 149.3L444.3 197.7L314.3 67.72L362.7 19.32zM421.7 220.3L188.5 453.4C178.1 463.8 165.2 471.5 151.1 475.6L30.77 511C22.35 513.5 13.24 511.2 7.03 504.1C.8198 498.8-1.502 489.7 .976 481.2L36.37 360.9C40.53 346.8 48.16 333.9 58.57 323.5L291.7 90.34L421.7 220.3z\"><\/path><\/svg>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\n\n\n<h4 class=\"wp-block-heading has-text-align-center has-text-color has-link-color has-medium-font-size wp-elements-713f45d07c96a59860073dc28aa859d4\" style=\"color:#002657;margin-top:0;margin-bottom:var(--wp--preset--spacing--40);font-style:normal;font-weight:700\"><strong><strong><strong>Refinement<\/strong><\/strong><\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Proposals are reviewed, challenged, and revised. Humans hold final authority to accept, modify, or reject any AI-generated option.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-900f5aa5\">      \n\t\t\t<div class=\"uagb-icon-wrapper uagb-block-d4bffd6c  wp-block-uagb-icon--has-margin    \"\n\t\t\tstyle=\"\" >\n\t\t\t\t\t\t\t\t<div class='uagb-icon-margin-wrapper'>\n\t\t\t\t\t\t\t\t\t<span class=\"uagb-svg-wrapper\" \n\t\t\t\t\t aria-label=\"user-check\"\t\t\t\t\ttabindex=\"0\">\t\t\n\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox= \"0 0 640 512\" role=\"graphics-symbol\" aria-hidden=\"false\" aria-label=\"\"><path d=\"M274.7 304H173.3C77.61 304 0 381.6 0 477.3C0 496.5 15.52 512 34.66 512H413.3C432.5 512 448 496.5 448 477.3C448 381.6 370.4 304 274.7 304zM224 256c70.7 0 128-57.31 128-128S294.7 0 224 0C153.3 0 96 57.31 96 128S153.3 256 224 256zM632.3 134.4c-9.703-9-24.91-8.453-33.92 1.266l-87.05 93.75l-38.39-38.39c-9.375-9.375-24.56-9.375-33.94 0s-9.375 24.56 0 33.94l56 56C499.5 285.5 505.6 288 512 288h.4375c6.531-.125 12.72-2.891 17.16-7.672l104-112C642.6 158.6 642 143.4 632.3 134.4z\"><\/path><\/svg>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\n\n\n<h4 class=\"wp-block-heading has-text-align-center has-text-color has-link-color has-medium-font-size wp-elements-5ca5a24b2af057bdb08d90290c15ff66\" style=\"color:#002657;margin-top:0;margin-bottom:var(--wp--preset--spacing--40);font-style:normal;font-weight:700\"><strong><strong><strong><strong>Execution<\/strong><\/strong><\/strong><\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Implementation is treated as the start of ongoing, monitored governance, not the end of the planning process.<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-9d727c427b45f23b3478638a41d71771\" style=\"color:#002657;margin-top:var(--wp--preset--spacing--50);margin-bottom:0;font-style:normal;font-weight:700\">Case Study: Micromobility in Gainesville<\/h2>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-c346fdcc\">\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Share of citywide scooter rides, by area<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\">\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\"><strong>Equity zone<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<div class=\"wp-block-toolset-blocks-progress tb-progress\" data-toolset-blocks-progress=\"fdd5ed38bd1b4c1a45f36279813d7261\"><div class=\"tb-progress-data\" data-percent=\"3\"><span class=\"tb-progress__trail\"><\/span><span class=\"tb-progress__stroke tb-progress__stroke--animate\"><\/span><span class=\"tb-progress__text\">[p]%<\/span><\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\">\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\"><strong>Near campus<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<div class=\"wp-block-toolset-blocks-progress tb-progress\" data-toolset-blocks-progress=\"d645e6559c433b45a32ddfb00a8719af\"><div class=\"tb-progress-data\" data-percent=\"84\"><span class=\"tb-progress__trail\"><\/span><span class=\"tb-progress__stroke tb-progress__stroke--animate\"><\/span><span class=\"tb-progress__text\">[p]%<\/span><\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">This framework was illustrated through a case study of shared micromobility deployment in Gainesville, Florida, where a vendor met a formal equity rule (deploying scooters in lower-income &#8220;equity zones&#8221;) while still producing deeply unequal outcomes: those zones generated only about 3% of citywide rides, while roughly 84% of rides began near campus. The research reframed this as a governance problem, not simply a compliance failure, and used AI-driven analysis alongside structured community engagement to redesign the deployment approach around binding equity constraints rather than procedural compliance alone.<\/p>\n<\/div><\/div>\n\n\n\n<div id=\"why\" class=\"wp-block-uagb-container uagb-block-e362ac19 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h2 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-c3762510aee0317e8c9592bdd0e03eb4\" style=\"color:#002657;margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">Why This Matters<\/h2>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">AI can expand what planners are able to analyze, simulate, and test. But without governance, that same capability can shift meaningful decisions into systems that communities, and even decision-makers themselves, cannot easily review or challenge.<\/p>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Our research in this area works to keep that expanding capability paired with clear mechanisms for <strong>human authorization<\/strong>, <strong>transparency<\/strong>, and <strong>accountability<\/strong>.<\/p>\n<\/div><\/div>\n\n\n\n<div id=\"references\" class=\"wp-block-uagb-container uagb-block-c9f1cd84 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h2 class=\"wp-block-heading has-text-align-left has-text-color has-link-color wp-elements-51b8c49923b4ccf86609b043a99f5ea7\" style=\"color:#002657;margin-top:0;margin-bottom:0;font-style:normal;font-weight:700\">References<\/h2>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-c8ed42c1\">\n<p class=\"has-text-color has-link-color wp-elements-50699f0f54c4180bf10d4e33f1752512 wp-block-paragraph\" style=\"color:#fa4616;margin-top:0;margin-bottom:var(--wp--preset--spacing--30)\"><strong>2024<\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading has-text-color has-link-color wp-elements-ebb9d879a18c8e22dd6eee83696fb26e\" style=\"color:#001a84;margin-bottom:var(--wp--preset--spacing--30);font-size:1.15rem\"><strong>The Pathway of Urban Planning AI: From Planning Support to Plan-Making<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Peng, Z.-R., Lu, K.-F., Liu, Y., &amp; Zhai, W. (2024). <em>Journal of Planning Education and Research, 44<\/em>(4), 873\u2013885.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0\"><a href=\"https:\/\/doi.org\/10.1177\/0739456X231180568\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>doi.org\/10.1177\/0739456X231180568<\/strong><\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-9a1b761f\">\n<p class=\"has-text-color has-link-color wp-elements-0c4794d309a48299b1fc639f02894869 wp-block-paragraph\" style=\"color:#fa4616;margin-top:0;margin-bottom:var(--wp--preset--spacing--30)\"><strong>2026<\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading has-text-color has-link-color wp-elements-53e10fc883d5a6be1f9432cca6357561\" style=\"color:#001a84;margin-bottom:var(--wp--preset--spacing--30);font-size:1.15rem\"><strong>Symbiotic Planning Theory: The CORE Framework for Human\u2013AI Cocreation in Urban Planning<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Peng, Z.-R., Lu, K.-F., Liu, Y., Hou, Q., &amp; Zhang, Q. (2026). <em>Journal of the American Planning Association<\/em>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0\"><a href=\"https:\/\/doi.org\/10.1080\/01944363.2026.2640038\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>doi.org\/10.1080\/01944363.2026.2640038<\/strong><\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-88be3401\">\n<p class=\"has-text-color has-link-color wp-elements-0c4794d309a48299b1fc639f02894869 wp-block-paragraph\" style=\"color:#fa4616;margin-top:0;margin-bottom:var(--wp--preset--spacing--30)\"><strong>2026<\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading has-text-color has-link-color wp-elements-1133e61be62e273b4f7bf407aff6c883\" style=\"color:#001a84;margin-bottom:var(--wp--preset--spacing--30);font-size:1.15rem\"><strong>From Pathway to Symbiosis: Rethinking Urban Planning in the Age of AI<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:1.15rem\">Peng, Z.-R., Feng, X., &amp; Wu, Z. S. (2026). <em>Frontiers of Urban and Rural Planning, 4<\/em>, 13.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0\"><a href=\"https:\/\/doi.org\/10.1007\/s44243-026-00086-5\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>doi.org\/10.1007\/s44243-026-00086-5<\/strong><\/a><\/p>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Urban Planning AI Urban Planning AI is not one single technology. It is the use of AI agents inside the planning process itself, and our research treats it as a governance question, not just a technical one. What is Urban Planning AI? Urban Planning AI is not one single technology. It is the use of [&hellip;]<\/p>\n","protected":false},"author":211,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_uag_custom_page_level_css":"#primary {\n  margin: 0;\n}","site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"normal-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-6559","page","type-page","status-publish","hentry"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"sarawi13","author_link":"https:\/\/dcp.ufl.edu\/iadapt\/author\/sarawi13\/"},"uagb_comment_info":0,"uagb_excerpt":"Urban Planning AI Urban Planning AI is not one single technology. It is the use of AI agents inside the planning process itself, and our research treats it as a governance question, not just a technical one. What is Urban Planning AI? Urban Planning AI is not one single technology. It is the use of&hellip;","_links":{"self":[{"href":"https:\/\/dcp.ufl.edu\/iadapt\/wp-json\/wp\/v2\/pages\/6559","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dcp.ufl.edu\/iadapt\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dcp.ufl.edu\/iadapt\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dcp.ufl.edu\/iadapt\/wp-json\/wp\/v2\/users\/211"}],"replies":[{"embeddable":true,"href":"https:\/\/dcp.ufl.edu\/iadapt\/wp-json\/wp\/v2\/comments?post=6559"}],"version-history":[{"count":0,"href":"https:\/\/dcp.ufl.edu\/iadapt\/wp-json\/wp\/v2\/pages\/6559\/revisions"}],"wp:attachment":[{"href":"https:\/\/dcp.ufl.edu\/iadapt\/wp-json\/wp\/v2\/media?parent=6559"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}