{"id":22702,"date":"2025-12-17T07:26:05","date_gmt":"2025-12-17T15:26:05","guid":{"rendered":"https:\/\/unlocked.microsoft.com\/?post_type=stories&#038;p=22702"},"modified":"2026-04-17T09:34:54","modified_gmt":"2026-04-17T16:34:54","slug":"guardioes-do-seu-ambiente","status":"publish","type":"stories","link":"https:\/\/unlocked.microsoft.com\/pt-pt\/guardioes-do-seu-ambiente\/","title":{"rendered":"Guardi\u00f5es do seu ambiente"},"content":{"rendered":"\n<style>\n[data-theme=analogous-dark-red-orange] {\n    --theme-text: #fbee99;\n    --theme-text-secondary: #fbee99;\n    --theme-text-tertiary: #fbee99;\n    --theme-button: #fbee99;\n    --theme-filter: #fbee99;\n    --theme-focus: #fbee99;\n    --theme-overlay-text: #fbee99;\n    --theme-overlay-text-secondary: #fbee99;\n    --theme-overlay-button: #fbee99;\n    --theme-overlay-focus: #fbee99;\n}\n<\/style>\n\n    <div id=\"block_d2e2851d2cd3205bc7bafe6c78c53b31\" class=\"js-card js-full-width-feature fullwidth-feature fullwidth-feature--f-bottom fullwidth-feature--overlay-ultradark theme-overlay transition--media\" style=\"\">\n        <!-- Scrim -->\n                    <div class=\"fullwidth-feature__scrim\"><\/div>\n        \n        <div class=\"fullwidth-feature__wrapper js-full-width-feature-wrapper\">\n                        <div class=\"fullwidth-feature__header-wrapper transition--in-up js-full-width-feature-header\">\n\n                <!-- Heading -->\n                            <h1 class=\"fullwidth-feature__header fullwidth-feature__header__size-h2 \">\n                        Guardi\u00f5es do seu ambiente                        <\/h1>\n        \n                <!-- Eyebrow -->\n                \n                <!-- Author -->\n                \n            <\/div>\n            <div class=\"fullwidth-feature__excerpt-wrapper transition--in-up js-full-width-feature-excerpt\">\n\n                <!-- Excerpt -->\n                            <div class=\"fullwidth-feature__excerpt\">\n                                    O sistema de mapeamento do campo de refugiados de Kakuma encontra-se em constante evolu\u00e7\u00e3o gra\u00e7as \u00e0 dedica\u00e7\u00e3o dos seus residentes                                <\/div>\n        \n                <!-- CTA -->\n                \n                <!-- Download CTA -->\n                \n            <\/div>\n        <\/div>\n\n        <!-- Media -->\n        \n<div class=\"unlocked-media media-image js-media-image media--no-radius media-video--overlay-ultradark theme-overlay\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01.jpg 1200w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-256x144.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-480x270.jpg 480w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-768x432.jpg 768w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-1024x576.jpg 1024w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01.jpg\"\n                                    width=\"1200\"\n            height=\"675\"\n                        class=\"\"\n            alt=\"A bustling market scene with colorful fabric canopies overhead, motorbikes parked along the dirt pathway, and people walking and shopping among stalls selling clothes and household goods.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n\n    <\/div>\n\n\n<div\n    id=\"block_69ef21a510c60\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69ef21a5133f9\" class=\"row row--space-between column__container mobile-column-gap-4 column--layout-40-60\">\n    \n<div id=\"block-column_69ef21a51240e\" class=\"column column-vertical-align--top\">\n    \n<div\n    id=\"block_f2882e1c02d962ca67971129ec7b78e7\"\n    class=\"share-block \">\n    \n<section\n    class=\"social-share js-social-share social-share--left\"\n        aria-label=\"Share Guardi\u00f5es do seu ambiente on social media\"\n    tabindex=\"0\"\n    >\n\n    <div class=\"social-share__item social-share__btn--link-copied js-social-share-link-copied\"\n        aria-hidden=\"true\"\n    >\n        <div class=\"social-share__btn--link-copied__wrapper\">\n            <svg class=\"svg-icon\"  width=\"10\" height=\"8\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 10 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 3.52148L3.8125 6L9 1\" stroke=\"currentColor\" stroke-width=\"1.5\"\/><\/svg>            Link copiado        <\/div>\n    <\/div>\n\n    \n    \n    <div\n        id=\"9cffecf5-a96d-495a-bf59-0ff9269a3430-share-options\"\n        class=\"social-share__item social-share__btn-group js-social-share-btn-group\"\n    >\n    \n        <button\n        class=\"js-social-share-copy social-share__link social-share__link--copy\"\n        data-text=\"https:\/\/unlocked.microsoft.com\/pt-pt\/guardioes-do-seu-ambiente\/\"\n        aria-label=\"Copiar link para a \u00e1rea de transfer\u00eancia\"\n            >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a512303\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M18.5 17C18.2239 17 18 16.7761 18 16.5V4.5H8.5C8.22386 4.5 8 4.27614 8 4V3C8 2.72386 8.22386 2.5 8.5 2.5H19H19.5C19.7761 2.5 20 2.72386 20 3V3.5V16.5C20 16.7761 19.7761 17 19.5 17H18.5ZM5 19.5H14V8.5H5V19.5ZM3 21C3 21.2761 3.22386 21.5 3.5 21.5H5H14H15.5C15.7761 21.5 16 21.2761 16 21V19.5V8.5V7C16 6.72386 15.7761 6.5 15.5 6.5H14H5H3.5C3.22386 6.5 3 6.72386 3 7V8.5V19.5V21Z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a512303\">Copy Link<\/title><\/svg>    <\/button>\n\n        <a\n        href=\"https:\/\/twitter.com\/intent\/tweet?text=&#038;url=https%3A%2F%2Funlocked.microsoft.com%2Fpt-pt%2Fguardioes-do-seu-ambiente%2F\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on X (Twitter)\"\n            >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a51232d\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M14.095479,10.316482L22.286354,1h-1.940718l-7.115352,8.087682L7.551414,1H1l8.589488,12.231093L1,23h1.940717,l7.509372-8.542861L16.448587,23H23L14.095479,10.316482z M11.436522,13.338465l-0.871624-1.218704l-6.924311-9.68815h2.981339,l5.58978,7.82155l0.867949,1.218704l7.26506,10.166271h-2.981339L11.436522,13.338465z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a51232d\">X<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.facebook.com\/sharer.php?t=&#038;u=https%3A%2F%2Funlocked.microsoft.com%2Fpt-pt%2Fguardioes-do-seu-ambiente%2F\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on Facebook\"\n            >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a512344\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M16.5782 9.43753H13.6116V7.49182C13.6116 6.76112 14.0959 6.59076 14.437 6.59076C14.7773 6.59076 16.5305 6.59076 16.5305 6.59076V3.37844L13.6473 3.36719C10.4466 3.36719 9.71821 5.76304 9.71821 7.29624V9.43753H7.86719V12.7476H9.71821C9.71821 16.9957 9.71821 22.1141 9.71821 22.1141H13.6116C13.6116 22.1141 13.6116 16.9452 13.6116 12.7476H16.2387L16.5782 9.43753Z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a512344\">Facebook<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Funlocked.microsoft.com%2Fpt-pt%2Fguardioes-do-seu-ambiente%2F\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on LinkedIn\"\n            >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a512357\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M7.35547 9.06274H3.41797V22.0002H7.35547V9.06274Z\" fill=\"currentColor\"\/><path d=\"M16.9197 9.06274C14.668 9.06274 14.0436 9.80074 13.543 10.7502V9.06274H9.60547V22.0002H13.543V14.6877C13.543 13.5627 13.543 12.4377 15.5117 12.4377C17.4805 12.4377 17.4805 13.5627 17.4805 14.6877V22.0002H21.418V14.6877C21.418 11.3127 20.8555 9.06274 16.9197 9.06274Z\" fill=\"currentColor\"\/><path d=\"M5.38672 7.9375C6.47403 7.9375 7.35547 7.05606 7.35547 5.96875C7.35547 4.88144 6.47403 4 5.38672 4C4.29941 4 3.41797 4.88144 3.41797 5.96875C3.41797 7.05606 4.29941 7.9375 5.38672 7.9375Z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a512357\">LinkedIn<\/title><\/svg>    <\/a>\n\n        \n    <\/div>\n\n    \n    <div\n        class=\"sr-text js-social-status\"\n        role=\"status\"\n    ><\/div>\n<\/section>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69ef21a513254\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69ef21a512953\"\n    class=\"rich-text transition--in-up \">\n    <p>Na extens\u00e3o \u00e1rida do noroeste do Qu\u00e9nia, o campo de refugiados de Kakuma transformou-se numa comunidade extensa, com mais de 300 mil pessoas deslocadas provenientes de mais de 20 pa\u00edses. Criado originalmente em 1992 para dar abrigo a jovens que fugiam da guerra no Sud\u00e3o, o campo \u00e9 hoje o maior de \u00c1frica, abrangendo cerca de 15 milhas quadradas (40 km), com residentes oriundos do Sud\u00e3o do Sul, da Som\u00e1lia e de outros pa\u00edses vizinhos.<\/p>\n<p>Durante anos, os mapas do campo de refugiados estavam gravemente desatualizados, dificultando a presta\u00e7\u00e3o de ajuda, o planeamento de infraestruturas e a resposta a emerg\u00eancias. A disposi\u00e7\u00e3o irregular do campo e a diversidade de tipos de abrigo tornavam os m\u00e9todos tradicionais de mapeamento particularmente dif\u00edceis. No entanto, este desafio deu origem a uma colabora\u00e7\u00e3o not\u00e1vel que redefiniu o que a tecnologia humanit\u00e1ria pode alcan\u00e7ar.<\/p>\n<blockquote>\n<h6 class=\"--h6\">&#8220;Acredito que a colabora\u00e7\u00e3o foi fundamental, porque cada pessoa trouxe algo \u00fanico para o projeto&#8221;, afirma a Dra. Simone Fobi Nsutezo, Cientista de Investiga\u00e7\u00e3o Aplicada do Microsoft AI for Good Lab.<\/h6>\n<\/blockquote>\n<p>No centro da colabora\u00e7\u00e3o para atualizar o sistema de mapeamento do campo de refugiados de Kakuma esteve um conjunto de tr\u00eas pilares de inova\u00e7\u00e3o. Cada parceiro contribuiu com compet\u00eancias \u00fanicas e, em conjunto, geraram um impacto real. O Hive do ACNUR \u2014 o laborat\u00f3rio de inova\u00e7\u00e3o da Ag\u00eancia da ONU para os Refugiados \u2014 identificou os desafios enfrentados pelo campo, enquanto a Equipa Humanit\u00e1ria do OpenStreetMap (HOT) assegurou a recolha essencial de dados no terreno e uma integra\u00e7\u00e3o vital com a comunidade.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69ef21a514323\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_26ddc64dd1d9709bb444765cf99f0f6b\" class=\"video-player\">\n    <div id=\"videoplayer-1\" class=\"video-player__wrapper js-video-player theme-overlay  has-overlay-image\" aria-label=\"Ver &quot;Mapear uma comunidade com IA&quot;\">\n        <div\n            id=\"video-player-overlay-a673cd4b-3ed2-4903-84e4-95f349c82e40\"\n            class=\"video-player__overlay js-video-player-overlay\"\n            data-label-video-title=\"\"Mapear uma comunidade com IA\"\"\n            data-label-desktop=\"Aerial view of a sprawling refugee camp with rows of small, makeshift shelters and buildings, separated by a dirt road, under a partly cloudy sky in a dry, arid landscape.\"\n            data-label-mobile=\"\">\n            <div class=\"video-player__overlay__container transition--player-overlay video-player__overlay__container--overlay-ultradark\">\n                \n<div class=\"unlocked-media media-image js-media-image\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Video-01.jpg 1200w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Video-01-256x144.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Video-01-480x270.jpg 480w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Video-01-768x432.jpg 768w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Video-01-1024x576.jpg 1024w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Video-01.jpg\"\n                                    width=\"1200\"\n            height=\"675\"\n                        class=\"\"\n            alt=\"Aerial view of a sprawling refugee camp with rows of small, makeshift shelters and buildings, separated by a dirt road, under a partly cloudy sky in a dry, arid landscape.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n            <\/div>\n            <div class=\"video-player__overlay__info-container js-video-player-info-container\">\n                <span class=\"js-video-player__overlay__media-button\">\n                \n<button class=\"unlocked-button unlocked-button--circle \" aria-label=\"Play video, \"Mapear uma comunidade com IA\"\">\n    <span class=\"unlocked-button__icon \"><svg class=\"svg-icon\" width=\"20\" height=\"20\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 20 20\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" transform=\"translate(3,0)\" d=\"M16.5 9.13397C17.1667 9.51887 17.1667 10.4811 16.5 10.866L1.5 19.5263C0.833331 19.9112 -9.36737e-07 19.4301 -9.03088e-07 18.6603L-1.45985e-07 1.33974C-1.12336e-07 0.569945 0.833334 0.0888199 1.5 0.47372L16.5 9.13397Z\" fill=\"currentColor\"\/><\/svg><\/span>\n    <span class=\" unlocked-button__pause-icon -hide\"><svg class=\"svg-icon\" width=\"12\" height=\"18\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 12 18\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M0.5625 0C0.25184 0 0 0.25184 0 0.5625V17.4375C0 17.7482 0.25184 18 0.5625 18H2.4375C2.74816 18 3 17.7482 3 17.4375V0.5625C3 0.25184 2.74816 0 2.4375 0H0.5625ZM9.5625 0C9.25184 0 9 0.25184 9 0.5625V17.4375C9 17.7482 9.25184 18 9.5625 18H11.4375C11.7482 18 12 17.7482 12 17.4375V0.5625C12 0.25184 11.7482 0 11.4375 0H9.5625Z\" fill=\"currentColor\"\/><\/svg><\/span>\n<\/button>\n                <\/span>\n                                <span\n                    class=\"video-player__overlay__media-title\"\n                    aria-hidden=\"true\">Ver &quot;Mapear uma comunidade com IA&quot;                <\/span>\n                                            <\/div>\n        <\/div>\n        <div>\n            <iframe loading=\"lazy\"\n                id=\"a673cd4b-3ed2-4903-84e4-95f349c82e40\"\n                class=\"video-player__iframe js-video-player-iframe\"\n                aria-hidden=\"true\"\n                title=\"YouTube video, &quot;Mapear uma comunidade com IA&quot;\"\n                width=\"100%\"\n                height=\"100%\"\n                src=\"https:\/\/www.youtube-nocookie.com\/embed\/OoknoQoB5dw?playsinline=1&#038;modestbranding=1&#038;rel=0&#038;enablejsapi=1&#038;widget_referrer=https:\/\/unlocked.microsoft.com\/pt-pt\/guardioes-do-seu-ambiente\/&#038;origin=https:\/\/unlocked.microsoft.com\/pt-pt\/&#038;cc_load_policy=1&#038;cc_lang_pref=pt-pt\"\n                frameborder=\"0\"\n                data-videoid=\"OoknoQoB5dw\"\n                tabindex=\"-1\"\n                allowfullscreen\n                allow=\"fullscreen;\"><\/iframe>\n        <\/div>\n    <\/div>\n            <div class=\"video-player__links\">\n        \n<section\n    class=\"social-share js-social-share social-share--left social-share-overlay\"\n    >\n\n    <div class=\"social-share__item social-share__btn--link-copied js-social-share-link-copied\"\n        aria-hidden=\"true\"\n    >\n        <div class=\"social-share__btn--link-copied__wrapper\">\n            <svg class=\"svg-icon\"  width=\"10\" height=\"8\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 10 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 3.52148L3.8125 6L9 1\" stroke=\"currentColor\" stroke-width=\"1.5\"\/><\/svg>            Link copiado        <\/div>\n    <\/div>\n\n        <button\n        class=\"social-share__item social-share-overlay__btn--expand js-social-share-expand\"\n        aria-hidden=\"false\"\n        aria-expanded=\"false\"\n        aria-label=\"Social sharing options\"\n        aria-controls=\"7c998425-408b-4d20-82e3-80e2ce9fb8b8-share-options\"\n    >\n        Partilhar <svg class=\"svg-icon\" width=\"16\" height=\"20\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a558c5c\" role=\"img\" focusable=\"false\" viewBox=\"0 0 16 20\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M8.67267 1.26045L8.33634 0.954686C8.14563 0.781313 7.85437 0.781313 7.66366 0.954687L7.32733 1.26045L0.697297 7.28775C0.492968 7.4735 0.47791 7.78972 0.663664 7.99405L1.33634 8.73399C1.52209 8.93832 1.83831 8.95338 2.04264 8.76763L7 4.26094V15.5004C7 15.7765 7.22386 16.0004 7.5 16.0004H8.5C8.77614 16.0004 9 15.7765 9 15.5004V4.26094L13.9574 8.76763C14.1617 8.95338 14.4779 8.93832 14.6637 8.73399L15.3363 7.99405C15.5221 7.78972 15.507 7.4735 15.3027 7.28775L8.67267 1.26045ZM0.5 14.0002C0.223858 14.0002 0 14.224 0 14.5002V19.0002V19.5002C0 19.7763 0.223858 20.0002 0.5 20.0002H1H15H15.5C15.7761 20.0002 16 19.7763 16 19.5002V19.0002V14.5002C16 14.224 15.7761 14.0002 15.5 14.0002H14.5C14.2239 14.0002 14 14.224 14 14.5002V18.0002H2V14.5002C2 14.224 1.77614 14.0002 1.5 14.0002H0.5Z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a558c5c\">Share<\/title><\/svg>    <\/button>\n    \n        <div class=\"social-share__item social-share-overlay__scrim js-social-share-scrim\">\n    \n    <div\n        id=\"7c998425-408b-4d20-82e3-80e2ce9fb8b8-share-options\"\n        class=\"social-share__item social-share__btn-group js-social-share-btn-group\"\n    >\n    \n        <button\n        class=\"js-social-share-copy social-share__link social-share__link--copy\"\n        data-text=\"https:\/\/unlocked.microsoft.com\/pt-pt\/wp-json\/wp\/v2\/stories\/22702\/#block_26ddc64dd1d9709bb444765cf99f0f6b\"\n        aria-label=\"Copiar link para a \u00e1rea de transfer\u00eancia\"\n        tabindex=\"-1\"    >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a558bd2\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M18.5 17C18.2239 17 18 16.7761 18 16.5V4.5H8.5C8.22386 4.5 8 4.27614 8 4V3C8 2.72386 8.22386 2.5 8.5 2.5H19H19.5C19.7761 2.5 20 2.72386 20 3V3.5V16.5C20 16.7761 19.7761 17 19.5 17H18.5ZM5 19.5H14V8.5H5V19.5ZM3 21C3 21.2761 3.22386 21.5 3.5 21.5H5H14H15.5C15.7761 21.5 16 21.2761 16 21V19.5V8.5V7C16 6.72386 15.7761 6.5 15.5 6.5H14H5H3.5C3.22386 6.5 3 6.72386 3 7V8.5V19.5V21Z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a558bd2\">Copy Link<\/title><\/svg>    <\/button>\n\n        <a\n        href=\"https:\/\/twitter.com\/intent\/tweet?text=&#038;url=https%3A%2F%2Funlocked.microsoft.com%2Fpt-pt%2Fwp-json%2Fwp%2Fv2%2Fstories%2F22702%2F%23block_26ddc64dd1d9709bb444765cf99f0f6b\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on X (Twitter)\"\n        tabindex=\"-1\"    >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a558bfc\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M14.095479,10.316482L22.286354,1h-1.940718l-7.115352,8.087682L7.551414,1H1l8.589488,12.231093L1,23h1.940717,l7.509372-8.542861L16.448587,23H23L14.095479,10.316482z M11.436522,13.338465l-0.871624-1.218704l-6.924311-9.68815h2.981339,l5.58978,7.82155l0.867949,1.218704l7.26506,10.166271h-2.981339L11.436522,13.338465z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a558bfc\">X<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.facebook.com\/sharer.php?t=&#038;u=https%3A%2F%2Funlocked.microsoft.com%2Fpt-pt%2Fwp-json%2Fwp%2Fv2%2Fstories%2F22702%2F%23block_26ddc64dd1d9709bb444765cf99f0f6b\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on Facebook\"\n        tabindex=\"-1\"    >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a558c17\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M16.5782 9.43753H13.6116V7.49182C13.6116 6.76112 14.0959 6.59076 14.437 6.59076C14.7773 6.59076 16.5305 6.59076 16.5305 6.59076V3.37844L13.6473 3.36719C10.4466 3.36719 9.71821 5.76304 9.71821 7.29624V9.43753H7.86719V12.7476H9.71821C9.71821 16.9957 9.71821 22.1141 9.71821 22.1141H13.6116C13.6116 22.1141 13.6116 16.9452 13.6116 12.7476H16.2387L16.5782 9.43753Z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a558c17\">Facebook<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Funlocked.microsoft.com%2Fpt-pt%2Fwp-json%2Fwp%2Fv2%2Fstories%2F22702%2F%23block_26ddc64dd1d9709bb444765cf99f0f6b\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on LinkedIn\"\n        tabindex=\"-1\"    >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a558c2f\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M7.35547 9.06274H3.41797V22.0002H7.35547V9.06274Z\" fill=\"currentColor\"\/><path d=\"M16.9197 9.06274C14.668 9.06274 14.0436 9.80074 13.543 10.7502V9.06274H9.60547V22.0002H13.543V14.6877C13.543 13.5627 13.543 12.4377 15.5117 12.4377C17.4805 12.4377 17.4805 13.5627 17.4805 14.6877V22.0002H21.418V14.6877C21.418 11.3127 20.8555 9.06274 16.9197 9.06274Z\" fill=\"currentColor\"\/><path d=\"M5.38672 7.9375C6.47403 7.9375 7.35547 7.05606 7.35547 5.96875C7.35547 4.88144 6.47403 4 5.38672 4C4.29941 4 3.41797 4.88144 3.41797 5.96875C3.41797 7.05606 4.29941 7.9375 5.38672 7.9375Z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a558c2f\">LinkedIn<\/title><\/svg>    <\/a>\n\n        \n    <\/div>\n\n        <\/div>\n    \n    <div\n        class=\"sr-text js-social-status\"\n        role=\"status\"\n    ><\/div>\n<\/section>\n\n\n                    <a\n                class=\"video-player__links--audio\"\n                href=\"https:\/\/www.youtube.com\/watch?v=OoknoQoB5dw\"\n                target=\"_blank\"\n                aria-label=\"Ver v\u00eddeo com audiodescri\u00e7\u00e3o no YouTube\">Audiodescri\u00e7\u00e3o <svg width=\"37\" height=\"14\" viewBox=\"0 0 37 14\" aria-hidden=\"true\" aria-labelledby=\"icon-69ef21a558c7e\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M25.3413 13.1965C25.6802 12.9384 26.0515 12.6924 26.3757 12.4016C27.4499 11.4381 28.0853 10.2503 28.3975 8.90801C28.6342 7.89056 28.668 6.86263 28.5311 5.83264C28.3333 4.34381 27.76 3.00001 26.6611 1.87258C26.4641 1.67052 26.249 1.481 26.0243 1.30477C25.8004 1.12931 25.5544 0.978154 25.3125 0.812416C25.3366 0.808835 25.364 0.801162 25.3915 0.801162C25.8717 0.800395 26.3521 0.796558 26.832 0.804487C26.9174 0.805766 27.0102 0.843875 27.085 0.886844C27.7647 1.27638 28.3227 1.78664 28.7913 2.38156C29.5962 3.4031 30.0387 4.5538 30.2047 5.80067C30.3737 7.07133 30.3025 8.32741 29.8949 9.55587C29.4247 10.9736 28.5799 12.1529 27.2554 13.0195C27.0653 13.1438 26.8739 13.2172 26.6309 13.2062C26.2346 13.1883 25.837 13.2016 25.4397 13.2011C25.3965 13.2013 25.3532 13.1973 25.3413 13.1965Z\" fill=\"currentColor\"\/><path d=\"M15.1878 0.796099C15.2529 0.796099 15.303 0.796099 15.3532 0.796099C16.7843 0.796099 18.2157 0.787148 19.6469 0.798402C21.2321 0.810935 22.6546 1.26006 23.8666 2.21843C24.7773 2.93867 25.3476 3.8597 25.6562 4.92139C25.9084 5.78845 25.9788 6.67239 25.9145 7.56758C25.8491 8.47786 25.6321 9.35054 25.1747 10.1639C24.5174 11.3328 23.5122 12.1566 22.214 12.6835C21.3412 13.038 20.4285 13.2065 19.4723 13.1994C18.1013 13.1891 16.73 13.1968 15.3587 13.1968C15.3044 13.1968 15.2504 13.1968 15.1875 13.1968C15.1878 9.06025 15.1878 4.937 15.1878 0.796099ZM18.5469 10.0951C18.8802 10.0951 19.2066 10.1015 19.533 10.0938C20.5939 10.069 21.4496 9.65644 22.0262 8.84259C22.6876 7.90878 22.738 6.87445 22.3709 5.83781C22.0065 4.80937 21.1656 4.23108 20.0608 3.95638C19.9029 3.91699 19.7336 3.90523 19.5693 3.90113C19.2299 3.89295 18.8902 3.89858 18.5471 3.89858C18.5469 5.97158 18.5469 8.02745 18.5469 10.0951Z\" fill=\"currentColor\"\/><path d=\"M13.4869 0.809478C13.4869 4.93759 13.4869 9.05904 13.4869 13.191C12.375 13.191 11.265 13.191 10.1414 13.191C10.1414 12.6874 10.1414 12.1822 10.1414 11.6623C10.0804 11.6589 10.0322 11.6543 9.98373 11.6541C8.62603 11.6536 7.26804 11.6543 5.91034 11.6523C5.82029 11.652 5.76044 11.6715 5.70447 11.7449C5.3534 12.204 4.99652 12.6595 4.63687 13.113C4.60445 13.1539 4.53795 13.1971 4.48724 13.1971C3.13868 13.2015 1.79012 13.2005 0.441554 13.1999C0.428254 13.1999 0.414954 13.1961 0.382812 13.1912C0.530498 12.9989 0.672087 12.813 0.815061 12.628C2.54267 10.3975 4.27056 8.16692 5.99817 5.93636C7.30212 4.25289 8.60524 2.56891 9.91224 0.887489C9.94577 0.844264 10.0203 0.803595 10.076 0.80334C11.1752 0.79848 12.2744 0.799503 13.3736 0.800015C13.4101 0.800782 13.4459 0.806153 13.4869 0.809478ZM10.1267 8.84011C10.1267 7.76741 10.1267 6.70623 10.1267 5.60719C9.33203 6.69983 8.55897 7.76255 7.77538 8.84011C8.57283 8.84011 9.34256 8.84011 10.1267 8.84011Z\" fill=\"currentColor\"\/><path d=\"M32.0086 0.799086C32.0792 0.799086 32.1241 0.799086 32.169 0.799086C32.5478 0.799086 32.9271 0.813153 33.3048 0.794226C33.5708 0.780926 33.7836 0.856633 33.9947 0.995004C35.0991 1.72011 35.8708 2.68206 36.3779 3.83199C36.8655 4.9387 37.0315 6.09606 36.9977 7.28385C36.9695 8.28416 36.7852 9.25634 36.3712 10.1838C35.8329 11.3902 35.0132 12.3918 33.816 13.1108C33.7118 13.1734 33.6065 13.2036 33.4801 13.2021C33.0415 13.1962 32.6029 13.1998 32.1643 13.1998C32.1202 13.1998 32.0762 13.1998 31.9961 13.1998C32.1806 13.0816 32.3375 12.9885 32.486 12.8849C33.4123 12.2396 34.0906 11.4125 34.571 10.4428C34.9404 9.69754 35.1643 8.91335 35.2565 8.09975C35.456 6.33827 35.2393 4.63946 34.2998 3.06341C33.7545 2.14852 33.0194 1.38966 32.0471 0.839754C32.0396 0.835917 32.0352 0.827732 32.0086 0.799086Z\" fill=\"currentColor\"\/><path d=\"M28.6602 13.2007C28.9184 13.0224 29.1672 12.8692 29.3936 12.6917C30.4986 11.8247 31.2113 10.7249 31.6103 9.44678C31.9755 8.2769 32.0442 7.08476 31.8954 5.87855C31.7718 4.87875 31.4701 3.93011 30.935 3.05001C30.393 2.15865 29.6782 1.4136 28.735 0.86574C28.7158 0.854486 28.6973 0.84221 28.6787 0.829933C28.6759 0.827887 28.6757 0.822515 28.6704 0.808192C28.7128 0.805379 28.7521 0.800519 28.7918 0.800519C29.2534 0.800008 29.7153 0.797707 30.1769 0.802822C30.2506 0.803589 30.3335 0.823538 30.3961 0.85909C31.2761 1.35656 31.9547 2.03767 32.4869 2.84641C33.1276 3.81961 33.472 4.88336 33.5908 6.01206C33.7208 7.24564 33.6335 8.46182 33.2243 9.6491C32.8319 10.7875 32.1822 11.7786 31.2138 12.5782C30.9641 12.7843 30.6806 12.9559 30.4094 13.1393C30.3634 13.1705 30.3008 13.1976 30.2456 13.1979C29.7244 13.2025 29.203 13.2007 28.6602 13.2007Z\" fill=\"currentColor\"\/><title id=\"icon-69ef21a558c7e\">Audio Described<\/title><\/svg><\/a>\n            <\/div>\n    <\/div>\n\n\n<div\n    id=\"block_69ef21a558e13\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69ef21a55991b\" class=\"row row--space-between column__container mobile-column-gap-4 column--layout-40-60\">\n    \n<div id=\"block-column_69ef21a5592c3\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69ef21a559187\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69ef21a5597a0\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69ef21a5594bf\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Amplificar o impacto atrav\u00e9s da colabora\u00e7\u00e3o da comunidade<\/h4>\n<p>As for\u00e7as orientadoras foram o desejo de realizar um trabalho verdadeiramente relevante, a paix\u00e3o pela dete\u00e7\u00e3o remota e por imagens de sat\u00e9lite, e o objetivo de responder \u00e0s necessidades das pessoas refugiadas. O mapeamento manual, embora valioso, era lento e exigia muita m\u00e3o de obra, mas a equipa do Microsoft AI for Good Lab identificou uma oportunidade para que a IA e a aprendizagem autom\u00e1tica ajudassem a fornecer aos mapeadores humanos as ferramentas de que necessitavam.<\/p>\n<p class=\"unformatted\">&#8220;Depois de treinar um modelo com uma pequena quantidade de dados, \u00e9 muito r\u00e1pido obter previs\u00f5es para novas \u00e1reas. Dispomos de c\u00f3digo open source para mapear pain\u00e9is solares, edif\u00edcios, tipos de telhados e infraestruturas de saneamento, e qualquer pessoa pode utiliz\u00e1-lo de forma independente&#8221;, afirma a Dra. Amrita Gupta, Cientista de Investiga\u00e7\u00e3o Aplicada do Microsoft AI for Good Research Lab.<\/p>\n<p><span data-contrast=\"none\">Para compreender melhor as condi\u00e7\u00f5es no terreno, a equipa de mapeamento da HOT documentou indicadores vis\u00edveis de acesso \u00e0 eletricidade, como pain\u00e9is solares e linhas el\u00e9tricas, existentes no campo. Embora a maior parte da eletricidade seja gerada localmente em edif\u00edcios individuais, esta informa\u00e7\u00e3o ajudou a criar uma vis\u00e3o mais clara de onde os servi\u00e7os essenciais poderiam operar de forma realista e a destacar lacunas no panorama mais amplo das infraestruturas.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">O objetivo era ajudar o campo a ser percecionado menos como um abrigo tempor\u00e1rio e mais como um assentamento permanente. <\/span><span data-contrast=\"auto\">O mapeamento foi o primeiro passo para garantir <\/span><span data-contrast=\"none\">que o projeto permanecia ancorado nas necessidades humanit\u00e1rias. <\/span><span data-contrast=\"none\">O compromisso do projeto com o acesso aberto significou que todos os dados e imagens gerados estariam livremente dispon\u00edveis. Isto ampliou o alcance para al\u00e9m de Kakuma, promovendo a inclus\u00e3o das pessoas refugiadas.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69ef21a559b89\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<section\n    id=\"block_b09b609a8b853c7232cf282f71e6105b\"\n    class=\"card-crosslink js-card-crosslink card-crosslink--3-up card-crosslink--mobile-layout-vertical \"\n    aria-labelledby=\"\">\n    <h2 class=\"sr-text\">More stories<\/h2>\n\n    \n    <ul class=\"card-crosslink__wrapper\">\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 100ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-2\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">A HOT trabalhou com residentes que assumiram o funcionamento do processo de mapeamento.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"Two people stand outdoors looking at a tablet. The person on the left has long braids and wears a white shirt; the person on the right wears glasses, a cap, and a beige vest. A green electronic shop sign is visible behind them.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 200ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-3\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">Os modelos foram treinados para identificar elementos como pain\u00e9is solares.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"Solar panels installed on a slanted, red corrugated metal roof under a partly cloudy sky.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 300ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-4\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">Residentes e especialistas em IA colaboraram para definir as estruturas \u00fanicas de Kakuma.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"A computer screen displays a detailed digital map with various shops and landmarks labeled along Jomo Kenyatta Avenue, including icons for fashion, services, and points of interest.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n        <\/ul>\n<\/section>\n\n<div\n    id=\"block_69ef21a5dd974\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n<div\n    id=\"block_69ef21a5ddc7a\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69ef21a5e007e\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69ef21a5df897\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69ef21a5ddfcd\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div id=\"block_9497bbc19125812d1566a4c5ff366569\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__left pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">\u00c9 toda a comunidade. Ningu\u00e9m foi esquecido.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Akso Kaposho Mupenzi<\/div>\n                                                    <div class=\"attribution-description\">Contribuidor de mapeamento e refugiado<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69ef21a5dfed4\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69ef21a5dfa8a\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69ef21a5dfc1f\"\n    class=\"rich-text transition--in-up \">\n    <p>Ao operar no terreno, no Qu\u00e9nia, a equipa da HOT trouxe uma dimens\u00e3o humana ao projeto. A recolha de dados foi inteiramente conduzida por pessoas locais, desde a apresenta\u00e7\u00e3o do projeto at\u00e9 \u00e0 opera\u00e7\u00e3o de drones, e pessoas refugiadas no campo ajudaram a identificar manualmente elementos da \u00e1rea. As equipas da HOT utilizaram drones para captar imagens a\u00e9reas de alta resolu\u00e7\u00e3o e realizar valida\u00e7\u00f5es no terreno com mapeadores refugiados. Mais importante, formaram e capacitaram membros do campo de refugiados, transformando a recolha de dados num verdadeiro exerc\u00edcio de contribui\u00e7\u00e3o comunit\u00e1ria.<\/p>\n<p>Os refugiados tornaram-se mapeadores, int\u00e9rpretes e guardi\u00f5es do seu pr\u00f3prio espa\u00e7o, criando dados de refer\u00eancia no terreno. O seu conhecimento local acrescentou detalhe e precis\u00e3o, conferindo-lhes a apropria\u00e7\u00e3o do processo. A equipa da HOT procedeu \u00e0 etiquetagem manual de 10 milhas quadradas (16 km\u00b2) de imagens, criando um conjunto de dados de treino robusto para o desenvolvimento de IA, que pode ser mantido atualizado \u00e0 medida que o campo evolui.<\/p>\n<p class=\"unformatted\">&#8220;A IA foi utilizada principalmente para correspond\u00eancia de padr\u00f5es e poupan\u00e7a de tempo. Ajudou-nos a identificar sinais nos dados que seriam dif\u00edceis de detetar manualmente&#8221;, afirma a Dra. Gupta.<\/p>\n<p>Com base nas imagens detalhadas, etiquetadas pela comunidade, recolhidas no campo de refugiados, o Microsoft AI for Good Lab desenvolveu modelos avan\u00e7ados de aprendizagem autom\u00e1tica recorrendo a servi\u00e7os de cloud do Azure. Estes modelos foram treinados para identificarem com precis\u00e3o uma vasta gama de elementos \u2014 edif\u00edcios, blocos de saneamento, pain\u00e9is solares em candeeiros de ilumina\u00e7\u00e3o p\u00fablica e em telhados, e tamb\u00e9m, componentes da rede el\u00e9trica, como postes e linhas \u2014 refletindo a diversidade e a irregularidade da paisagem do campo.<\/p>\n<p>Ao conjugar a especializa\u00e7\u00e3o local com a IA, a equipa conseguiu ultrapassar os desafios colocados pelas estruturas \u00fanicas do campo de refugiados, permitindo uma an\u00e1lise r\u00e1pida e o reconhecimento de padr\u00f5es que seriam dif\u00edceis de alcan\u00e7ar manualmente. Todos os modelos e conjuntos de dados foram disponibilizados como open source no GitHub, capacitando programadores, investigadores e organiza\u00e7\u00f5es humanit\u00e1rias em todo o mundo para desenvolver este trabalho e adapt\u00e1-lo a outras comunidades em situa\u00e7\u00e3o de necessidade.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69ef21a5e0316\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69ef21a5e0e4b\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69ef21a5e078e\" class=\"column column--empty\">\n    \n\n<div\n    id=\"block_69ef21a5e0665\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69ef21a5e0d23\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69ef21a5e097c\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69ef21a5e0afc\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Um testemunho de possibilidades<\/h4>\n<p>Este projeto de mapeamento open source demonstra de que forma a colabora\u00e7\u00e3o pode ajudar a estabelecer uma base s\u00f3lida para o desenvolvimento sustent\u00e1vel. \u00c0 medida que os limites administrativos do munic\u00edpio de Kakuma evolu\u00edram, os dados espaciais precisos tornaram-se essenciais para o planeamento a longo prazo e para a presta\u00e7\u00e3o de servi\u00e7os em toda a cidade e nos assentamentos circundantes, assegurando que quaisquer decis\u00f5es futuras de anexa\u00e7\u00e3o ou integra\u00e7\u00e3o assentam na realidade.<\/p>\n<p>O GitHub \u00e9 o ponto de partida do pr\u00f3ximo cap\u00edtulo deste projeto, ligando programadores, tecn\u00f3logos c\u00edvicos e cientistas de dados a desafios humanit\u00e1rios do mundo real. Tudo o que foi aprendido passou a integrar uma base de conhecimento global dedicada ao apoio a pessoas refugiadas. Ao partilhar este c\u00f3digo de forma aberta, qualquer pessoa, em qualquer lugar, pode desenvolver o trabalho existente, melhor\u00e1-lo e utiliz\u00e1-lo para gerar impacto positivo. A hist\u00f3ria do campo de refugiados de Kakuma \u00e9 prova do que \u00e9 poss\u00edvel quando a vis\u00e3o humanit\u00e1ria se cruza com a inova\u00e7\u00e3o.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69ef21a5e10dc\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_04cf38e29202b30439774e9d0613df81\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__center pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">Ningu\u00e9m conhece melhor uma comunidade do que as pessoas que nela vivem. A IA n\u00e3o as substituiu, mas ampliou as suas capacidades.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Juan M. Lavista Ferres<\/div>\n                                                    <div class=\"attribution-description\">Diretor de Laborat\u00f3rio do AI for Good Lab, Microsoft<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n<div\n    id=\"block_69ef21a5e19a0\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n    <div id=\"block_28559b180f6e099bed948bc0ffc2d0d3\" class=\"js-card js-full-width-feature fullwidth-feature fullwidth-feature--f-bottom fullwidth-feature--overlay-none theme-overlay transition--media\" style=\"\">\n        <!-- Scrim -->\n        \n        <div class=\"fullwidth-feature__wrapper js-full-width-feature-wrapper\">\n                        <div class=\"fullwidth-feature__header-wrapper transition--in-up js-full-width-feature-header\">\n\n                <!-- Heading -->\n                \n                <!-- Eyebrow -->\n                \n                <!-- Author -->\n                \n            <\/div>\n            <div class=\"fullwidth-feature__excerpt-wrapper transition--in-up js-full-width-feature-excerpt\">\n\n                <!-- Excerpt -->\n                \n                <!-- CTA -->\n                \n                <!-- Download CTA -->\n                \n            <\/div>\n        <\/div>\n\n        <!-- Media -->\n        \n<div class=\"unlocked-media media-video js-media-video media--no-radius\">\n            <div\n            class=\"media-video__wrapper\"\n                        role=\"presentation\"\n                    >\n\n                    <video\n                id=\"video-5\"\n                class=\"\"\n                loop                preload=\"auto\"\n                muted                playsinline\n                data-controlledby=\"group-6\">\n                                <source\n                    src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Animated-01.mp4#t=0\"\n                    data-media=\"desktop\"\n                    type=\"video\/mp4\">\n                                Your browser does not support the video tag.\n            <\/video>\n                                <\/div>\n        \n<button\n    class=\"unlocked-button unlocked-button--high-contrast-vfi unlocked-button--circle unlocked-button--circle-small js-media-button\"\n    aria-controls=\"video-5\"        aria-pressed=\"true\"\n    data-controlgroup=\"group-6\"\n    data-loops=\"true\"\n    data-replay-only=\"false\"\n    data-state=\"pause\"\n    data-autoplay=\"true\"\n        data-desc=\"decorative hero animation\">\n    <span\n        aria-hidden=\"true\"\n        class=\"unlocked-button__icon unlocked-button__icon-play\">\n        <svg class=\"svg-icon svg-icon--lg\" width=\"13\" height=\"16\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 13 16\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12.5 7.36474C13.1667 7.74964 13.1667 8.71189 12.5 9.09679L1.65385 15.3588C0.98718 15.7437 0.153846 15.2626 0.153846 14.4928L0.153847 1.96874C0.153847 1.19894 0.98718 0.717813 1.65385 1.10271L12.5 7.36474Z\" fill=\"currentColor\"\/><\/svg>        <svg class=\"svg-icon svg-icon--sm\" width=\"12\" height=\"10\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 12 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M10.1924 4.22983C10.859 4.61473 10.859 5.57698 10.1924 5.96188L3.50008 9.82569C2.83341 10.2106 2.00008 9.72946 2.00008 8.95966L2.00008 1.23205C2.00008 0.46225 2.83341 -0.0188751 3.50008 0.366025L10.1924 4.22983Z\" fill=\"currentColor\"\/><\/svg>    <\/span>\n    <span\n        aria-hidden=\"true\"\n        class=\"unlocked-button__icon unlocked-button__icon-pause\">\n        <svg class=\"svg-icon svg-icon--lg\" width=\"10\" height=\"16\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 10 16\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0.5 3.93403e-07C0.223858 4.05473e-07 -1.20706e-08 0.223858 0 0.5L6.5567e-07 15.5C6.67741e-07 15.7761 0.223858 16 0.500001 16H1.5C1.77614 16 2 15.7761 2 15.5L2 0.5C2 0.223858 1.77614 3.37621e-07 1.5 3.49691e-07L0.5 3.93403e-07Z\" fill=\"currentColor\"\/><path d=\"M8.5 4.37115e-08C8.22386 5.5782e-08 8 0.223858 8 0.5L8 15.5C8 15.7761 8.22386 16 8.5 16H9.5C9.77614 16 10 15.7761 10 15.5L10 0.5C10 0.223858 9.77614 -1.20705e-08 9.5 0L8.5 4.37115e-08Z\" fill=\"currentColor\"\/><\/svg>        <svg class=\"svg-icon svg-icon--sm\" width=\"8\" height=\"12\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 8 12\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0.85 0.400025C0.6567 0.400025 0.5 0.556725 0.5 0.750025L0.5 11.25C0.5 11.4433 0.656701 11.6 0.85 11.6H1.55C1.7433 11.6 1.9 11.4433 1.9 11.25L1.9 0.750025C1.9 0.556725 1.7433 0.400025 1.55 0.400025L0.85 0.400025Z\" fill=\"currentColor\"\/><path d=\"M6.45 0.400024C6.2567 0.400024 6.1 0.556725 6.1 0.750024L6.1 11.25C6.1 11.4433 6.2567 11.6 6.45 11.6H7.15C7.3433 11.6 7.5 11.4433 7.5 11.25L7.5 0.750024C7.5 0.556725 7.3433 0.400024 7.15 0.400024L6.45 0.400024Z\" fill=\"currentColor\"\/><\/svg>    <\/span>\n    <span\n        aria-hidden=\"true\"\n        class=\"unlocked-button__icon unlocked-button__icon-replay\">\n        <svg class=\"svg-icon svg-icon--lg\" width=\"20\" height=\"20\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 20 20\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M6.88926 0.353478C7.08452 0.158216 7.40111 0.158216 7.59637 0.353478L8.30347 1.06058C8.49874 1.25585 8.49874 1.57243 8.30347 1.76769L7.07124 2.99992H10.0002C14.4185 2.99992 18.0002 6.58165 18.0002 10.9999C18.0002 15.4182 14.4185 18.9999 10.0002 18.9999C5.74985 18.9999 2.27369 15.6853 2.01555 11.5C1.99855 11.2244 2.22403 10.9999 2.50017 10.9999H3.50017C3.77632 10.9999 3.998 11.2246 4.0207 11.4998C4.2747 14.5796 6.85479 16.9999 10.0002 16.9999C13.3139 16.9999 16.0002 14.3136 16.0002 10.9999C16.0002 7.68622 13.3139 4.99992 10.0002 4.99992H6.58608L8.30378 6.71763C8.49904 6.91289 8.49904 7.22947 8.30378 7.42473L7.59667 8.13184C7.40141 8.3271 7.08483 8.3271 6.88956 8.13184L4.06736 5.30964L4.06083 5.30323L3.35373 4.59612C3.15847 4.40086 3.15847 4.08427 3.35373 3.88901L6.88926 0.353478Z\" fill=\"currentColor\"\/><\/svg>        <svg class=\"svg-icon svg-icon--sm\" width=\"14\" height=\"14\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 20 20\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M6.88926 0.353478C7.08452 0.158216 7.40111 0.158216 7.59637 0.353478L8.30347 1.06058C8.49874 1.25585 8.49874 1.57243 8.30347 1.76769L7.07124 2.99992H10.0002C14.4185 2.99992 18.0002 6.58165 18.0002 10.9999C18.0002 15.4182 14.4185 18.9999 10.0002 18.9999C5.74985 18.9999 2.27369 15.6853 2.01555 11.5C1.99855 11.2244 2.22403 10.9999 2.50017 10.9999H3.50017C3.77632 10.9999 3.998 11.2246 4.0207 11.4998C4.2747 14.5796 6.85479 16.9999 10.0002 16.9999C13.3139 16.9999 16.0002 14.3136 16.0002 10.9999C16.0002 7.68622 13.3139 4.99992 10.0002 4.99992H6.58608L8.30378 6.71763C8.49904 6.91289 8.49904 7.22947 8.30378 7.42473L7.59667 8.13184C7.40141 8.3271 7.08483 8.3271 6.88956 8.13184L4.06736 5.30964L4.06083 5.30323L3.35373 4.59612C3.15847 4.40086 3.15847 4.08427 3.35373 3.88901L6.88926 0.353478Z\" fill=\"currentColor\"\/><\/svg>    <\/span>\n    <span class=\"sr-text js-button-label\">\n        pause    <\/span>\n<\/button>\n        <\/div>\n\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>O sistema de mapeamento do campo de refugiados de Kakuma encontra-se em constante evolu\u00e7\u00e3o gra\u00e7as \u00e0 dedica\u00e7\u00e3o dos seus residentes<\/p>\n","protected":false},"parent":0,"menu_order":0,"template":"","meta":{"_acf_changed":true},"tags":[],"class_list":["post-22702","stories","type-stories","status-publish","hentry","collections-the-uplift","entry","page-content"],"acf":{"featured_media_featured_scrim_color":"#74391d","featured_media_card_ratio":"3-2","featured_media_card_image":19874,"featured_media_card_video":"","featured_media_card_video_button_desc":"","featured_media_featured_image":19874,"featured_media_featured_video":"","featured_media_featured_video_button_desc":"","featured_media_featured_headline":"","featured_media_featured_excerpt":"","featured_media_search_image":19847,"featured_media_search_card_image":19874,"featured_media_search_card_video":"","featured_media_search_card_video_button_desc":"","disable_segoe_serif":false,"settings":{"external_url":[""],"collections":6}},"_links":{"self":[{"href":"https:\/\/unlocked.microsoft.com\/pt-pt\/wp-json\/wp\/v2\/stories\/22702","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/unlocked.microsoft.com\/pt-pt\/wp-json\/wp\/v2\/stories"}],"about":[{"href":"https:\/\/unlocked.microsoft.com\/pt-pt\/wp-json\/wp\/v2\/types\/stories"}],"wp:attachment":[{"href":"https:\/\/unlocked.microsoft.com\/pt-pt\/wp-json\/wp\/v2\/media?parent=22702"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/unlocked.microsoft.com\/pt-pt\/wp-json\/wp\/v2\/tags?post=22702"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}