{"id":22701,"date":"2025-12-17T07:26:05","date_gmt":"2025-12-17T15:26:05","guid":{"rendered":"https:\/\/unlocked.microsoft.com\/?post_type=stories&#038;p=22701"},"modified":"2026-04-17T09:34:56","modified_gmt":"2026-04-17T16:34:56","slug":"forvaltare-av-sin-miljo","status":"publish","type":"stories","link":"https:\/\/unlocked.microsoft.com\/sv\/forvaltare-av-sin-miljo\/","title":{"rendered":"F\u00f6rvaltare av sin milj\u00f6"},"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_59128d70607acf15d9ac6bc7c8b16d9a\" 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                        F\u00f6rvaltare av sin milj\u00f6                        <\/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                                    Kartl\u00e4ggningssystemet i flyktingl\u00e4gret Kakuma har uppgraderats tack vare inv\u00e5narnas praktiska engagemang                                <\/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_69e7a4c0b2c05\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69e7a4c0b4f13\" class=\"row row--space-between column__container 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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-69e7a4c0b42b7\">X<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.facebook.com\/sharer.php?t=&#038;u=https%3A%2F%2Funlocked.microsoft.com%2Fsv%2Fforvaltare-av-sin-miljo%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-69e7a4c0b42ce\" 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-69e7a4c0b42ce\">Facebook<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Funlocked.microsoft.com%2Fsv%2Fforvaltare-av-sin-miljo%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-69e7a4c0b42e2\" 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-69e7a4c0b42e2\">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_69e7a4c0b4dad\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a4c0b487f\"\n    class=\"rich-text transition--in-up \">\n    <p>I det torra omr\u00e5det i nordv\u00e4stra Kenya har flyktingl\u00e4gret Kakuma vuxit till ett vidstr\u00e4ckt samh\u00e4lle med mer \u00e4n 300 000 flyktingar fr\u00e5n \u00f6ver 20 l\u00e4nder. Flyktingl\u00e4gret grundades 1992 f\u00f6r att ge skydd \u00e5t unga m\u00e4nniskor som flydde kriget i Sudan och \u00e4r det st\u00f6rsta i Afrika, med en yta p\u00e5 cirka 40 km\u00b2, med inv\u00e5nare fr\u00e5n Sydsudan, Somalia och andra grannl\u00e4nder.<\/p>\n<p>I \u00e5ratal var flyktingl\u00e4grets kartor mycket f\u00f6r\u00e5ldrade, vilket hindrade hj\u00e4lpleveranser, infrastrukturplanering och katastrofinsatser. L\u00e4grets oregelbundna utformning och olika typer av boenden gjorde traditionella kartl\u00e4ggningsmetoder sv\u00e5ra. Men den h\u00e4r utmaningen utl\u00f6ste ett anm\u00e4rkningsv\u00e4rt samarbete som omdefinierade vad humanit\u00e4r teknik kunde \u00e5stadkomma.<\/p>\n<blockquote>\n<h6 class=\"--h6\">&#8221;Jag tror att samarbete var nyckeln eftersom varje person bidrog med n\u00e5got unikt&#8221;, s\u00e4ger Dr. Simone Fobi Nsutezo, Applied Research Scientist, Microsoft AI for Good Lab.<\/h6>\n<\/blockquote>\n<p>I hj\u00e4rtat av samarbetet f\u00f6r att uppdatera kartl\u00e4ggningssystemet i flyktingl\u00e4gret Kakuma var en triad av innovation grundl\u00e4ggande. Varje partner bidrog med n\u00e5got unikt, och tillsammans skapade de verklig inverkan. UNHCR:s Hive \u2013 FN:s flyktingorgans innovationslaboratorium \u2013 definierade de problem som flyktingl\u00e4gret stod inf\u00f6r, medan The Humanitarian OpenStreetMap Team (HOT) tillhandah\u00f6ll viktig datainsamling p\u00e5 plats och viktig samh\u00e4llsintegration.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69e7a4c0b5cfa\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_ddbcbab60704a830cd981960fbbaff8e\" class=\"video-player\">\n    <div id=\"videoplayer-1\" class=\"video-player__wrapper js-video-player theme-overlay  has-overlay-image\" aria-label=\"Titta p\u00e5 \u201dKartl\u00e4ggning av ett samh\u00e4lle med AI\u201d\">\n        <div\n            id=\"video-player-overlay-f9c51756-4ee5-4d95-89ab-cf8aacd0a5de\"\n            class=\"video-player__overlay js-video-player-overlay\"\n            data-label-video-title=\"\u201dKartl\u00e4ggning av ett samh\u00e4lle med AI\u201d\"\n            data-label-desktop=\"Aerial view of 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p\u00e5 syntolkad video p\u00e5 YouTube\">Syntolkad <svg width=\"37\" height=\"14\" viewBox=\"0 0 37 14\" aria-hidden=\"true\" aria-labelledby=\"icon-69e7a4c0eee3a\" 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 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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-69e7a4c0eee3a\">Audio Described<\/title><\/svg><\/a>\n            <\/div>\n    <\/div>\n\n\n<div\n    id=\"block_69e7a4c0eefc2\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69e7a4c0efb9f\" class=\"row row--space-between column__container mobile-column-gap-4 column--layout-40-60\">\n    \n<div id=\"block-column_69e7a4c0ef469\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a4c0ef341\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e7a4c0ef933\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a4c0ef645\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">F\u00f6rst\u00e4rk effekten genom samh\u00e4llsengagemang<\/h4>\n<p>Drivkraften var en \u00f6nskan att g\u00f6ra n\u00e5got som verkligen betydde n\u00e5got, en passion f\u00f6r fj\u00e4rranalys och satellitbilder samt m\u00e5let att tillgodose flyktingars behov. Manuell kartl\u00e4ggning var visserligen v\u00e4rdefull, men tidskr\u00e4vande och arbetsintensiv. Microsoft AI for Good Lab-teamet s\u00e5g en m\u00f6jlighet f\u00f6r AI och maskininl\u00e4rning att ge m\u00e4nskliga kartl\u00e4ggare de verktyg de beh\u00f6vde.<\/p>\n<p class=\"unformatted\">\u201dN\u00e4r man v\u00e4l har tr\u00e4nat en modell p\u00e5 en liten m\u00e4ngd data g\u00e5r det mycket snabbt att f\u00e5 f\u00f6ruts\u00e4gelser om nya omr\u00e5den. Vi har \u00f6ppen k\u00e4llkod f\u00f6r kartl\u00e4ggning av solpaneler, byggnader, taktyper och sanit\u00e4ra anl\u00e4ggningar, och vem som helst kan anv\u00e4nda den sj\u00e4lvst\u00e4ndigt\u201d, s\u00e4ger Dr. Amrita Gupta, Applied Research Scientist, Microsoft AI for Good Research Lab.<\/p>\n<p><span data-contrast=\"none\">F\u00f6r att b\u00e4ttre f\u00f6rst\u00e5 f\u00f6rh\u00e5llandena p\u00e5 plats dokumenterade HOT-kartl\u00e4ggningsteamet synliga indikatorer p\u00e5 tillg\u00e5ng till el, s\u00e5som solpaneler och kraftledningar i l\u00e4gret. \u00c4ven om det mesta av elen produceras lokalt i enskilda byggnader, bidrog denna information till att skapa en tydligare bild av var viktiga tj\u00e4nster realistiskt sett kunde fungera och belyste brister i den \u00f6vergripande infrastrukturen.<\/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\">M\u00e5let var att bidra till att l\u00e4gret skulle k\u00e4nnas mindre som en tillf\u00e4llig bostad och mer som en permanent bos\u00e4ttning.\u00a0<\/span><span data-contrast=\"auto\">Kartl\u00e4ggningen var det f\u00f6rsta steget f\u00f6r att s\u00e4kerst\u00e4lla att<\/span><span data-contrast=\"none\">projektet f\u00f6rblev f\u00f6rankrat i humanit\u00e4ra behov. <\/span><span data-contrast=\"none\">Projektets ambition om \u00f6ppen tillg\u00e5ng innebar att all data och alla bilder som genererades skulle vara fritt tillg\u00e4ngliga. Detta f\u00f6rst\u00e4rkte r\u00e4ckvidden bortom Kakuma och fr\u00e4mjade flyktingars inkludering.<\/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_69e7a4c0efe1b\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<section\n    id=\"block_319d00dec45f9997153a7cc66fa16b37\"\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\">HOT arbetade med inv\u00e5nare som \u00e4gde kartl\u00e4ggningsprocessen.<\/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\u20131\"\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\">Modellerna tr\u00e4nades att identifiera egenskaper som solpaneler.<\/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\u20131\"\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\">Inv\u00e5nare och AI-experter samarbetade f\u00f6r att definiera Kakumas unika strukturer.<\/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\u20131\"\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_69e7a4c16a4a6\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n<div\n    id=\"block_69e7a4c16a75f\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69e7a4c16c820\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69e7a4c16c171\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a4c16aa6e\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div id=\"block_60f230104cc401bf4328dfe514e97f7b\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__left pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">Det \u00e4r hela samh\u00e4llet. Vi har inte gl\u00f6mt n\u00e5gon.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Akso\u00a0Kaposho\u00a0Mupenzi<\/div>\n                                                    <div class=\"attribution-description\">Kartl\u00e4ggare och flykting<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e7a4c16c704\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a4c16c340\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69e7a4c16c4b5\"\n    class=\"rich-text transition--in-up \">\n    <p>Genom att arbeta p\u00e5 plats i Kenya bidrog HOT-teamet med en m\u00e4nsklig touch. Den praktiska datainsamlingen sk\u00f6ttes helt och h\u00e5llet av lokalbefolkningen, fr\u00e5n presentation av projektet till att flyga dr\u00f6narna, och flyktingarna i l\u00e4gret hj\u00e4lpte till att manuellt identifiera olika objekt i omr\u00e5det. HOT-teamen fl\u00f6g dr\u00f6nare f\u00f6r att ta h\u00f6guppl\u00f6sta flygbilder och genomf\u00f6ra f\u00e4ltvalidering tillsammans med flyktingarna som arbetade med kartl\u00e4ggningen. Men viktigast av allt var att de utbildade och engagerade personerna i flyktingl\u00e4gret, vilket gjorde datainsamlingen till ett gemensamt projekt.<\/p>\n<p>Flyktingarna blev kartl\u00e4ggare, tolkar och f\u00f6rvaltare av sin egen milj\u00f6 och skapade data om verkliga f\u00f6rh\u00e5llanden p\u00e5 plats. Deras lokala kunskap tillf\u00f6rde djup och noggrannhet och gav dem \u00e4gander\u00e4tt till processen. HOT-teamet markerade manuellt 16 km\u00b2 av bilderna och skapade en rik utbildningsdatabas f\u00f6r AI-utveckling som kan uppdateras i takt med att l\u00e4gret utvecklas.<\/p>\n<p class=\"unformatted\">\u201dAI anv\u00e4ndes fr\u00e4mst f\u00f6r m\u00f6nstermatchning och tidsbesparing. Det hj\u00e4lpte oss att hitta signaler i data som skulle vara sv\u00e5ra att uppt\u00e4cka manuellt&#8221;, s\u00e4ger Dr. Gupta.<\/p>\n<p>Med hj\u00e4lp av de detaljerade community-taggade bilderna som samlats in i flyktingl\u00e4gret utvecklade Microsofts AI for Good Lab avancerade maskininl\u00e4rningsmodeller med hj\u00e4lp av Azure-molntj\u00e4nster. Dessa modeller tr\u00e4nades f\u00f6r att noggrant identifiera en rad olika objekt \u2013 byggnader, sanitetsbyggnader, solpaneler f\u00f6r gatubelysning och tak, samt delar av eln\u00e4tet som stolpar och ledningar \u2013 som visar l\u00e4grets varierande och oregelbundna landskap.<\/p>\n<p>Genom att utnyttja b\u00e5de lokal expertis och AI kunde teamet \u00f6vervinna de utmaningar som flyktingl\u00e4grets unika strukturer innebar, vilket m\u00f6jliggjorde snabb analys och m\u00f6nsterigenk\u00e4nning som skulle vara sv\u00e5rt att uppn\u00e5 manuellt. Alla modeller och datam\u00e4ngder publicerades som \u00f6ppen k\u00e4llkod p\u00e5 GitHub, vilket gjorde det m\u00f6jligt f\u00f6r utvecklare, forskare och humanit\u00e4ra organisationer \u00f6ver hela v\u00e4rlden att bygga vidare p\u00e5 detta arbete och anpassa det f\u00f6r andra samh\u00e4llen i behov.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69e7a4c16ca72\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_69e7a4c16d4f0\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69e7a4c16ce9e\" class=\"column column--empty\">\n    \n\n<div\n    id=\"block_69e7a4c16cd89\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e7a4c16d3d9\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e7a4c16d075\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69e7a4c16d1d5\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Ett exempel p\u00e5 m\u00f6jligheter<\/h4>\n<p>Detta kartl\u00e4ggningsprojekt med \u00f6ppen k\u00e4llkod visar hur samarbete kan bidra till att skapa en stark grund f\u00f6r h\u00e5llbar utveckling. I takt med att Kakumas administrativa gr\u00e4nser har f\u00f6r\u00e4ndrats har exakta rumsliga data blivit avg\u00f6rande f\u00f6r l\u00e5ngsiktig planering och tj\u00e4nsteleverans i staden och omgivande bos\u00e4ttningar \u2013 s\u00e5 att alla framtida beslut om annektering eller integration baseras p\u00e5 verkligheten.<\/p>\n<p>GitHub \u00e4r platsen d\u00e4r n\u00e4sta kapitel i detta projekt b\u00f6rjar \u2013 h\u00e4r f\u00e5r utvecklare, samh\u00e4llstekniker och datavetare ta del av verkliga humanit\u00e4ra utmaningar. Allt som framkommit har blivit en del av en global kunskapsbas f\u00f6r att hj\u00e4lpa flyktingar. Genom att dela denna kod \u00f6ppet kan vem som helst, var som helst, bygga vidare p\u00e5 den, f\u00f6rb\u00e4ttra den och anv\u00e4nda den f\u00f6r att \u00e5stadkomma f\u00f6r\u00e4ndring. Ber\u00e4ttelsen om flyktingl\u00e4gret Kakuma \u00e4r ett bevis p\u00e5 vad som \u00e4r m\u00f6jligt n\u00e4r humanit\u00e4r vision m\u00f6ter innovation.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n<div\n    id=\"block_69e7a4c16d737\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n<div id=\"block_13e436d251ed1190181d4d03a68f391c\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__center pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">Ingen k\u00e4nner ett samh\u00e4lle b\u00e4ttre \u00e4n de m\u00e4nniskor som bor d\u00e4r. AI ersatte dem inte, utan ut\u00f6kade deras m\u00f6jligheter.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Juan M. Lavista Ferres<\/div>\n                                                    <div class=\"attribution-description\">Laboratoriechef AI For Good Lab, Microsoft<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n<div\n    id=\"block_69e7a4c16df5b\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n    <div id=\"block_189b88122958417a7b8b3c7e54f39931\" 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 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