{"id":69209,"date":"2023-10-01T10:33:07","date_gmt":"2023-10-01T10:33:07","guid":{"rendered":"https:\/\/www.zaptest.com\/yazilim-otomasyonunda-hizli-muhendislik"},"modified":"2023-10-09T19:25:32","modified_gmt":"2023-10-09T19:25:32","slug":"yazilim-otomasyonunda-hizli-muhendislik","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/tr\/yazilim-otomasyonunda-hizli-muhendislik","title":{"rendered":"Yaz\u0131l\u0131m Otomasyonunda H\u0131zl\u0131 M\u00fchendislik"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">ChatGPT, Bard ve di\u011fer \u00f6nde gelen B\u00fcy\u00fck Dil Modelleri (LLM&#8217;ler) ge\u00e7ti\u011fimiz y\u0131l boyunca haber ak\u0131\u015flar\u0131m\u0131za hakim oldu. Ve hakl\u0131 olarak. Bu heyecan verici teknolojiler bize yapay zekan\u0131n gelece\u011fine, g\u00fcc\u00fcne ve olanaklar\u0131na bir bak\u0131\u015f sunuyor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kamuoyundaki heyecan\u0131n b\u00fcy\u00fck bir k\u0131sm\u0131 metin, resim ve video olu\u015fturmaya odaklanm\u0131\u015f olsa da, bu ara\u00e7lar yaz\u0131l\u0131m otomasyonu gibi pek \u00e7ok ba\u015fka disiplin i\u00e7in de kullan\u0131labilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu makale, h\u0131zl\u0131 m\u00fchendisli\u011fin yaz\u0131l\u0131m otomasyonunda bize nas\u0131l yard\u0131mc\u0131 olabilece\u011fi konusunda derinlemesine bir inceleme g\u00f6revi g\u00f6recektir. Bununla birlikte, ilk ba\u015fvuraca\u011f\u0131m\u0131z liman, h\u0131zl\u0131 m\u00fchendisli\u011fin kendisinin incelenmesi olmal\u0131d\u0131r.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #b90000;color:#b90000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #b90000;color:#b90000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.zaptest.com\/tr\/yazilim-otomasyonunda-hizli-muhendislik\/#Hizli_muhendislik_nedir\" >H\u0131zl\u0131 m\u00fchendislik nedir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.zaptest.com\/tr\/yazilim-otomasyonunda-hizli-muhendislik\/#Hizli_muhendislik_nasil_yardimci_olabilir\" >H\u0131zl\u0131 m\u00fchendislik nas\u0131l yard\u0131mc\u0131 olabilir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.zaptest.com\/tr\/yazilim-otomasyonunda-hizli-muhendislik\/#yazilim_otomasyonu_ile\" >yaz\u0131l\u0131m otomasyonu ile?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.zaptest.com\/tr\/yazilim-otomasyonunda-hizli-muhendislik\/#1_Kod_olusturma\" >#1. Kod olu\u015fturma<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.zaptest.com\/tr\/yazilim-otomasyonunda-hizli-muhendislik\/#2_Yapilandirilmamis_verileri_donusturme\" >#2. Yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri d\u00f6n\u00fc\u015ft\u00fcrme<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.zaptest.com\/tr\/yazilim-otomasyonunda-hizli-muhendislik\/#3_Test_Otomasyonu\" >#3. Test Otomasyonu<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.zaptest.com\/tr\/yazilim-otomasyonunda-hizli-muhendislik\/#Son_dusunceler\" >Son d\u00fc\u015f\u00fcnceler<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Hizli_muhendislik_nedir\"><\/span><strong>H\u0131zl\u0131 m\u00fchendislik nedir?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">ChatGPT gibi b\u00fcy\u00fck dil modelleri, onlara sa\u011flad\u0131\u011f\u0131m\u0131z istemlere veya c\u00fcmlelere dayal\u0131 \u00e7\u0131kt\u0131lar \u00fcretir. Ancak sonu\u00e7lar, kulland\u0131\u011f\u0131m\u0131z kelimelere veya talimatlara ba\u011fl\u0131 olarak b\u00fcy\u00fck \u00f6l\u00e7\u00fcde de\u011fi\u015fmektedir. Belirsiz ve kesin olmayan talimatlar girdi\u011fimizde, \u00e7\u0131kt\u0131 hedefe ula\u015fmayabilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u0131zl\u0131 m\u00fchendislik, bu heyecan verici yapay zeka sistemlerinden daha kesin, do\u011fru ve nihayetinde kullan\u0131labilir i\u00e7erik elde edilmesine yard\u0131mc\u0131 olan girdilerin dikkate al\u0131narak tasarlanmas\u0131 anlam\u0131na gelir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00fcy\u00fck Dil Modeli (LLM) sistemleri, kendilerine verdi\u011fimiz ifadeleri yorumlamak i\u00e7in do\u011fal dil i\u015fleme (NLP) kullan\u0131r. Makineler bu sorular\u0131 veya talimatlar\u0131 (yani istemleri) koda d\u00f6n\u00fc\u015ft\u00fcr\u00fcr ve belirledi\u011fimiz formatta (yani metin, resim, kod) i\u00e7erik \u00fcretmek i\u00e7in bunlar\u0131 geni\u015f veri havuzlar\u0131nda \u00e7al\u0131\u015ft\u0131r\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">ChatGPT \u00fczerinde e\u011fitildi<\/span><a href=\"https:\/\/www.sciencefocus.com\/future-technology\/gpt-3\"><br \/>\n  <span style=\"font-weight: 400;\"> 570 GB veri<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">. E\u011fitim materyali kitaplar, makaleler, web metinleri ve benzerlerinden olu\u015fmaktad\u0131r. Ba\u015fka bir deyi\u015fle, bu veri setleri hayal bile edilemeyecek miktarda bilgi i\u00e7eriyor.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">S\u00fcreci anlayabilsek de, bu sistemlerin kaputunun alt\u0131nda olup bitenlerin \u00e7o\u011fu bizim g\u00f6r\u00fc\u015f alan\u0131m\u0131z\u0131n d\u0131\u015f\u0131nda ger\u00e7ekle\u015fir. Elbette, girdileri ve \u00e7\u0131kt\u0131lar\u0131 kontrol ediyoruz ve sistemi e\u011fitiyoruz, ancak bu algoritmalar\u0131n tam olarak nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131 ve kararlar\u0131 nas\u0131l verdi\u011fi hala bir gizem. New York \u00dcniversitesi&#8217;nde yapay zeka profes\u00f6r\u00fc olan Sam Bowman&#8217;\u0131n s\u00f6zleriyle,<\/span><a href=\"https:\/\/www.vox.com\/unexplainable\/2023\/7\/15\/23793840\/chat-gpt-ai-science-mystery-unexplainable-podcast\"><span style=\"font-weight: 400;\">  &#8220;Onu biz in\u015fa ettik, biz e\u011fittik ama ne yapt\u0131\u011f\u0131n\u0131 bilmiyoruz.&#8221;<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">H\u0131zl\u0131 m\u00fchendislik, \u00f6ng\u00f6r\u00fclebilir ve kullan\u0131labilir sonu\u00e7lar \u00fcreten \u00e7\u0131kt\u0131lar kullanarak bu kaosu y\u00f6netmemize yard\u0131mc\u0131 olur. Bu uygulamalar\u0131n i\u00e7indeki muazzam miktardaki bilginin kilidini a\u00e7mak i\u00e7in bize bir yol sunuyorlar.  <\/span><a href=\"https:\/\/tech.eu\/2023\/06\/09\/the-hot-new-job-that-pays-six-figures-ai-prompt-engineering\/#:~:text=The%20World%20Economic%20Forum%20(WEF,those%20roles%20is%20prompt%20engineering.\"><br \/>\n  <span style=\"font-weight: 400;\">Bu disiplin yeni bir kariyer olarak ortaya \u00e7\u0131k\u0131yor<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">\u0130\u015fletmeler bu g\u00fc\u00e7l\u00fc teknolojiden nas\u0131l yararlanabileceklerini d\u00fc\u015f\u00fcnd\u00fck\u00e7e her yerde kurslar a\u00e7\u0131l\u0131yor. <\/span> <\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Hizli_muhendislik_nasil_yardimci_olabilir\"><\/span><strong>H\u0131zl\u0131 m\u00fchendislik nas\u0131l yard\u0131mc\u0131 olabilir?  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"yazilim_otomasyonu_ile\"><\/span><strong>yaz\u0131l\u0131m otomasyonu ile?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"0e0d0d\" data-has-transparency=\"false\" style=\"--dominant-color: #0e0d0d;\" decoding=\"async\" class=\"aligncenter wp-image-68719 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1024x683.webp\" alt=\"\u00e7e\u015fitli yaz\u0131l\u0131m otomasyonu ve rpa g\u00f6revleri i\u00e7in chatcpg kullan\u0131m\u0131\" width=\"518\" height=\"345\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1280x853.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-480x320.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-jpeg.webp 1920w\" sizes=\"(max-width: 518px) 100vw, 518px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Yaz\u0131l\u0131m otomasyonu ve LLM&#8217;lerin pek \u00e7ok ortak noktas\u0131 vard\u0131r. Her ikisi de makinelerin insan yarat\u0131c\u0131l\u0131\u011f\u0131n\u0131 art\u0131rarak daha h\u0131zl\u0131 ve daha \u00fcretken i\u015f yerleri yarataca\u011f\u0131 bir gelece\u011fe \u0131\u015f\u0131k tutuyor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu iki teknolojinin bir araya gelebilece\u011fi bir\u00e7ok heyecan verici alan var. \u0130\u015fte yaz\u0131l\u0131m otomasyonunda h\u0131zl\u0131 m\u00fchendisli\u011fi kullanabilece\u011fimiz \u00fc\u00e7 yol.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"1_Kod_olusturma\"><\/span><strong>#1. Kod olu\u015fturma<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img data-dominant-color=\"606060\" data-has-transparency=\"false\" style=\"--dominant-color: #606060;\" decoding=\"async\" class=\"aligncenter wp-image-67409 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/tcoe-2-683x1024.webp\" alt=\"Test otomasyonunda h\u0131zl\u0131 m\u00fchendislik ile kod \u00fcretme\" width=\"312\" height=\"468\"><\/p>\n<p><span style=\"font-weight: 400;\">Kod yazmak, B\u00fcy\u00fck Dil Modellerinin en umut verici uygulamalar\u0131ndan biridir. Yapay zeka y\u00fcksek lisans programlar\u0131 hen\u00fcz emekleme a\u015famas\u0131nda. \u00d6n\u00fcm\u00fczdeki birka\u00e7 y\u0131l i\u00e7inde hem bilgi i\u015flem hem de e\u011fitime daha fazla kaynak eklendik\u00e7e bu teknolojinin geli\u015fti\u011fini g\u00f6rece\u011fiz.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Uzun vadede bu ilerlemeler, yapay zekan\u0131n insan m\u00fcdahalesi olmadan ya da \u00e7ok az m\u00fcdahale ile t\u00fcm programlar\u0131 yazmas\u0131n\u0131 sa\u011flayabilir. Ancak \u015fimdilik, LLM&#8217;lerin baz\u0131 s\u0131n\u0131rlamalar\u0131 var. LLM kodlamas\u0131n\u0131n \u00e7\u0131kt\u0131s\u0131n\u0131n kalitesi esas olarak girdinin kalitesine ba\u011fl\u0131d\u0131r. Dedikleri gibi \u00e7\u00f6p girer, \u00e7\u00f6p \u00e7\u0131kar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Elbette, engel te\u015fkil eden sadece etkili h\u0131zl\u0131 m\u00fchendislik de\u011fildir.  <\/span><span style=\"font-weight: 400;\">&#8216;da \u00f6nerildi\u011fi gibi  <\/span><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10339472\/\"><span style=\"font-weight: 400;\">Akademide ChatGPT ve B\u00fcy\u00fck Dil Modelleri: F\u0131rsatlar ve Zorluklar<\/span><\/a><span style=\"font-weight: 400;\">  (Meyer, 2023), &#8220;\u015eu anda, ChatGPT&#8217;nin daha k\u00fc\u00e7\u00fck kod bloklar\u0131n\u0131 do\u011fru bir \u015fekilde yazmada ba\u015far\u0131l\u0131 olma olas\u0131l\u0131\u011f\u0131 daha y\u00fcksekken, daha b\u00fcy\u00fck \/ daha karma\u015f\u0131k programlar (\u00f6rne\u011fin, bir yaz\u0131l\u0131m paketi) yazmadaki g\u00fcvenilirli\u011fi sorgulanabilir.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dahas\u0131, Nature dergisinde yak\u0131n zamanda yay\u0131nlanan bir makalede, baz\u0131 bilgisayar bilimcileri LLM&#8217;lerle kod \u00fcretimine biraz dikkatli yakla\u015fmam\u0131z gerekti\u011fi konusunda uyar\u0131da bulundu. Bir ba\u015fka \u00e7a\u011fda\u015f makale,  <\/span><a href=\"https:\/\/arxiv.org\/abs\/2303.11455\"><br \/>\n  <span style=\"font-weight: 400;\">B\u00fcy\u00fck Dil Modelleri ve Basit, Aptal Hatalar <\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">(Jesse, 2023), Copilot sat\u0131c\u0131s\u0131 taraf\u0131ndan kullan\u0131lan pop\u00fcler bir LLM olan Codex&#8217;in &#8220;bilinen, kelimesi kelimesine do\u011fru koddan 2 kat daha fazla bilinen, kelimesi kelimesine SStuB&#8217;ler&#8221; \u00fcretti\u011fini g\u00f6stermi\u015ftir. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Bu sorunlar g\u00f6z ard\u0131 edilemez olsa da, bu programlar\u0131n hem teknik hem de teknik olmayan ekipleri destekleyerek yaz\u0131l\u0131m geli\u015ftirmeyi demokratikle\u015ftirmeye nas\u0131l yard\u0131mc\u0131 olabilece\u011fi konusunda hala \u00e7ok fazla hakl\u0131 heyecan var.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Belki de dikkate al\u0131nmas\u0131 gereken en etkileyici \u015fey, ChatGPT gibi ara\u00e7lar\u0131n \u00e7ok h\u0131zl\u0131 bir \u015fekilde i\u015flevsel kod \u00fcretebilmesidir. Do\u011fru komut istemi ile m\u00fchendisler belirli kod t\u00fcrlerini programlamak i\u00e7in gereken s\u00fcreyi azaltarak daha h\u0131zl\u0131 bir yaz\u0131l\u0131m geli\u015ftirme ya\u015fam d\u00f6ng\u00fcs\u00fc sa\u011flayabilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">2022 y\u0131l\u0131n\u0131n sonunda, pop\u00fcler programlama merkezi <\/span><a href=\"https:\/\/www.theverge.com\/2022\/12\/5\/23493932\/chatgpt-ai-generated-answers-temporarily-banned-stack-overflow-llms-dangers\"><br \/>\n  <span style=\"font-weight: 400;\">Stack Overflow yapay zeka taraf\u0131ndan olu\u015fturulan <\/span><br \/>\n<\/a> <span style=\"font-weight: 400;\">forumunda cevaplar. Uygulama ile ilgili y\u00fcksek hata oran\u0131 ve yanl\u0131\u015fl\u0131klardan bahsettiler. Bununla birlikte, teknoloji hen\u00fcz ba\u015flang\u0131\u00e7 a\u015famas\u0131ndad\u0131r; dahas\u0131, yapay zeka taraf\u0131ndan \u00fcretilen \u00e7\u0131kt\u0131lardan duyulan memnuniyetsizlik, teknolojinin kendisinden oldu\u011fu kadar k\u00f6t\u00fc h\u0131zl\u0131 m\u00fchendislikten de kaynaklanmaktad\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Teknoloji konusundaki ku\u015fkulara ra\u011fmen, bir <\/span><a href=\"https:\/\/www.mckinsey.com\/featured-insights\/mckinsey-explainers\/what-is-prompt-engineering\"><br \/>\n  <span style=\"font-weight: 400;\">McKinsey&#8217;in son makalesi<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  h\u0131zl\u0131 m\u00fchendisli\u011fin programlama d\u00fcnyas\u0131nda halihaz\u0131rda sahip oldu\u011fu etkiyi vurguluyor. Dan\u0131\u015fmanl\u0131k firmas\u0131n\u0131n  <\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/quantumblack\/our-insights\/the-state-of-ai-in-2023-generative-ais-breakout-year\"><span style=\"font-weight: 400;\">2023&#8217;te yapay zekan\u0131n durumu: \u00dcretken YZ&#8217;nin \u00e7\u0131k\u0131\u015f y\u0131l\u0131<\/span><\/a><span style=\"font-weight: 400;\">  iki ilgin\u00e7 e\u011filimi payla\u015ft\u0131. \u0130lk olarak, yapay zekaya yat\u0131r\u0131m yapan kurulu\u015flar\u0131n %7&#8217;si h\u0131zl\u0131 m\u00fchendisleri i\u015fe al\u0131yor. \u0130kinci olarak, yapay zeka kullanan \u015firketler, yapay zeka ile ilgili yaz\u0131l\u0131m m\u00fchendisli\u011fi rollerini %38&#8217;den %28&#8217;e d\u00fc\u015f\u00fcrm\u00fc\u015ft\u00fcr.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu e\u011filimleri yorumlaman\u0131n bir yolu, i\u015fletmelerin bu kurulum konusunda rahat olduklar\u0131 ve yaz\u0131l\u0131m otomasyonunu makinelerine devretmeye haz\u0131r olduklar\u0131d\u0131r. Bu rakamlar mevcut m\u00fchendisleri \u00fcrk\u00fctse de McKinsey anketine g\u00f6re &#8220;sadece y\u00fczde 8&#8217;i i\u015f g\u00fcc\u00fcn\u00fcn be\u015fte birden fazla azalaca\u011f\u0131n\u0131 s\u00f6yl\u00fcyor.&#8221; Genel olarak, m\u00fchendislerin yapay zeka taraf\u0131ndan \u00fcretilen yaz\u0131l\u0131m otomasyonuna y\u00f6nelik e\u011filimden yararlanmak i\u00e7in muhtemelen yeniden beceri kazanmalar\u0131 gerekecektir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yapay zeka taraf\u0131ndan \u00fcretilen yaz\u0131l\u0131m otomasyonu i\u00e7in bariz bir uygulama, otomasyon botlar\u0131 olu\u015fturmay\u0131 i\u00e7erir. Bununla birlikte, h\u0131zl\u0131 m\u00fchendislik, konu\u015fmaya odaklanmas\u0131 sayesinde g\u00f6r\u00fcn\u00fc\u015fte kullan\u0131c\u0131 dostu bir aray\u00fcz olsa da, mevcut \u00e7\u00f6z\u00fcmlerin yerini al\u0131p alamayaca\u011f\u0131 hen\u00fcz belli de\u011fil.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.zaptest.com\/\">ZAPTEST<\/a> gibi yaz\u0131l\u0131mlar bir\u00e7ok y\u00f6nden yaz\u0131l\u0131m otomasyonu pazar\u0131n\u0131 demokratikle\u015ftirdi bile. Teknik olmayan ekiplerin<a href=\"https:\/\/www.zaptest.com\/rpa\"> y\u00fcksek kaliteli RPA<\/a> botlar\u0131 olu\u015fturmas\u0131na olanak tan\u0131yan kodsuz ara\u00e7lar art\u0131k burada. ChatGPT gibi yaz\u0131l\u0131mlar botlar olu\u015fturabilse de, uygulama ve bak\u0131m yaz\u0131l\u0131m m\u00fchendisi olmayanlar ve hatta olanlar i\u00e7in bile zor olabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">GUI&#8217;nizden insan-bilgisayar etkile\u015fimlerini kaydetmek ve bu hareketleri koda d\u00f6n\u00fc\u015ft\u00fcrmek, komut istemleri kullanmaktan \u00e7ok daha kullan\u0131c\u0131 dostudur. LLM&#8217;nin karars\u0131z ve hatalarla dolu kod \u00fcretme potansiyeli ile birle\u015fti\u011finde, RPA yaz\u0131l\u0131m\u0131n\u0131n \u00f6ng\u00f6r\u00fclebilir gelecekte hi\u00e7bir yere gitmeyece\u011fini s\u00f6ylemek do\u011fru olur.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"2_Yapilandirilmamis_verileri_donusturme\"><\/span><strong>#2. Yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri d\u00f6n\u00fc\u015ft\u00fcrme<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-56614\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/03\/checklist-uat-1024x683.jpeg\" alt=\"kontrol listesi uat, web uygulama test ara\u00e7lar\u0131, otomasyon ve daha fazlas\u0131\" width=\"572\" height=\"381\"><\/p>\n<p><span style=\"font-weight: 400;\">Yap\u0131land\u0131r\u0131lmam\u0131\u015f veriler <a href=\"https:\/\/www.zaptest.com\/a-complete-guide-to-robotic-process-automation-rpa\">Robotik S\u00fcre\u00e7 Otomasyonu&#8217;<\/a>nun g\u00fc\u00e7l\u00fc yan\u0131 de\u011fildir. Teknoloji, e-postalar, resimler, ses ve daha fazlas\u0131 gibi \u015feyleri i\u015flemek i\u00e7in tasarlanmam\u0131\u015ft\u0131r. RPA ara\u00e7lar\u0131, organize yap\u0131lara sahip \u00f6nceden tan\u0131mlanm\u0131\u015f veri modellerine ihtiya\u00e7 duyar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerin b\u00fcy\u00fck bir k\u0131sm\u0131 do\u011fal dil metinlerinden olu\u015fmaktad\u0131r. Bu bilgileri &#8220;anlamak&#8221; ve onlardan anlam \u00e7\u0131karmak i\u00e7in b\u00fcy\u00fck dil modelleri olu\u015fturulur. Dolay\u0131s\u0131yla bu durum, bu metinleri yorumlamak ve RPA ara\u00e7lar\u0131 i\u00e7in kabul edilebilir bir formata d\u00f6n\u00fc\u015ft\u00fcrmek isteyen ekipler i\u00e7in \u00f6nemli bir f\u0131rsat yaratmaktad\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir\u00e7ok ekip, duyarl\u0131l\u0131k analizinde kendilerine yard\u0131mc\u0131 olmas\u0131 i\u00e7in y\u0131llard\u0131r do\u011fal dil i\u015fleme (NLP) kullan\u0131yor. Fikir madencili\u011fi olarak da bilinen bu s\u00fcre\u00e7, kurulu\u015flar\u0131n t\u00fcketicilerin markalara y\u00f6nelik duygu ve tutumlar\u0131n\u0131 takip etmesine yard\u0131mc\u0131 olur. \u00c7o\u011fu durumda, bu ara\u00e7lar metin i\u00e7indeki olumlu, olumsuz ve n\u00f6tr duygular\u0131 tespit etmek i\u00e7in kullan\u0131l\u0131r. Bununla birlikte, teknoloji \u00e7ok daha ayr\u0131nt\u0131l\u0131 duygusal alg\u0131lama yetene\u011fine de sahiptir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Piyasada bu i\u015flevi sunan \u00e7e\u015fitli ara\u00e7lar olsa da LLM, insanlar\u0131n bir \u00fcr\u00fcn veya hizmet hakk\u0131nda ne hissetti\u011fini anlaman\u0131n \u00f6tesinde daha \u00e7ok y\u00f6nl\u00fc kullan\u0131ma giden bir yol sa\u011flar. \u00d6rne\u011fin, veri analiti\u011fi son y\u0131llarda pop\u00fclerlik kazanm\u0131\u015ft\u0131r. B\u00fcy\u00fck Veri, veriye dayal\u0131 karar verme s\u00fcrecine yard\u0131mc\u0131 olan i\u00e7g\u00f6r\u00fcler ve anlay\u0131\u015flar elde etmelerini sa\u011flayarak \u015firketlere avantaj sa\u011flar.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Robotik S\u00fcre\u00e7 Otomasyonu ara\u00e7lar\u0131 veri toplama konusunda yard\u0131mc\u0131 olabilir. Ancak, yukar\u0131da da belirtti\u011fimiz gibi, belirli bilgi t\u00fcrleriyle m\u00fccadele etmektedirler. Bununla birlikte, B\u00fcy\u00fck Dil Modelleri kullanan yapay zeka ara\u00e7lar\u0131yla e\u015fle\u015ftirildi\u011finde, RPA b\u00fcy\u00fck miktarda veri toplayabilir ve bunlar\u0131 \u0130\u015f Zekas\u0131 (BI) ara\u00e7lar\u0131 i\u00e7in gerekli olan bilgileri \u00fcretmek i\u00e7in kullanabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00dcretken Yapay Zekan\u0131n en heyecan verici y\u00f6nlerinden biri, veri girdilerini anlamland\u0131rma yetene\u011fidir. Do\u011fru bilgi istemi m\u00fchendisli\u011fi ile ekipler bu verileri RPA ara\u00e7lar\u0131 i\u00e7in uygun bir formata d\u00f6n\u00fc\u015ft\u00fcrebilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA, B\u00fcy\u00fck Veri i\u015f ak\u0131\u015flar\u0131n\u0131 daha verimli hale getirmeye yard\u0131mc\u0131 olabilir. Yeni ba\u015flayanlar i\u00e7in, hem veri giri\u015fi hem de veri \u00e7\u0131karma konusunda yard\u0131mc\u0131 olmas\u0131 i\u00e7in kullanabilirsiniz. Bununla birlikte, belki de en de\u011ferli ve ilgi \u00e7ekici kullan\u0131m durumlar\u0131, verileri d\u00f6n\u00fc\u015ft\u00fcrmek, temizlemek ve y\u00fcklemek i\u00e7in RPA ara\u00e7lar\u0131n\u0131n kullan\u0131lmas\u0131n\u0131 veya veri ge\u00e7i\u015finin h\u0131zl\u0131, verimli ve do\u011fru bir \u015fekilde \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flamay\u0131 i\u00e7erir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dikkat edilmesi gereken bir di\u011fer \u00f6nemli nokta da veri y\u00f6neti\u015fimidir. Veri taleplerinin otomatikle\u015ftirilmesi, kurulu\u015flar\u0131n uyumlulu\u011fu s\u00fcrd\u00fcrmesine yard\u0131mc\u0131 olur ve verileri manuel \u00e7al\u0131\u015fanlar\u0131n g\u00f6z\u00fcnden uzak tutar.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_Test_Otomasyonu\"><\/span><strong>#3. Test Otomasyonu<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img alt=\"Top 30 Most Popular RPA (robotic process automation) Tools &amp; Software\" alt=\"Top 30 Most Popular RPA (robotic process automation) Tools &amp; Software\" decoding=\"async\" class=\"aligncenter size-large wp-image-51170\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/01\/zaptest-1-1024x512.gif\" alt=\"\" width=\"1024\" height=\"512\"><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.zaptest.com\/a-complete-guide-to-software-testing-automation\">Test Otomasyonu<\/a>, yaz\u0131l\u0131m\u0131 do\u011frulamak i\u00e7in daha h\u0131zl\u0131 bir yol sa\u011flad\u0131\u011f\u0131 i\u00e7in yaz\u0131l\u0131m geli\u015ftirme \u00e7evrelerinde ilgi g\u00f6rmeye ba\u015flam\u0131\u015ft\u0131r. Test ve kalite g\u00fcvencesi geleneksel olarak pahal\u0131 ve zaman alan s\u00fcre\u00e7lerdir; test otomasyonu bu zorluklar\u0131n her ikisine de bir \u00e7\u00f6z\u00fcm sunar.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u0131zl\u0131 m\u00fchendisli\u011fin yapabilece\u011fi ilk \u015feylerden biri test senaryolar\u0131n\u0131n kalitesini art\u0131rmakt\u0131r. Do\u011fru komutlarla bu makineler test senaryolar\u0131n\u0131 analiz edebilir ve sorunlar\u0131 ve \u00e7\u00f6z\u00fcmleri belirleyebilir. Bu s\u00fcre\u00e7, test senaryolar\u0131n\u0131n kapsam\u0131n\u0131 geli\u015ftirebilir ve daha kapsaml\u0131 testler yap\u0131lmas\u0131n\u0131 sa\u011flayabilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d6rne\u011fin, b\u00fcy\u00fck bir dil modeli kodunu t\u0131pk\u0131 bir insan g\u00f6zden ge\u00e7iriciye yapt\u0131\u011f\u0131n\u0131z gibi besleyebilirsiniz. Bu makineler kod \u00fczerinde h\u0131zl\u0131 bir \u015fekilde \u00e7al\u0131\u015farak hatalar\u0131, buglar\u0131 ve hatta performans sorunlar\u0131n\u0131 tespit edebilir. Belki de daha ilgi \u00e7ekici olan\u0131, LLM&#8217;lerin test senaryosu kodunu sadece par\u00e7ac\u0131klardan tamamlama imkan\u0131 sunarak test senaryolar\u0131n\u0131n olu\u015fturulmas\u0131n\u0131 h\u0131zland\u0131rmas\u0131d\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u0131zl\u0131 m\u00fchendislik, yaz\u0131l\u0131m geli\u015ftirmede <a href=\"https:\/\/www.zaptest.com\/what-is-agile-testing-process-life-cycle-methods-implementation\">\u00c7evik\/DevOps<\/a> yakla\u015f\u0131m\u0131n\u0131n ortaya \u00e7\u0131kmas\u0131na neden olan bir\u00e7ok sorunun \u00fcstesinden gelmeyi ama\u00e7lamaktad\u0131r. M\u00fchendisler, uygulamalar da\u011f\u0131t\u0131lmadan \u00f6nce sorunlar\u0131 tespit edebilecek verimli, kolayca tekrarlanabilir testler istiyor. Buradaki fikir, yaz\u0131l\u0131m geli\u015ftiricilerin zaman kazanarak daha yarat\u0131c\u0131 ve de\u011fer odakl\u0131 g\u00f6revlere konsantre olabilmeleridir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Klasik bir makalede \u00f6zetlendi\u011fi gibi, <\/span><a href=\"https:\/\/www.researchgate.net\/publication\/254034665_Technical_Debt_in_Test_Automation\"><br \/>\n  <span style=\"font-weight: 400;\">Test Otomasyonunda Teknik Bor\u00e7<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  (K. Wiklund, 2012), yaz\u0131l\u0131m geli\u015ftirme ekipleri, yaz\u0131l\u0131mlar\u0131n\u0131 manuel olarak test etmek ve do\u011frulamak i\u00e7in \u00e7ok fazla zaman harcarlarsa sorunlarla kar\u015f\u0131la\u015fabilirler. Test otomasyon \u00e7\u00f6z\u00fcmlerinin ilk maliyetleri, otomasyon deneyimi eksikli\u011fi ve hatta eski y\u00f6ntemlerin tercih edilmesi bu yava\u015flamalara katk\u0131da bulunabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00c7evik yaz\u0131l\u0131m geli\u015ftirmenin en ilgin\u00e7 y\u00f6nlerinden biri <\/span><a href=\"https:\/\/scaledagileframework.com\/behavior-driven-development\/\"><br \/>\n  <span style=\"font-weight: 400;\">Davran\u0131\u015f Odakl\u0131 Geli\u015ftirme (BDD).<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  Bu kavram, beklenen kullan\u0131c\u0131 davran\u0131\u015flar\u0131 ile yaz\u0131l\u0131m geli\u015ftirmeyi ifade eder. Bu yakla\u015f\u0131m\u0131 uygulamak a\u00e7\u0131k\u00e7a zaman kazand\u0131rabilirken, bir\u00e7ok ekip bu otomasyonu hayata ge\u00e7irmekte zorlan\u0131yor. Ancak, LLM&#8217;ler bir \u00e7\u00f6z\u00fcm sa\u011flayabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Teknik borcun en yayg\u0131n belirtilerinden baz\u0131lar\u0131 zay\u0131f dok\u00fcmantasyon ve sa\u011flam testlerin eksikli\u011fidir. Bunlar, g\u00fcn\u00fcm\u00fcz LLM&#8217;lerinin \u00e7\u00f6z\u00fclmesine yard\u0131mc\u0131 olabilece\u011fi sorunlard\u0131r. Bununla birlikte, yeniden d\u00fczenleme gibi di\u011fer \u00f6nemli belirtiler, mevcut Jeneratif Yapay Zeka i\u00e7in \u00e7ok karma\u015f\u0131kt\u0131r ve zaman tasarrufu sa\u011flamayabilir.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Son_dusunceler\"><\/span><strong>Son d\u00fc\u015f\u00fcnceler<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-59582\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/img80.png\" alt=\"alfa testi vs beta testi\" width=\"107\" height=\"179\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/img80.png 479w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/img80-180x300.png 180w\" sizes=\"(max-width: 107px) 100vw, 107px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u00dcretken yapay zeka uygulamalar\u0131 muazzam bir potansiyele sahiptir. Bununla birlikte, kullan\u0131c\u0131 dostu, konu\u015fmaya dayal\u0131 aray\u00fcz yan\u0131lt\u0131c\u0131 olabilir. Bir\u00e7ok ki\u015fi bu makinelerden kaliteli \u00e7\u0131kt\u0131lar elde etmenin kolay oldu\u011funa inan\u0131yor. Ancak, m\u00fckemmel h\u0131zl\u0131 m\u00fchendislik bekledi\u011finizden daha karma\u015f\u0131kt\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Etkili h\u0131zl\u0131 m\u00fchendislik, \u00e7ok fazla deneme yan\u0131lma gerektirir. Ayr\u0131ca, cevaplar\u0131n faydal\u0131 olmas\u0131n\u0131 sa\u011flamak i\u00e7in m\u00fchendis ad\u0131na \u00e7ok fazla \u00f6ng\u00f6r\u00fc gerektirir. Son olarak, iyi duyurulmu\u015f hata potansiyeli nedeniyle \u00e7al\u0131\u015fman\u0131n kontrol edilmesi ve tekrar kontrol edilmesi \u00f6nemlidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u0131zl\u0131 m\u00fchendislik i\u015fleri art\u0131yor olsa da, herkes buna ikna olmu\u015f de\u011fil. Harvard Business Review&#8217;da yazan O\u011fuz A. Acar, \u015fu ilgin\u00e7 iddiada bulunuyor  <\/span><a href=\"https:\/\/hbr.org\/2023\/06\/ai-prompt-engineering-isnt-the-future\"><span style=\"font-weight: 400;\">&#8220;gelecek nesil yapay zeka sistemleri do\u011fal dili anlama konusunda daha sezgisel ve becerikli hale gelecek ve titizlikle tasarlanm\u0131\u015f y\u00f6nlendirmelere olan ihtiyac\u0131 azaltacakt\u0131r.&#8221;<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Gelecekte ne olursa olsun, \u00dcretken Yapay Zeka da bu kar\u0131\u015f\u0131m\u0131n i\u00e7inde olacak. H\u0131zl\u0131 m\u00fchendislik \u00e7ok \u015fey vaat etse de, tam olarak nas\u0131l bir rol oynayaca\u011f\u0131n\u0131 kesin olarak s\u00f6ylemek zor.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130lgin\u00e7 bir \u015fekilde, yaz\u0131l\u0131m test otomasyon yaz\u0131l\u0131m\u0131, uygulamalar\u0131n do\u011frulu\u011fundan veya kapsaml\u0131 do\u011frulamas\u0131ndan \u00f6d\u00fcn vermeden yaz\u0131l\u0131m geli\u015ftirmeyi h\u0131zland\u0131rmaya uygunlu\u011funu g\u00f6steren kullan\u0131m \u00f6rnekleri ve ba\u015far\u0131 \u00f6yk\u00fcleriyle doludur.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">ZAPTEST gibi ara\u00e7lar, geli\u015ftiricilerin yetersiz zaman ve kaynak, teknik bor\u00e7, dok\u00fcmantasyon ve kapsaml\u0131 test ve RPA gibi sorunlar\u0131 ele almas\u0131na zaten izin veriyor. Dahas\u0131, bu ara\u00e7lar h\u0131zl\u0131 m\u00fchendislikten daha kullan\u0131c\u0131 dostudur, bu da onlar\u0131 teknik olmayan ekipler i\u00e7in \u00e7ok daha uygun se\u00e7enekler haline getirir. Her zaman oldu\u011fu gibi, ger\u00e7ek potansiyel bu heyecan verici otomasyon teknolojilerinin kesi\u015fti\u011fi noktada yat\u0131yor.  <\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ChatGPT, Bard ve di\u011fer \u00f6nde gelen B\u00fcy\u00fck Dil Modelleri (LLM&#8217;ler) ge\u00e7ti\u011fimiz y\u0131l boyunca haber ak\u0131\u015flar\u0131m\u0131za hakim oldu. Ve hakl\u0131 olarak. Bu heyecan verici teknolojiler bize yapay zekan\u0131n gelece\u011fine, g\u00fcc\u00fcne ve olanaklar\u0131na bir bak\u0131\u015f sunuyor. Kamuoyundaki heyecan\u0131n b\u00fcy\u00fck bir k\u0131sm\u0131 metin, resim ve video olu\u015fturmaya odaklanm\u0131\u015f olsa da, bu ara\u00e7lar yaz\u0131l\u0131m otomasyonu gibi pek \u00e7ok ba\u015fka [&hellip;]<\/p>\n","protected":false},"author":14624,"featured_media":69229,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"Yaz\u0131l\u0131m Otomasyonunda H\u0131zl\u0131 M\u00fchendislik - Def. & S\u00fcre\u00e7","_seopress_titles_desc":"Generative AI ve Prompt Engineering'den, Yaz\u0131l\u0131m Testi ve RPA'daki teknolojinin \u00f6zel uygulamalar\u0131 ve uygulamalar\u0131 hakk\u0131nda bilgi edinin.","_seopress_robots_index":"","_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","content-type":"","footnotes":"","beyondwords_generate_audio":"","beyondwords_integration_method":"","beyondwords_project_id":"","beyondwords_content_id":"","beyondwords_preview_token":"","beyondwords_player_content":"","beyondwords_player_style":"","beyondwords_language_code":"","beyondwords_language_id":"","beyondwords_title_voice_id":"","beyondwords_body_voice_id":"","beyondwords_summary_voice_id":"","beyondwords_error_message":"","beyondwords_disabled":"","beyondwords_delete_content":"","beyondwords_podcast_id":"","beyondwords_hash":"","publish_post_to_speechkit":"","speechkit_hash":"","speechkit_generate_audio":"","speechkit_project_id":"","speechkit_podcast_id":"","speechkit_error_message":"","speechkit_disabled":"","speechkit_access_key":"","speechkit_error":"","speechkit_info":"","speechkit_response":"","speechkit_retries":"","speechkit_status":"","speechkit_updated_at":"","_speechkit_link":"","_speechkit_text":""},"categories":[494],"tags":[],"class_list":{"0":"post-69209","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-yapay-zeka"},"acf":{"short_name":"Yaz\u0131l\u0131m Otomasyonunda H\u0131zl\u0131 M\u00fchendislik"},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts\/69209","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/users\/14624"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/comments?post=69209"}],"version-history":[{"count":1,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts\/69209\/revisions"}],"predecessor-version":[{"id":69228,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts\/69209\/revisions\/69228"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/media\/69229"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/media?parent=69209"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/categories?post=69209"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/tags?post=69209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}