{"id":7394,"date":"2026-09-30T06:21:37","date_gmt":"2026-09-30T06:21:37","guid":{"rendered":"https:\/\/aix.web.tr\/yapay-zekanin-gizli-kostum-tasarimcisi-makineler-gorselleri-ve-dunyayi-nasil-anliyor\/"},"modified":"2026-09-30T06:21:37","modified_gmt":"2026-09-30T06:21:37","slug":"yapay-zekanin-gizli-kostum-tasarimcisi-makineler-gorselleri-ve-dunyayi-nasil-anliyor","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zekanin-gizli-kostum-tasarimcisi-makineler-gorselleri-ve-dunyayi-nasil-anliyor\/","title":{"rendered":"Yapay Zekan\u0131n Gizli Kost\u00fcm Tasar\u0131mc\u0131s\u0131: Makineler G\u00f6rselleri ve D\u00fcnyay\u0131 Nas\u0131l Anl\u0131yor?"},"content":{"rendered":"<style>.elementor-7010 .elementor-element.elementor-element-6a0c6bf:not(.elementor-motion-effects-element-type-background), .elementor-7010 .elementor-element.elementor-element-6a0c6bf > .elementor-motion-effects-container > 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border-radius 0.3s, box-shadow 0.3s;margin-top:-15px;margin-bottom:0px;padding:0px 0px 50px 0px;}.elementor-7010 .elementor-element.elementor-element-d2be7d5 > .elementor-background-overlay{transition:background 0.3s, border-radius 0.3s, opacity 0.3s;}.elementor-7010 .elementor-element.elementor-element-d2be7d5 > .elementor-shape-bottom .elementor-shape-fill{fill:#0a0a12;}.elementor-7010 .elementor-element.elementor-element-d2be7d5 > .elementor-shape-bottom svg{height:32px;}.elementor-widget-heading .elementor-heading-title{font-family:var( --e-global-typography-primary-font-family ), Sans-serif;font-weight:var( --e-global-typography-primary-font-weight );color:var( --e-global-color-primary );}.elementor-7010 .elementor-element.elementor-element-913dd15 > .elementor-widget-container{margin:50px 0px 0px 0px;}.elementor-7010 .elementor-element.elementor-element-913dd15{text-align:center;}.elementor-7010 .elementor-element.elementor-element-913dd15 .elementor-heading-title{font-family:\"Roboto\", Sans-serif;font-size:31px;font-weight:600;color:#FFFFFF;}@media(max-width:1024px){.elementor-7010 .elementor-element.elementor-element-6a0c6bf > .elementor-container{min-height:110px;}.elementor-7010 .elementor-element.elementor-element-6a0c6bf{padding:0px 20px 0px 20px;}}@media(max-width:767px){.elementor-7010 .elementor-element.elementor-element-6a0c6bf{padding:0px 10px 0px 10px;}.elementor-7010 .elementor-element.elementor-element-0f33f4b{width:50%;}.elementor-7010 .elementor-element.elementor-element-ea69513{width:50%;}.elementor-7010 .elementor-element.elementor-element-c9c0555{width:50%;}.elementor-7010 .elementor-element.elementor-element-d2be7d5{margin-top:-105px;margin-bottom:0px;}}@media(min-width:768px){.elementor-7010 .elementor-element.elementor-element-0f33f4b{width:40.005%;}.elementor-7010 .elementor-element.elementor-element-ea69513{width:19.623%;}.elementor-7010 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xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\"> <path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/> <path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/> <path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/> <\/svg> <\/div>\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e8a5825\" data-id=\"e8a5825\" data-element_type=\"column\" data-e-type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-913dd15 elementor-widget elementor-widget-heading\" data-id=\"913dd15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-widget-container\">\n<h1 class=\"elementor-heading-title elementor-size-default\">Yapay Zekan\u0131n Gizli Kost\u00fcm Tasar\u0131mc\u0131s\u0131: Makineler G\u00f6rselleri ve D\u00fcnyay\u0131 Nas\u0131l Anl\u0131yor?<\/h1>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section><\/div>\n<style>.elementor-7010 .elementor-element-d2be7d5{background-image:linear-gradient(135deg,#1a0b2e 0%,#0d1b2e 100%) !important;background-color:#1a0b2e !important;}<\/style>\n<style>.aixdc-post-body{font-family:-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,sans-serif;}.aixdc-post-body h1,.aixdc-post-body h2,.aixdc-post-body h3{font-family:-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,sans-serif !important;font-weight:400 !important;color:#F5F5F7 !important;}.aixdc-post-body p,.aixdc-post-body li{font-family:-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,sans-serif !important;color:#A3A1B5;}.aixdc-post-body a{color:#FF9142;}.aixdc-post-body ul,.aixdc-post-body ol{color:#A3A1B5;font-family:-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,sans-serif;}<\/style>\n<div class=\"aixdc-post-body\">\n<div class=\"aixdc-ai-badge\" style=\"display:flex;align-items:center;gap:10px;margin:0 0 28px;padding:10px 16px;background:rgba(255,145,66,0.08);border:1px solid rgba(255,145,66,0.25);border-radius:8px;font-family:Roboto,sans-serif;font-size:13px;line-height:1.4;color:#A3A1B5;\"><span style=\"flex:0 0 auto;display:inline-flex;align-items:center;justify-content:center;width:22px;height:22px;border-radius:50%;background:#FF9142;color:#0a0a12;font-weight:700;font-size:11px;\">AI<\/span><span>Bu icerik yapay zeka tarafindan otomatik olarak arastirilip yazilmis ve yayinlanmistir.<\/span><\/div>\n<p>Hayat\u0131m\u0131z\u0131n her alan\u0131na h\u0131zla giren ve g\u00fcnl\u00fck rutinimizi k\u00f6kten de\u011fi\u015ftiren yapay zeka ara\u00e7lar\u0131, art\u0131k sadece metin yazmakla veya veri analiz etmekle kalm\u0131yor; sipari\u015f etti\u011fimiz r\u00fcya gibi manzaralar\u0131 saniyeler i\u00e7inde ekrana getirebiliyor, foto\u011fraflar\u0131m\u0131zdaki istenmeyen ki\u015fileri kusursuzca siliyor veya hastanelerde r\u00f6ntgen filmlerini uzman doktorlardan bile daha h\u0131zl\u0131 inceleyerek erken te\u015fhis koyabiliyor. Peki, ekran\u0131n di\u011fer taraf\u0131ndaki bu dijital beyin, g\u00f6zleri, kulaklar\u0131 veya fiziksel bir bedeni olmad\u0131\u011f\u0131 halde d\u00fcnyay\u0131 nas\u0131l g\u00f6r\u00fcyor? Bir bilgisayar, milyonlarca piksel y\u0131\u011f\u0131n\u0131ndan olu\u015fan anlams\u0131z renk kodlar\u0131n\u0131 nas\u0131l anlaml\u0131 birer nesneye, sevimli kedilere, hareketli arabalara ya da hayranl\u0131k uyand\u0131ran sanat eserlerine d\u00f6n\u00fc\u015ft\u00fcr\u00fcyor? Bu b\u00fcy\u00fcleyici sorunun cevab\u0131, makinelerin d\u00fcnyay\u0131 alg\u0131lama bi\u00e7iminde, yani derin \u00f6\u011frenme ve sinir a\u011flar\u0131n\u0131n karma\u015f\u0131k yap\u0131s\u0131nda sakl\u0131d\u0131r. Bu s\u00fcreci tam anlam\u0131yla kavramak i\u00e7in yapay zekan\u0131n gizli g\u00f6zl\u00fcklerini takmam\u0131z ve piksellerin arkas\u0131ndaki matemati\u011fi ke\u015ffetmemiz gerekiyor.<\/p>\n<p>\u0130nsanlar d\u00fcnyay\u0131 do\u011fu\u015ftan gelen bir sezgi, biyolojik duyular ve ya\u015fam deneyimleriyle alg\u0131larlar; \u00f6rne\u011fin k\u00fc\u00e7\u00fck bir \u00e7ocu\u011fa elma g\u00f6sterdi\u011finizde onun yuvarlak, k\u0131rm\u0131z\u0131, parlak ve yenebilir bir nesne oldu\u011funu \u00f6\u011frenmesi uzun s\u00fcrmez. Ancak bilgisayarlar i\u00e7in bir foto\u011fraf, asl\u0131nda sadece binlerce hatta milyonlarca k\u00fc\u00e7\u00fck say\u0131dan ibarettir. Her pikselin kendine ait bir renk de\u011feri vard\u0131r ve bilgisayar bir g\u00f6rsel dosyas\u0131na bakt\u0131\u011f\u0131nda sadece renk kodlar\u0131n\u0131n bulundu\u011fu devasa, so\u011fuk bir matris g\u00f6r\u00fcr. Yapay zekan\u0131n bu ham renk y\u0131\u011f\u0131nlar\u0131ndan anlam \u00e7\u0131karabilmesi i\u00e7in \u00f6ncelikle g\u00f6rmeyi ve bu pikselleri grupland\u0131rmay\u0131 \u00f6\u011frenmesi gerekir. Bu \u00f6\u011frenme s\u00fcreci, insanlardakine olduk\u00e7a benzer \u015fekilde <strong>\u00f6rneklerle ve s\u00fcrekli tekrarla<\/strong> ba\u015flar. M\u00fchendisler yapay zekaya milyonlarca etiketli foto\u011fraf y\u00fcklerler: <em>&#8220;Bu bir ku\u015f s\u00fcr\u00fcs\u00fcd\u00fcr&#8221;<\/em>, <em>&#8220;Bu k\u0131rm\u0131z\u0131 bir bisiklettir&#8221;<\/em>, <em>&#8220;Bu ise bulutlu bir g\u00f6ky\u00fcz\u00fcd\u00fcr&#8221;<\/em>. Yapay zeka, bu foto\u011fraflardaki ortak matematiksel \u00f6r\u00fcnt\u00fcleri arar ve istatistiksel ba\u011flar kurar.<\/p>\n<h2>G\u00f6r\u00fcnmeyen Sanat: Makinelerin Zihnindeki Piksel Dans\u0131<\/h2>\n<p>Yapay zekan\u0131n d\u00fcnyay\u0131 alg\u0131lamas\u0131 sadece mevcut g\u00f6rselleri tan\u0131mas\u0131ndan veya s\u0131n\u0131fland\u0131rmas\u0131ndan ibaret de\u011fildir; ayn\u0131 zamanda bu alg\u0131 s\u00fcrecini tersine i\u015fleterek tamamen yepyeni g\u00f6rseller \u00fcretme yetene\u011fine de sahiptir. Bug\u00fcn g\u00fcnl\u00fck hayatta s\u0131k\u00e7a kulland\u0131\u011f\u0131m\u0131z metin komutlar\u0131yla \u00e7al\u0131\u015fan g\u00f6rsel \u00fcreticiler, asl\u0131nda \u00f6\u011frendikleri bu devasa matematiksel haritalar\u0131 tersine \u00e7evirerek \u00e7al\u0131\u015f\u0131rlar. Siz yapay zekaya <strong>&#8220;G\u00fcn bat\u0131m\u0131nda s\u00f6rf yapan mutlu bir kedi&#8221;<\/strong> gibi yarat\u0131c\u0131 bir komut yazd\u0131\u011f\u0131n\u0131zda, sistem haf\u0131zas\u0131ndaki &#8220;g\u00fcn bat\u0131m\u0131&#8221;, &#8220;s\u00f6rf&#8221; ve &#8220;kedi&#8221; kavramlar\u0131n\u0131n matematiksel kesi\u015fim k\u00fcmelerini b\u00fcy\u00fck bir h\u0131zla bulur. Ard\u0131ndan, ekran\u0131 rastgele g\u00fcr\u00fclt\u00fcyle, yani kar\u0131ncal\u0131 ve anlams\u0131z bir g\u00f6r\u00fcnt\u00fcyle doldurur. Bu g\u00fcr\u00fclt\u00fcy\u00fc ad\u0131m ad\u0131m, t\u0131pk\u0131 usta bir heykelt\u0131ra\u015f\u0131n mermer blo\u011funu yontmas\u0131 gibi d\u00fczenleyerek istedi\u011finiz y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc g\u00f6rsele d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu s\u0131rada makine, \u0131\u015f\u0131\u011f\u0131n dalgalanmas\u0131n\u0131, suyun yans\u0131mas\u0131n\u0131 ve kedinin t\u00fcy dokusunu kendi i\u00e7sel mant\u0131\u011f\u0131na g\u00f6re hesaplar.<\/p>\n<p>Ancak bu b\u00fcy\u00fcleyici ve karma\u015f\u0131k s\u00fcre\u00e7 hi\u00e7bir zaman kusursuz de\u011fildir. Yapay zekan\u0131n d\u00fcnyay\u0131 alg\u0131lay\u0131\u015f bi\u00e7imi tamamen kendisine sunulan e\u011fitim verileriyle s\u0131n\u0131rl\u0131d\u0131r. E\u011fer bir yapay zeka sistemi yeterince farkl\u0131 insan y\u00fcz\u00fc veya co\u011frafi \u00e7e\u015fitlilik g\u00f6rmediyse, portre \u00e7izerken ciddi yan\u0131lg\u0131lara d\u00fc\u015febilir ya da fizik kurallar\u0131n\u0131 tam olarak kavrayamad\u0131\u011f\u0131 i\u00e7in insan ellerini alt\u0131 parmakl\u0131 veya garip a\u00e7\u0131larda \u00e7izebilir. \u00c7\u00fcnk\u00fc makine ger\u00e7ek anlamda d\u00fcnyay\u0131 <em>&#8220;ya\u015famaz&#8221;<\/em>; sadece so\u011fuk veriler aras\u0131ndaki istatistiksel ili\u015fkileri kurar. Bir araban\u0131n ne oldu\u011funu harika bir \u015fekilde bilir, hatta tasar\u0131m\u0131n\u0131 yapabilir ama onunla otoyolda seyahat etmenin r\u00fczgar\u0131n\u0131, motorun titremesini veya h\u0131z hissini asla deneyimleyemez.<\/p>\n<h3>Yapay Zeka ve G\u00f6rsel Alg\u0131n\u0131n Gelece\u011fi<\/h3>\n<p>Sonu\u00e7 olarak, yapay zekan\u0131n d\u00fcnyay\u0131 alg\u0131lama ve yorumlama bi\u00e7imi, insan zihninin b\u00fcy\u00fcleyici ve bir o kadar da \u00fcrk\u00fct\u00fcc\u00fc bir taklididir. Pikselleri, renkleri ve devasa say\u0131 dizilerini birle\u015ftirerek bizim i\u00e7in son derece anlaml\u0131 bir g\u00f6rsel evren yarat\u0131r. \u00d6n\u00fcm\u00fczdeki y\u0131llarda bu alg\u0131 yetene\u011fi sadece foto\u011fraf d\u00fczenleme programlar\u0131yla veya ekranlarla s\u0131n\u0131rl\u0131 kalmayacak; otonom ara\u00e7lardan geli\u015fmi\u015f art\u0131r\u0131lm\u0131\u015f ger\u00e7eklik g\u00f6zl\u00fcklerine kadar hayat\u0131m\u0131z\u0131n her alan\u0131nda yapay zekan\u0131n bu say\u0131sal g\u00f6zleri \u00e7evremizi anlamland\u0131racakt\u0131r. Makinelerin g\u00f6z\u00fcnden d\u00fcnyaya bakmak, bize sadece teknolojinin s\u0131n\u0131rlar\u0131n\u0131 de\u011fil, ayn\u0131 zamanda insan zihninin ve biyolojik alg\u0131m\u0131z\u0131n ne kadar e\u015fsiz, mucizevi ve taklit edilemez oldu\u011funu bir kez daha hat\u0131rlat\u0131yor.<\/p>\n<div class=\"aixdc-related\" style=\"margin-top:48px;padding-top:32px;border-top:1px solid rgba(255,255,255,0.08);\">\n<h3 style=\"font-family:Roboto,sans-serif;font-weight:600;color:#F5F5F7;font-size:20px;margin:0 0 18px;\">Bunlar \u0130lginizi \u00c7ekebilir<\/h3>\n<div style=\"display:grid;grid-template-columns:repeat(auto-fit,minmax(200px,1fr));gap:18px;\"><a href=\"https:\/\/aix.web.tr\/openaiin-devasa-finansman-turu-ve-2027-hedefleri-yapay-zeka-sektorunde-dev-adim\/\" style=\"display:flex;flex-direction:column;text-decoration:none;background:#111018;border:1px solid rgba(255,255,255,0.08);border-radius:10px;overflow:hidden;\"><span style=\"display:block;width:100%;padding-top:56%;background:linear-gradient(135deg,#1a0b2e 0%,#0d1b2e 100%);\"><\/span><span style=\"padding:14px 16px 16px;display:flex;flex-direction:column;gap:8px;\"><span style=\"font-family:Roboto,sans-serif;font-weight:600;font-size:15px;line-height:1.35;color:#F5F5F7;\">OpenAI\u2019\u0131n Devasa Finansman Turu ve 2027 Hedefleri: Yapay Zeka Sekt\u00f6r\u00fcnde Dev Ad\u0131m<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">30.09.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/yapay-zeka-aslinda-nasil-dusunuyor-bilgisayarlarin-zihin-haritasina-yolculuk\/\" style=\"display:flex;flex-direction:column;text-decoration:none;background:#111018;border:1px solid rgba(255,255,255,0.08);border-radius:10px;overflow:hidden;\"><span style=\"display:block;width:100%;padding-top:56%;background-image:url(https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/Artificial-Neural-Network-with-Chip-10.jpg-10-300x240.jpg);background-size:cover;background-position:center;\"><\/span><span style=\"padding:14px 16px 16px;display:flex;flex-direction:column;gap:8px;\"><span style=\"font-family:Roboto,sans-serif;font-weight:600;font-size:15px;line-height:1.35;color:#F5F5F7;\">Yapay Zeka Asl\u0131nda Nas\u0131l D\u00fc\u015f\u00fcn\u00fcyor? Bilgisayarlar\u0131n Zihin Haritas\u0131na Yolculuk<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">29.09.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/yapay-zeka-dunyasinda-guvenlik-ve-model-iptalleri-openai-yeni-bir-modeli-neden-rafa-kaldirdi\/\" style=\"display:flex;flex-direction:column;text-decoration:none;background:#111018;border:1px solid rgba(255,255,255,0.08);border-radius:10px;overflow:hidden;\"><span style=\"display:block;width:100%;padding-top:56%;background-image:url(https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/President-Joe-Biden-signs-an-Executive-Order-establishing-standards-for-Artificial-Intelligence-AI-safety-and-security-Monday-October-30-2023-in-the-East-Room-of-the-White-House.jpg-300x200.jpg);background-size:cover;background-position:center;\"><\/span><span style=\"padding:14px 16px 16px;display:flex;flex-direction:column;gap:8px;\"><span style=\"font-family:Roboto,sans-serif;font-weight:600;font-size:15px;line-height:1.35;color:#F5F5F7;\">Yapay Zeka D\u00fcnyas\u0131nda G\u00fcvenlik ve Model \u0130ptalleri: OpenAI Yeni Bir Modeli Neden Rafa Kald\u0131rd\u0131?<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">29.09.2026<\/span><\/span><\/a><\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Yapay zekan\u0131n pikselleri nas\u0131l anlamland\u0131rd\u0131\u011f\u0131n\u0131, d\u00fcnyay\u0131 nas\u0131l g\u00f6rd\u00fc\u011f\u00fcn\u00fc ve metinlerden g\u00f6rselleri nas\u0131l \u00fcretti\u011fini ke\u015ffedin.<\/p>","protected":false},"author":0,"featured_media":0,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_customify_content_layout":"","_customify_sidebar":"","_customify_page_header_display":"","_customify_disable_header":"","_customify_disable_header_top":"","_customify_disable_header_main":"","_customify_disable_header_bottom":"","_customify_disable_page_title":"","_customify_disable_content_vertical_padding":"","_customify_disable_footer_top":"","_customify_disable_footer_main":"","_customify_disable_footer_bottom":"","_customify_breadcrumb_display":"","_customify_header_transparent_display":"","footnotes":""},"categories":[13],"tags":[],"class_list":["post-7394","post","type-post","status-publish","format-standard","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7394","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=7394"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7394\/revisions"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=7394"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=7394"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=7394"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}