{"id":2481040,"date":"2025-05-30T08:00:49","date_gmt":"2025-05-30T12:00:49","guid":{"rendered":"https:\/\/gijn.org\/?p=2481040"},"modified":"2025-09-01T08:01:48","modified_gmt":"2025-09-01T12:01:48","slug":"okunamayan-metni-kanita-donusturme-yontemleri","status":"publish","type":"post","link":"https:\/\/gijn.org\/tr\/hikayeler\/okunamayan-metni-kanita-donusturme-yontemleri\/","title":{"rendered":"Okunamayan Metni Kan\u0131ta D\u00f6n\u00fc\u015ft\u00fcrme Y\u00f6ntemleri!"},"content":{"rendered":"<p>\u00d6nemli bir kan\u0131ta bakt\u0131\u011f\u0131n\u0131zda hissetti\u011finiz o hissi biliyor musunuz? Bulan\u0131k bir plaka, isimlerin okunamad\u0131\u011f\u0131 pikselli bir belge veya ihtiyac\u0131n\u0131z olan bilginin hemen orada oldu\u011funu ve piksel duvar\u0131n\u0131n arkas\u0131ndan sizi k\u0131\u015fk\u0131rtt\u0131\u011f\u0131n\u0131 bildi\u011finiz grenli bir ekran g\u00f6r\u00fcnt\u00fcs\u00fc?<\/p>\n<p>Bilmiyor musun? \u015eansl\u0131s\u0131n. Bu sorunla ara\u015ft\u0131rmalar\u0131mda s\u00fcrekli kar\u015f\u0131la\u015f\u0131yorum; ister g\u00f6r\u00fcnt\u00fclerden isim \u00e7\u0131karmak, ister sosyal medya payla\u015f\u0131mlar\u0131ndan k\u0131smi say\u0131lar\u0131 \u00e7\u00f6zmek, ister belgelerdeki \u00e7arp\u0131t\u0131lm\u0131\u015f metinleri okumak olsun. Herkes d\u0131\u015far\u0131da hayat\u0131n\u0131 ya\u015farken ben &#8220;Pikseli Tahmin Et&#8221; oynuyorum. Umurumda de\u011fil. Okunamayan\u0131 okunabilir zek\u00e2ya d\u00f6n\u00fc\u015ft\u00fcrme yetene\u011fi harika.<\/p>\n<p>Bulan\u0131k sa\u00e7mal\u0131klar\u0131 anlaml\u0131 hale getirmek i\u00e7in bir k\u0131lavuz haz\u0131rlaman\u0131n zaman\u0131 geldi. Bu makaledeki ara\u00e7 ve teknikler teorik de\u011fil. Bunlar, okunmas\u0131 zor kendi kan\u0131tlar\u0131n\u0131za uygulayabilece\u011finiz pratik y\u00f6ntemler. \u00c7\u00fcnk\u00fc OSINT&#8217;te, \u00e7\u0131kmaz sokak ile \u00e7\u0131\u011f\u0131r a\u00e7an bulu\u015f aras\u0131ndaki fark genellikle o son birka\u00e7 pikseli de\u011ferlendirmekle ilgilidir.<\/p>\n<p>As\u0131l i\u015f kulaklar\u0131n\u0131z ve g\u00f6zlerinizin arkas\u0131nda ger\u00e7ekle\u015fir: hangi ara\u00e7lar\u0131 birle\u015ftirece\u011finizi, \u00e7\u0131kt\u0131lar\u0131 nas\u0131l do\u011frulayaca\u011f\u0131n\u0131z\u0131 ve sonu\u00e7lar\u0131n\u0131za ne zaman g\u00fcvenece\u011finizi (veya g\u00fcvenmeyece\u011finizi) bilmek. \u00c7\u00fcnk\u00fc g\u00fcn\u00fcn sonunda, amat\u00f6r bir ara\u015ft\u0131rma ile profesyonel bir ara\u015ft\u0131rma aras\u0131ndaki fark, pikseller direnirken bile tutarl\u0131 bir \u015fekilde \u00e7al\u0131\u015fan bir sisteme sahip olmakt\u0131r.<\/p>\n<h4><strong>Bulan\u0131k Plaka<\/strong><\/h4>\n<p><a href=\"https:\/\/github.com\/subeeshvasu\/Awesome-Deblurring?tab=readme-ov-file\" target=\"_blank\" rel=\"noopener\">A\u00e7\u0131k kaynakl\u0131 istihbarat alan\u0131ndaki insanlar ara\u00e7lar\u0131n\u0131 sever. Herhangi bir uzmana tavsiye isteyin, size &#8220;Topaz Gigapixel Pro&#8217;yu kullan\u0131n&#8221; veya &#8220;Jiroskop tabanl\u0131 herhangi bir N\u00f6ral Tek G\u00f6r\u00fcnt\u00fc Bulan\u0131kla\u015ft\u0131rma arac\u0131n\u0131 deneyin&#8221; gibi \u00f6nerilerde bulunacaklar &#8211; i\u015fte t\u00fcm bu ara\u00e7lar\u0131n listesi<\/a>\u00a0. Ancak ger\u00e7ek \u00e7\u00f6z\u00fcm her zaman en\u00a0sevdi\u011finiz yaz\u0131l\u0131mda de\u011fildir; \u00e7o\u011fu zaman her \u015feyi bilmedi\u011finizi kabul etmekle ilgilidir.<\/p>\n<p>Londra&#8217;daki bir oturumda BBC Verify&#8217;dan 50 ki\u015fiye bu bulan\u0131kla\u015ft\u0131r\u0131lm\u0131\u015f plakay\u0131 g\u00f6sterdim. \u00c7o\u011fu, bulan\u0131kla\u015ft\u0131rmaya yard\u0131mc\u0131 olacak \u00fc\u00e7 arac\u0131 kolayca sayabilirdi. Ama sorun \u015fu ki, hepsi i\u015fe yaramad\u0131. \u015eimdi se\u00e7enekleriniz neler?<\/p>\n<p><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-License-plate-image-1-771x499.png\" alt=\"Henk van Ess Plaka resmi 1\" \/><\/p>\n<p>2025&#8217;teki en sevdi\u011fim teknik: T\u00fcm ba\u015far\u0131s\u0131z denemelerimi bir t\u00fcr dijital terapi seans\u0131 gibi bir yapay zeka sohbet robotuna aktar\u0131yorum &#8211; &#8220;Topaz, Remini, DeblurGAN v2, ImageJ+ DeconvolutionLab2&#8217;yi denedim&#8221; &#8211; ve ard\u0131ndan &#8220;BeFunky Image Editor&#8221; \u00f6nerisini izliyorum. Cidden mi? BeFunky&#8217;yi daha \u00f6nce hi\u00e7 duymam\u0131\u015ft\u0131m ama g\u00f6r\u00fcn\u00fc\u015fe g\u00f6re reddedilmi\u015f bir Netflix orijinaline benzeyen bir isme sahip bu \u00fccretsiz ara\u00e7, bu durumda 200 dolarl\u0131k g\u00f6steri\u015fli yaz\u0131l\u0131mdan daha iyi sonu\u00e7 vermi\u015f. &#8220;Belki de her \u015feyi bilmiyorum&#8221; enerjisinin zirvesinde ve d\u00fcr\u00fcst olmak gerekirse, as\u0131l at\u0131l\u0131mlar o zaman ger\u00e7ekle\u015fiyor:<\/p>\n<p><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-license-plate-image-comparison-771x245.png\" alt=\"Henk van Ess plaka g\u00f6r\u00fcnt\u00fcs\u00fc kar\u015f\u0131la\u015ft\u0131rmas\u0131\" \/><\/p>\n<p>O ara\u00e7 bir daha hi\u00e7 bu kadar iyi \u00e7al\u0131\u015fmad\u0131, ama neyse ki, daha \u00f6nce denedi\u011fim ara\u00e7lar aras\u0131na ekledi\u011fimde yeni \u00f6neriler ald\u0131m. Bazen en iyi tavsiye, ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131z\u0131 payla\u015fmaktan gelir. Metni ger\u00e7ekten okuyabiliyorsan\u0131z, ba\u011flam\u0131 bulman\u0131z gerekir. K\u0131rm\u0131z\u0131 bir Chevrolet Camaro&#8217;nun plakas\u0131n\u0131 (Hollandal\u0131 bir su\u00e7lu taraf\u0131ndan kullan\u0131lm\u0131\u015f) ara\u015ft\u0131r\u0131rken, rakamlar\u0131 okumakta hi\u00e7 zorlanmad\u0131m; benim sorunum ters g\u00f6rsel aramadayd\u0131. Bazen Google, bir foto\u011fraf\u0131n k\u0131rp\u0131lm\u0131\u015f bir ayr\u0131nt\u0131s\u0131n\u0131 tan\u0131m\u0131yor.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-license-plate-image-3-771x417.png\" alt=\"Henk van Ess plaka g\u00f6r\u00fcnt\u00fcs\u00fc 3\" \/><\/p>\n<p>Foto\u011fraf\u0131n kendisini tersten aramak yerine, g\u00f6r\u00fcnen metni Google G\u00f6rseller&#8217;e yazarak bu sorunu \u00e7\u00f6zebilirsiniz. Bu beni, \u0130ran&#8217;da ayn\u0131 plakaya sahip ayn\u0131 k\u0131rm\u0131z\u0131 Chevrolet Camaro&#8217;yu kullanan turistlerin g\u00f6r\u00fcnt\u00fclerine g\u00f6t\u00fcrd\u00fc. Ah, su\u00e7lu bir araba kiralam\u0131\u015f (t\u00fcm hikaye\u00a0<a href=\"https:\/\/www.bellingcat.com\/news\/uk-and-europe\/2019\/03\/19\/locating-the-netherlands-most-wanted-criminal-by-scrutinising-instagram\/\" target=\"_blank\" rel=\"noopener\">burada<\/a>\u00a0).<\/p>\n<p><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-license-plate-image-array-of-3-771x299.png\" alt=\"Henk van Ess plaka g\u00f6r\u00fcnt\u00fc dizisi 3\" \/><\/p>\n<h4><strong>A\u00e7\u0131k Diz\u00fcst\u00fc Bilgisayar<\/strong><\/h4>\n<p>\u0130\u015fte i\u015fe yaramayacak kadar aptalca g\u00f6r\u00fcnen profesyonel bir ipucu: Metniniz tamamen patates kalitesinde de\u011filse, yapay zekadan do\u011frudan yaz\u0131ya d\u00f6kmesini isteyin. S\u00fcsl\u00fc ara\u00e7lar veya g\u00f6r\u00fcnt\u00fc i\u015fleme sihirbazl\u0131\u011f\u0131 yok; sadece metni y\u00fckleyin ve &#8220;Bu ne diyor?&#8221; deyin. \u015eu anki favorim, g\u00f6r\u00fcn\u00fc\u015fe g\u00f6re d\u00fcnyan\u0131n en nitelikli d\u00fczeltmeni olmaya karar vermi\u015f olan Gemini Pro 2.5.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-Gemini-reads-blurry-text-image-771x360.png\" alt=\"Henk van Ess Gemini bulan\u0131k metin g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc okuyor\" \/><\/p>\n<p>Siz hala bunun bir &#8220;a&#8221; m\u0131 yoksa \u00fczg\u00fcn bir y\u00fcz ifadesi mi oldu\u011funu anlamaya \u00e7al\u0131\u015f\u0131rken, chatbot okunamayan metni sizin i\u00e7in \u00e7oktan yaz\u0131ya d\u00f6km\u00fc\u015f VE \u00e7evirmi\u015ftir:<\/p>\n<p><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Gemini-translates-blurry-text-from-German-into-English-771x494.png\" alt=\"Gemini, bulan\u0131k metni Almancadan \u0130ngilizceye \u00e7eviriyor\" \/><\/p>\n<h4><strong>Okunamayan 170 Kelime<\/strong><\/h4>\n<p>\u015eu foto\u011frafa bir bak\u0131n. \u00c7ok seyahat ediyorum, bu y\u00fczden monit\u00f6rleri yan\u0131mda ta\u015f\u0131yam\u0131yorum. Bunun yerine, i\u015flerimi halletmek i\u00e7in sanal ger\u00e7eklik g\u00f6zl\u00fckleri kullan\u0131yorum. Bu ekran g\u00f6r\u00fcnt\u00fcs\u00fcnde, m\u00fcmk\u00fcn oldu\u011funca kas\u0131tl\u0131 olarak bulan\u0131kla\u015ft\u0131rd\u0131\u011f\u0131m ka\u00e7 kelimeyi se\u00e7ebiliyorsunuz?<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-virtual-reality-multi-screen-image-771x433.png\" alt=\"Henk van Ess sanal ger\u00e7eklik \u00e7ok ekranl\u0131 g\u00f6r\u00fcnt\u00fcs\u00fc\" width=\"584\" height=\"328\" \/><\/p>\n<p>Siz hala foto\u011frafa bakarken, ben onu Gemini 2.5 Pro&#8217;ya y\u00fckledim. Foto\u011fraftan yakla\u015f\u0131k 170 kelimeyi okumay\u0131 ba\u015fard\u0131 ve asl\u0131nda ne yapt\u0131\u011f\u0131m\u0131 do\u011fru bir \u015fekilde \u00f6zetledi.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-virtual-reality-image-decipher-image-771x440.png\" alt=\"Henk van Ess sanal ger\u00e7eklik g\u00f6r\u00fcnt\u00fc \u015fifre \u00e7\u00f6zme g\u00f6r\u00fcnt\u00fcs\u00fc\" width=\"603\" height=\"344\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-Gemini-summary-of-deciphered-text-on-virtual-reality-screen-image-771x272.png\" alt=\"Henk van Ess Gemini sanal ger\u00e7eklik ekran g\u00f6r\u00fcnt\u00fcs\u00fcndeki de\u015fifre edilmi\u015f metnin \u00f6zeti\" width=\"606\" height=\"214\" \/><\/p>\n<h4><strong>Metinli Co\u011frafi Konum Belirleme<br \/>\n<\/strong><\/h4>\n<p>Ge\u00e7ti\u011fimiz g\u00fcnlerde Berlin&#8217;de iki hafta \u00e7al\u0131\u015ft\u0131m ve \u00f6\u011frencilere soru\u015fturma tekniklerinin ne kadar korkutucu derecede etkili olabilece\u011fi hakk\u0131nda k\u0131sa OSINT giri\u015f dersleri vermeyi \u00e7ok seviyorum. E\u011fitici, biraz \u00fcrk\u00fct\u00fcc\u00fc ve herkesin gizlilik ayarlar\u0131n\u0131 hemen kontrol etmesini sa\u011fl\u0131yor.<\/p>\n<p>Bu foto\u011fraf\u0131 inceleyelim. Soru \u015fu: Bu foto\u011fraf nerede ve ne zaman \u00e7ekildi?<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Unidentified-woman-outside-unknown-retail-shop-image-771x1080.png\" alt=\"Kimli\u011fi belirsiz bir kad\u0131n, bilinmeyen bir perakende ma\u011fazas\u0131n\u0131n d\u0131\u015f\u0131nda g\u00f6r\u00fcnt\u00fclendi\" width=\"463\" height=\"649\" \/><\/p>\n<p>&#8220;Bisiklet giremez&#8221; tabelas\u0131 muhtemelen Malta, K\u0131br\u0131s, \u0130spanya, L\u00fcksemburg ve Birle\u015fik Krall\u0131k&#8217;\u0131 elerken Hollanda, Danimarka ve Finlandiya&#8217;y\u0131 olduk\u00e7a olas\u0131 adaylar haline getiriyor. Sebebi basit: &#8220;Bisiklet giremez&#8221; tabelalar\u0131,\u00a0<a href=\"https:\/\/www.euronews.com\/next\/2023\/09\/19\/cycling-in-europe-which-countries-and-cities-are-the-most-and-least-bicycle-friendly?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">bisiklete binmenin ger\u00e7ekten yayg\u0131n oldu\u011fu \u00fclkelerde<\/a>\u00a0en yayg\u0131n olan\u0131d\u0131r . Bu tabelalar muhtemelen hi\u00e7 kimsenin bisiklet s\u00fcrmedi\u011fi yerlerde mevcut de\u011fildir; \u00e7ok fazla insan\u0131n bisiklete bindi\u011fi ve bu nedenle onlara buraya park etmemelerini aktif olarak s\u00f6ylemeniz gereken yerlerde mevcuttur. Bu, sahilde &#8220;y\u00fczmek yasakt\u0131r&#8221; tabelas\u0131 bulmakla Sahra \u00c7\u00f6l\u00fc&#8217;n\u00fcn ortas\u0131nda bir tabela bulmak aras\u0131ndaki farka benziyor; biri pratik kamu g\u00fcvenli\u011fi, di\u011feri ise sadece bir serap. Metnin iki kez belirdi\u011fini g\u00f6rebilirsiniz &#8211; &#8220;essen&#8221; yazan veya &#8220;Essen&#8221; ile biten bir kelime &#8211; art\u0131 \u00fc\u00e7, d\u00f6rt kelimeden olu\u015fan ye\u015filimsi bir logo. Bu sefer, yapay zeka bizi alt edemiyor:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-AI-uses-visual-text-clues-to-ID-location-image-771x425.png\" alt=\"Henk van Ess AI, konum g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc tan\u0131mlamak i\u00e7in g\u00f6rsel metin ipu\u00e7lar\u0131n\u0131 kullan\u0131r\" width=\"499\" height=\"275\" \/><\/p>\n<p>BeFunky bir kez daha imdad\u0131ma yeti\u015febilir mi? Metin kalitesini o kadar iyile\u015ftirdi ki &#8220;samen redden&#8221; kelimelerini okuyabildim. Bu, metnin Felemenk\u00e7e oldu\u011fu ve &#8220;samen redden [bir \u015fey]&#8221; dedi\u011fi anlam\u0131na geliyor; yani &#8220;birlikte [bir \u015feyi] kurtar\u0131n&#8221; anlam\u0131na geliyor.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Henk-van-Ess-Dutch-text-clue-in-shop-window-image-771x295.png\" alt=\"Ma\u011faza vitrinindeki Henk van Ess Hollandaca metin ipucu\" width=\"592\" height=\"227\" \/><\/p>\n<p>Peki, ne kurtar\u0131lmaya de\u011fer? Muhtemelen bir ma\u011faza veya restoran\u0131n cam\u0131na yap\u0131\u015ft\u0131r\u0131lm\u0131\u015f bir \u00e7\u0131kartmad\u0131r, yani \u00fczerinde &#8220;Birlikte tasarruf edin&#8230; kom\u00fcnizm&#8221; yazmaz. Belki de &#8220;Birlikte kapitalizmi kurtar\u0131n&#8221; yazar?<\/p>\n<p>Yok can\u0131m, bunu bir kenara b\u0131rakal\u0131m &#8211; bu \u00e7ok abart\u0131l\u0131. Muhtemelen &#8220;Birlikte tasarruf edelim&#8230; enerji&#8221;, &#8220;Birlikte tasarruf edelim&#8230; balinalar&#8221; ya da sadece &#8220;Birlikte tasarruf edelim&#8230; park yeri&#8221; gibi moral verici bir \u015fey. Ya da belki&#8230; durun, hay\u0131r, yine her \u015feyi fazla d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcm \u015feyi yap\u0131yorum. D\u00fc\u015f\u00fcnmeyin. Tahmin etmeyi b\u0131rak\u0131n. Aramaya ba\u015flay\u0131n.<\/p>\n<p>&#8220;Birlikte tasarruf edin&#8221; ifadesinin ard\u0131ndan bir veya iki kelime daha geldi\u011finden olduk\u00e7a eminiz; yaz\u0131 tipi boyutu ilk sat\u0131rla ayn\u0131ysa muhtemelen yedi karakterden fazla olmayacakt\u0131r. \u015eimdi i\u015fin e\u011flenceli k\u0131sm\u0131na geliyoruz: Bu inan\u0131lmaz derecede spesifik yaz\u0131 tipi analizine dayal\u0131 kelime say\u0131s\u0131 tahminini, \u00e7ok fazla kahve i\u00e7mi\u015f bir komplo teorisyeni gibi g\u00f6r\u00fcnmeden Google&#8217;a nas\u0131l a\u00e7\u0131klayacaks\u0131n\u0131z? \u0130\u015fte bu nokta, normal arama sorgular\u0131n\u0131n adli tipografiyle (bu makalenin ikinci b\u00f6l\u00fcm\u00fcnde ele alaca\u011f\u0131z) bulu\u015ftu\u011fu ve herkesin hayat tercihlerinizi sorgulamaya ba\u015flad\u0131\u011f\u0131 noktad\u0131r.<\/p>\n<p>Google&#8217;a do\u011fru kelimeleri bilmedi\u011finizi nas\u0131l s\u00f6ylersiniz?<\/p>\n<p>Bilinmeyenleri bir y\u0131ld\u0131zla de\u011fi\u015ftirin:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.14%E2%80%AFAM-2-771x80.png\" width=\"611\" height=\"63\" \/><\/p>\n<p>T\u0131rnak i\u015faretleri neden kullan\u0131l\u0131yor? \u00c7\u00fcnk\u00fc t\u0131rnak i\u015fareti olmadan Google, &#8220;samen&#8221; ve &#8220;redden&#8221; kelimelerini kastetti\u011finizi varsayar; ancak kelimelerin tam olarak ayn\u0131 s\u0131rayla bir araya getirilmesine ger\u00e7ekten ihtiyac\u0131n\u0131z var. T\u0131rnak i\u015faretleri, Google&#8217;\u0131n bu kelimeleri dilbilimsel konfeti gibi farkl\u0131 paragraflara da\u011f\u0131lm\u0131\u015f halde de\u011fil, ger\u00e7ek bir ifade olarak bulmas\u0131n\u0131 sa\u011flar. Ve en \u00f6nemlisi, sonuna y\u0131ld\u0131z i\u015fareti ekledi\u011finizde Google&#8217;a \u015funu s\u00f6yl\u00fcyorsunuz:<\/p>\n<p>&#8220;Bu kelimeler kesinlikle devam ediyor &#8211; bundan sonra daha fazla metin var, c\u00fcmlenin burada bitti\u011fi sonu\u00e7lar\u0131 bana g\u00f6sterme.&#8221;<\/p>\n<p>Temelde \u015funu s\u00f6yl\u00fcyor: &#8220;Hay\u0131r, ger\u00e7ekten yan yana gelen bu iki kelimeyi kastediyorum VE daha fazlas\u0131n\u0131n gelece\u011fini biliyorum.&#8221;<\/p>\n<p>\u0130\u015fte sonu\u00e7:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.18%E2%80%AFAM-2-771x544.png\" width=\"608\" height=\"429\" \/><\/p>\n<p>Me\u011fer &#8220;birlikte yiyecek kurtar\u0131yoruz&#8221;mu\u015f &#8211; ki bu da Too Good to Go uygulamas\u0131ndan geliyormu\u015f. Bu yeni ger\u00e7e\u011fi incelemeden \u00f6nce, neden Google G\u00f6rseller&#8217;i kulland\u0131k? Normal Google, do\u011fal dil i\u015fleme konusunda olduk\u00e7a geli\u015fmi\u015f olmaya \u00e7al\u0131\u015f\u0131rken, Google G\u00f6rseller &#8220;Resimlerde metin mi istiyorsunuz? Milyonlarcas\u0131 var ve bu kelimelerin, varl\u0131\u011f\u0131ndan bile haberdar olmad\u0131\u011f\u0131n\u0131z kelimeler de dahil olmak \u00fczere, tam olarak nerede bir arada g\u00f6r\u00fcnd\u00fc\u011f\u00fcn\u00fc size g\u00f6sterece\u011fim,&#8221; diyor.<\/p>\n<p>Bir k\u00fct\u00fcphaneciden &#8220;birlikte yiyecek tasarrufu&#8221; hakk\u0131nda kitaplar istemekle, \u00fczerinde tam olarak bu kelimelerin ge\u00e7ti\u011fi her foto\u011fraf\u0131 g\u00f6stermesini istemek aras\u0131ndaki fark gibi. Biri size makaleler ve d\u00fc\u015f\u00fcnce yaz\u0131lar\u0131 sunarken, di\u011feri ger\u00e7ek ma\u011faza vitrinlerini ve kampanya posterlerini g\u00f6steriyor. T\u0131pk\u0131 New York&#8217;taki StreetView&#8217;da her metni g\u00f6steren bu harika yeni ara\u00e7 gibi:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.27%E2%80%AFAM-2.png\" width=\"509\" height=\"397\" \/><\/p>\n<p>Konumuza d\u00f6necek olursak; Too Good to Go, temelde sebzeler ve bayat hamur i\u015fleri i\u00e7in bir bulu\u015fma uygulamas\u0131d\u0131r; restoranlar, s\u00fcpermarketler ve kafeler, sat\u0131lmayan yiyeceklerini son dakikada kurtar\u0131lmak \u00fczere rafa kald\u0131r\u0131rlar.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.31%E2%80%AFAM-2-771x432.png\" width=\"567\" height=\"318\" \/><\/p>\n<p>&#8220;SSEN&#8221; harflerini incelemenin zaman\u0131 geldi. S\u0131radaki durak: Anlamsal analizci Claude.<\/p>\n<p>Detaylar\u0131 verdim &#8211; restoran veya ma\u011faza vitrinlerinde &#8220;essen&#8221; ile biten Hollandaca kelimeler &#8211; ve hemen &#8220;\u015eark\u00fcteri&#8221; diye cevap verdi. Elbette. Ben dedektiflik oynarken as\u0131l \u00e7\u00f6z\u00fcm, dil kal\u0131plar\u0131 konusunda uzmanla\u015fm\u0131\u015f bir yapay zekaya sormakt\u0131.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.35%E2%80%AFAM-2-771x179.png\" width=\"630\" height=\"146\" \/><\/p>\n<p>Bazen en basit yakla\u015f\u0131m, kendi beyninizden daha iyi bir beyne, \u00f6zellikle de Hollandaca kelime da\u011farc\u0131\u011f\u0131na sahip bir beyne ihtiyac\u0131n\u0131z oldu\u011funu kabul etmektir.<\/p>\n<p>Too Good to Go uygulamas\u0131n\u0131 indirip\u00a0\u00a0<i>\u015fark\u00fcteri<\/i>\u00a0\u00a0d\u00fckkanlar\u0131n\u0131 arad\u0131m. Etkilenmedim. Claude nedenini \u015f\u00f6yle a\u00e7\u0131klad\u0131:<\/p>\n<div id=\"attachment_2284210\" class=\"wp-caption aligncenter\" style=\"width: 594px;\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-2284210\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.35.39%E2%80%AFAM-771x35.png\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.35.39\u202fAM-771x35.png 771w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.35.39\u202fAM-336x15.png 336w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.35.39\u202fAM-768x35.png 768w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.35.39\u202fAM-1536x70.png 1536w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.35.39\u202fAM-2048x93.png 2048w\" alt=\"\" width=\"594\" height=\"27\" aria-describedby=\"caption-attachment-2284210\" \/><\/p>\n<p id=\"caption-attachment-2284210\" class=\"wp-caption-text\">Resim: Henk van Ess&#8217;in izniyle<\/p>\n<\/div>\n<p>\u0130lanlar\u0131n \u00e7o\u011fu Amsterdam&#8217;da oldu\u011fu i\u00e7in oradan ba\u015flad\u0131m. Pencerelerin arkas\u0131nda beyaz ve mavi kutular var gibi g\u00f6r\u00fcn\u00fcyor.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.52%E2%80%AFAM-2.png\" alt=\"\" width=\"612\" height=\"479\" \/><\/p>\n<p>\u0130\u015fte size kimsenin anlatmad\u0131\u011f\u0131 e\u011flenceli bir numara: E\u011fer ara\u015ft\u0131rman\u0131z belirli renklere dayan\u0131yorsa, bunlar\u0131 Google G\u00f6rseller araman\u0131z\u0131n sonuna dijital bir sonradan akla gelen \u015feymi\u015f gibi ekleyin.<\/p>\n<div id=\"attachment_2284256\" class=\"wp-caption aligncenter\" style=\"width: 630px;\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-2284256\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.38.13%E2%80%AFAM-771x78.png\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.38.13\u202fAM-771x78.png 771w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.38.13\u202fAM-336x34.png 336w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.38.13\u202fAM-768x78.png 768w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.38.13\u202fAM-1536x155.png 1536w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.38.13\u202fAM-2048x207.png 2048w\" alt=\"\" width=\"630\" height=\"64\" aria-describedby=\"caption-attachment-2284256\" \/><\/p>\n<p id=\"caption-attachment-2284256\" class=\"wp-caption-text\">Resim: Henk van Ess&#8217;in izniyle<\/p>\n<\/div>\n<p>Dondurman\u0131za \u015fekerleme eklemek gibi, ama \u015fekerlemeler adli delil, dondurma ise bir Google aramas\u0131.\u00a0\u00a0<b><i>Delicatessen Amsterdam beyaz mavi,<\/i><\/b>\u00a0\u00a0aniden t\u00fcm genel restoran listelerini s\u0131y\u0131r\u0131p sizi vitrinlerinde tuhaf bir \u015fekilde belirli renkli kutular olan ma\u011fazalara g\u00f6t\u00fcren inan\u0131lmaz derecede spesifik bir sorguya d\u00f6n\u00fc\u015f\u00fcyor. Renklerin bir arama parametresi olabilece\u011fini kim bilebilirdi ki? Hem dahiyane hem de ayn\u0131 zamanda bariz.<\/p>\n<div id=\"attachment_2284095\" class=\"wp-caption aligncenter\" style=\"width: 602px;\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-2284095\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.02%E2%80%AFAM-2-771x293.png\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.02\u202fAM-2-771x293.png 771w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.02\u202fAM-2-336x128.png 336w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.02\u202fAM-2-768x292.png 768w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.02\u202fAM-2-1536x583.png 1536w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.02\u202fAM-2.png 1898w\" alt=\"\" width=\"602\" height=\"229\" aria-describedby=\"caption-attachment-2284095\" \/><\/p>\n<p id=\"caption-attachment-2284095\" class=\"wp-caption-text\">Resim: Henk van Ess&#8217;in izniyle<\/p>\n<\/div>\n<p>\u0130lk aday\u0131m\u0131z Amsterdam&#8217;daki Flo&#8217;s Deli.<\/p>\n<div id=\"attachment_2284279\" class=\"wp-caption aligncenter\" style=\"width: 600px;\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-2284279\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.57%E2%80%AFAM-2-771x449.png\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.57\u202fAM-2-771x449.png 771w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.57\u202fAM-2-336x196.png 336w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.57\u202fAM-2-768x447.png 768w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.57\u202fAM-2-1536x894.png 1536w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.26.57\u202fAM-2.png 1548w\" alt=\"\" width=\"600\" height=\"349\" aria-describedby=\"caption-attachment-2284279\" \/><\/p>\n<p id=\"caption-attachment-2284279\" class=\"wp-caption-text\">Resim: Henk van Ess&#8217;in izniyle<\/p>\n<\/div>\n<p>Ve tahmin edin, ilk bak\u0131\u015fta m\u00fckemmel bir uyum var.<\/p>\n<p>Burada g\u00f6rd\u00fc\u011f\u00fcm\u00fcz \u015fey, ilk biletinizle lotoyu kazanman\u0131n OSINT e\u015fde\u011feri. Bak\u0131n, solda ba\u015flang\u0131\u00e7 \u200b\u200bnoktam\u0131z var: K\u0131rm\u0131z\u0131 ceketli, Avrupa&#8217;daki herhangi bir d\u00fckk\u00e2n\u0131n d\u0131\u015f\u0131nda oturan gizemli bir adam. G\u00f6r\u00fcn\u00fc\u015fe g\u00f6re mahremiyet h\u00e2l\u00e2 \u00f6nemli oldu\u011fu i\u00e7in y\u00fcz\u00fc yard\u0131mc\u0131 bir \u015fekilde karart\u0131lm\u0131\u015f. Tek yapmam\u0131z gereken, bir &#8220;bisiklet giremez&#8221; tabelas\u0131 ve berber dire\u011finden ger\u00e7ekten iddial\u0131 bir \u00fc\u00e7 ta\u015f tahtas\u0131na kadar her \u015fey olabilecek belirsiz renk desenleriydi.<\/p>\n<p>Sa\u011f tarafta as\u0131l \u00e7ekim var: Flo&#8217;s Deli, o tak\u0131nt\u0131l\u0131 oldu\u011fumuz &#8220;ayn\u0131 k\u0131rm\u0131z\u0131lar&#8221;la, ayn\u0131 mavi beyaz \u00e7izgili pencere durumuyla ve orada gururlu k\u00fc\u00e7\u00fck bir i\u015faret fi\u015fe\u011fi gibi duran &#8220;bisiklet yasakt\u0131r&#8221; tabelas\u0131yla: &#8220;Evet, kesinlikle buras\u0131!&#8221;<\/p>\n<p>Dijital bir pinpon topu gibi farkl\u0131 yapay zeka analiz ara\u00e7lar\u0131 aras\u0131nda gidip geldikten sonra (bu ara\u00e7lar\u0131n, evet, bu foto\u011fraf\u0131n muhtemelen ilkbahar veya sonbaharda \u00e7ekildi\u011fine dair yard\u0131mc\u0131 bir tespitte bulunmas\u0131yla, bu \u00e7\u0131\u011f\u0131r a\u00e7an mevsimsel dedektiflik \u00e7al\u0131\u015fmas\u0131 i\u00e7in te\u015fekk\u00fcrler robotlar) &#8220;Okunamayan Metni Kan\u0131ta D\u00f6n\u00fc\u015ft\u00fcrme&#8221; serimizin ilk b\u00f6l\u00fcm\u00fcn\u00fc, OSINT cephaneli\u011findeki en g\u00fczel, zaman i\u00e7inde test edilmi\u015f klasik ara\u00e7la, Google Haritalar&#8217;daki Zaman Makinesi ile tamaml\u0131yoruz.<\/p>\n<div id=\"attachment_2284302\" class=\"wp-caption aligncenter\" style=\"width: 578px;\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-2284302\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.07%E2%80%AFAM-2-771x431.png\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.07\u202fAM-2-771x431.png 771w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.07\u202fAM-2-336x188.png 336w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.07\u202fAM-2-768x430.png 768w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.07\u202fAM-2-1536x860.png 1536w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.07\u202fAM-2.png 1594w\" alt=\"\" width=\"578\" height=\"323\" aria-describedby=\"caption-attachment-2284302\" \/><\/p>\n<p id=\"caption-attachment-2284302\" class=\"wp-caption-text\">Resim: Henk van Ess&#8217;in izniyle<\/p>\n<\/div>\n<p>May\u0131s 2022&#8217;de ma\u011faza hen\u00fcz a\u00e7\u0131lmam\u0131\u015ft\u0131. Yani zaman dilimi \u015fu an ile May\u0131s 2022 aras\u0131nda bir yerde olmal\u0131, de\u011fil mi?<\/p>\n<div id=\"attachment_2284325\" class=\"wp-caption aligncenter\" style=\"width: 601px;\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-2284325\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.10%E2%80%AFAM-2-771x580.png\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.10\u202fAM-2-771x580.png 771w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.10\u202fAM-2-336x253.png 336w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.10\u202fAM-2-768x578.png 768w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.10\u202fAM-2.png 1186w\" alt=\"\" width=\"601\" height=\"452\" aria-describedby=\"caption-attachment-2284325\" \/><\/p>\n<p id=\"caption-attachment-2284325\" class=\"wp-caption-text\">Resim: Henk van Ess&#8217;in izniyle<\/p>\n<\/div>\n<p>E\u011fer bolca zaman\u0131n\u0131z varsa ve g\u00f6r\u00fcn\u00fc\u015fe g\u00f6re hayat\u0131n\u0131zda yapacak daha iyi bir \u015fey yoksa, binlerce turistin d\u00fckkandaki foto\u011fraflar\u0131na bakarak daha belirli bir d\u00f6neme bile i\u015faret edebilirsiniz. \u00c7\u00fcnk\u00fc \u00f6\u011fleden sonran\u0131z\u0131 ge\u00e7irmenin gayet normal bir yolu bu.<\/p>\n<p>\u015eu beyaz ve mavi kutular m\u0131? \u0130\u00e7lerinde simit var.<\/p>\n<div id=\"attachment_2284348\" class=\"wp-caption aligncenter\" style=\"width: 616px;\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-2284348\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.15%E2%80%AFAM-2-771x620.png\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.15\u202fAM-2-771x620.png 771w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.15\u202fAM-2-336x270.png 336w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.15\u202fAM-2-768x617.png 768w, https:\/\/gijn.org\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-29-at-10.27.15\u202fAM-2.png 1120w\" alt=\"\" width=\"616\" height=\"496\" aria-describedby=\"caption-attachment-2284348\" \/><\/p>\n<p id=\"caption-attachment-2284348\" class=\"wp-caption-text\">Resim: Henk van Ess&#8217;in izniyle<\/p>\n<\/div>\n<p>Bu, ara\u015ft\u0131rma alan\u0131ndaki at\u0131l\u0131mlar\u0131n genel \u015femas\u0131nda, buzun so\u011fuk oldu\u011funu ke\u015ffetmek kadar sars\u0131c\u0131 bir \u015fey. Ama i\u015fte tam da bu noktada i\u015fler g\u00fcl\u00fcn\u00e7 bir hal al\u0131yor: Di\u011fer ba\u011flamsal foto\u011fraflara bak\u0131p simit kutusu te\u015fhirlerinin normal mevsimsel y\u00fckseli\u015f ve d\u00fc\u015f\u00fc\u015flerini takip ederek, bu foto\u011fraf\u0131n 2024 sonbahar\u0131na ait oldu\u011funu kesin olarak belirleyebilirsiniz.<\/p>\n<p>Peki ne \u00f6\u011frendik? Geli\u015fmi\u015f adli tekniklerin bazen bir yapay zeka sohbet robotundan yard\u0131m istemek anlam\u0131na geldi\u011fini, 200 dolarl\u0131k bir arac\u0131n &#8216;BeFunky&#8217; adl\u0131 bir \u015fey taraf\u0131ndan alt edilebilece\u011fini ve Amsterdam simit desenlerini analiz etmenin art\u0131k me\u015fru bir dedektiflik i\u015fi oldu\u011funu \u00f6\u011frendik.<\/p>\n<p>Ama as\u0131l mesele \u015fu: Okunamayan metni okunabilir hale getirmenin s\u0131rr\u0131 tek bir ara\u00e7ta de\u011fil. \u00d6nemli olan bir sisteme sahip olmak: Her ayr\u0131nt\u0131y\u0131 dikkatle inceleyin, birden fazla yakla\u015f\u0131m\u0131 birle\u015ftirin, tak\u0131ld\u0131\u011f\u0131n\u0131zda bunu kabul edin ve yard\u0131m isteyin (yapay zekadan bile).<\/p>\n<p>Bir sonraki sefere: Bellingcat \u00fcyesi Timmi Allen&#8217;\u0131n \u00c7in kredi kart\u0131 soru\u015fturmam\u0131zdaki tekniklerinden daha fazlas\u0131n\u0131 payla\u015faca\u011f\u0131z. Bunlar aras\u0131nda, inan\u0131lmaz derecede bulan\u0131k video g\u00f6r\u00fcnt\u00fclerinden baz\u0131 finansal bilgilerin nas\u0131l kurtar\u0131laca\u011f\u0131 da var. \u00c7\u00fcnk\u00fc g\u00f6r\u00fcn\u00fc\u015fe g\u00f6re, dijital adli t\u0131p d\u00fcnyas\u0131nda bu s\u0131radan bir pazar g\u00fcn\u00fc.<\/p>\n<p><em>Edit\u00f6r\u00fcn Notu: Bu\u00a0<a href=\"https:\/\/www.digitaldigging.org\/p\/turning-unreadable-text-into-evidence\" target=\"_blank\" rel=\"noopener\">makale<\/a>\u00a0ilk olarak Henk van Ess&#8217;in Substack platformundaki haber b\u00fclteni\u00a0<a href=\"https:\/\/www.digitaldigging.org\/\" target=\"_blank\" rel=\"noopener\">Digital Digging&#8217;de<\/a>\u00a0yay\u0131nlanm\u0131\u015ft\u0131r . Hafif\u00e7e d\u00fczenlenmi\u015f olup, burada izin al\u0131narak yeniden yay\u0131nlanmaktad\u0131r.<\/em><\/p>\n<hr \/>\n<p><a href=\"https:\/\/gijn.org\/wp-content\/uploads\/2017\/02\/henk-van-ess.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-33023 image--small\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2017\/02\/henk-van-ess.jpg\" sizes=\"auto, (max-width: 129px) 100vw, 129px\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2017\/02\/henk-van-ess.jpg 400w, https:\/\/gijn.org\/wp-content\/uploads\/2017\/02\/henk-van-ess-140x140.jpg 140w, https:\/\/gijn.org\/wp-content\/uploads\/2017\/02\/henk-van-ess-336x336.jpg 336w, https:\/\/gijn.org\/wp-content\/uploads\/2017\/02\/henk-van-ess-60x60.jpg 60w\" width=\"129\" height=\"129\" \/><\/a><i>Hollanda do\u011fumlu\u00a0\u00a0<strong><a href=\"http:\/\/www.twitter.com\/henkvaness\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=http:\/\/www.twitter.com\/henkvaness&amp;source=gmail&amp;ust=1688033812208000&amp;usg=AOvVaw3FVyJoR7J8x7m_by96owhR\">Henk van Ess,<\/a><\/strong>\u00a0\u00a0web ve yapay zeka yard\u0131m\u0131yla a\u00e7\u0131k kaynakl\u0131 istihbarat \u00fczerine dersler veriyor, konu\u015fmalar yap\u0131yor ve yaz\u0131lar yaz\u0131yor. Deneyimli konuk \u00f6\u011fretim g\u00f6revlisi ve e\u011fitmen,\u00a0\u00a0<a href=\"http:\/\/www.linkedin.com\/in\/searchbistro\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=http:\/\/www.linkedin.com\/in\/searchbistro&amp;source=gmail&amp;ust=1688033812208000&amp;usg=AOvVaw086ypoEbDWZV91YrVOaNRS\">internet ara\u015ft\u0131rma at\u00f6lyeleri<\/a>\u00a0d\u00fczenleyerek d\u00fcnyay\u0131 dola\u015f\u0131yor . Projeleri aras\u0131nda\u00a0<a href=\"http:\/\/www.digitaldigging.org\/\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=http:\/\/www.digitaldigging.org&amp;source=gmail&amp;ust=1688033812208000&amp;usg=AOvVaw3MfN2RCrFP7ImJRCAprvfh\">\u00a0Dijital Kaz\u0131<\/a>\u00a0\u00a0(Yapay Zeka ve Ara\u015ft\u0131rma),\u00a0\u00a0<a href=\"https:\/\/datajournalism.com\/read\/handbook\/verification-3\/investigating-actors-content\/finding-patient-zero\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/datajournalism.com\/read\/handbook\/verification-3\/investigating-actors-content\/finding-patient-zero&amp;source=gmail&amp;ust=1688033812208000&amp;usg=AOvVaw2seomNP6Cgl1BqF5QbRto1\">Web&#8217;de Ger\u00e7ek Kontrol\u00fc<\/a>\u00a0,\u00a0\u00a0<a href=\"https:\/\/drive.google.com\/file\/d\/1dZ1LAmBizWYYh25CoooX-KQpv7jXyGX3\/view?usp=sharing\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/drive.google.com\/file\/d\/1dZ1LAmBizWYYh25CoooX-KQpv7jXyGX3\/view?usp%3Dsharing&amp;source=gmail&amp;ust=1688033812208000&amp;usg=AOvVaw04w-yaaEQcFNtOsLSPTTh2\">Veri Gazetecili\u011fi<\/a>\u00a0El Kitab\u0131 \u00a0(\u00fccretsiz indirme) ve\u00a0\u00a0\u00a0sosyal medya ve web ara\u015ft\u0131rma uzman\u0131 olarak\u00a0<a href=\"https:\/\/news.google.com\/search?q=%22Henk%20van%20Ess%22&amp;hl=en-US&amp;gl=US&amp;ceid=US%3Aen\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/news.google.com\/search?q%3D%2522Henk%2520van%2520Ess%2522%26hl%3Den-US%26gl%3DUS%26ceid%3DUS%253Aen&amp;source=gmail&amp;ust=1688033812208000&amp;usg=AOvVaw1pP-PlErWY5nY9aeTnmiqo\">konu\u015fmalar yer al\u0131yor.<\/a><\/i><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00d6nemli bir kan\u0131ta bakt\u0131\u011f\u0131n\u0131zda hissetti\u011finiz o hissi biliyor musunuz? Bulan\u0131k bir plaka, isimlerin okunamad\u0131\u011f\u0131 pikselli bir belge veya ihtiyac\u0131n\u0131z olan bilginin hemen orada oldu\u011funu ve piksel duvar\u0131n\u0131n arkas\u0131ndan sizi k\u0131\u015fk\u0131rtt\u0131\u011f\u0131n\u0131 bildi\u011finiz grenli bir ekran g\u00f6r\u00fcnt\u00fcs\u00fc? Bilmiyor musun? \u015eansl\u0131s\u0131n. Bu sorunla ara\u015ft\u0131rmalar\u0131mda s\u00fcrekli kar\u015f\u0131la\u015f\u0131yorum; ister g\u00f6r\u00fcnt\u00fclerden isim \u00e7\u0131karmak, ister sosyal medya payla\u015f\u0131mlar\u0131ndan k\u0131smi say\u0131lar\u0131 \u00e7\u00f6zmek, ister [&hellip;]<\/p>\n","protected":false},"author":3031167,"featured_media":2279629,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"republication-tracker-tool-hide-widget":false,"footnotes":"","_tec_slr_enabled":"","_tec_slr_layout":""},"categories":[23206],"tags":[28377,28374,28376,28375,22451],"gijn_topic":[18933],"series":[],"gijn_language":[],"gijn_region":[],"class_list":["post-2481040","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hikayeler","tag-acik-kaynakli-arastirma","tag-capraz-gonderi","tag-cevrimici-sorusturmalar","tag-dijital-adli-tip","tag-henk-van-ess-tr","gijn_topic-arastirma-ipuclari-ve-araclar"],"acf":[],"ticketed":false,"_links":{"self":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/2481040","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/users\/3031167"}],"replies":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/comments?post=2481040"}],"version-history":[{"count":2,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/2481040\/revisions"}],"predecessor-version":[{"id":2481045,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/2481040\/revisions\/2481045"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/media\/2279629"}],"wp:attachment":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/media?parent=2481040"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/categories?post=2481040"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/tags?post=2481040"},{"taxonomy":"gijn_topic","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_topic?post=2481040"},{"taxonomy":"series","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/series?post=2481040"},{"taxonomy":"gijn_language","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_language?post=2481040"},{"taxonomy":"gijn_region","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_region?post=2481040"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}