{"id":12890,"date":"2025-02-19T05:00:12","date_gmt":"2025-02-19T02:00:12","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/"},"modified":"2025-02-19T05:00:12","modified_gmt":"2025-02-19T02:00:12","slug":"yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/","title":{"rendered":"Yapay Zeka&#8217;n\u0131n Ara\u00e7lar Kullanarak Karma\u015f\u0131k Problemleri \u00c7\u00f6zmesi: Arac\u0131 Ak\u0131l Y\u00fcr\u00fctme"},"content":{"rendered":"<p><body><\/p>\n<p>Yapay Zeka&#8217;n\u0131n Ara\u00e7lar Kullanarak Karma\u015f\u0131k Problemleri \u00c7\u00f6zmesi: Arac\u0131 Ak\u0131l Y\u00fcr\u00fctme<\/p>\n<p>Son y\u0131llarda yapay zeka alan\u0131nda kaydedilen geli\u015fmeler, makinelerin karma\u015f\u0131k problemleri insan m\u00fcdahalesine daha az ihtiya\u00e7 duyarak \u00e7\u00f6zme yeteneklerini \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rd\u0131.  Bu geli\u015fmelerin merkezinde ise &#8220;<strong>arac\u0131 ak\u0131l y\u00fcr\u00fctme (agentic reasoning)<\/strong>&#8221; kavram\u0131 yer almaktad\u0131r.  Arac\u0131 ak\u0131l y\u00fcr\u00fctme, yapay zeka modellerinin, bir problemi \u00e7\u00f6zmek i\u00e7in \u00e7e\u015fitli ara\u00e7lar\u0131 ve kaynaklar\u0131 stratejik bir \u015fekilde kullanma yetene\u011fini ifade eder.  \u00d6rne\u011fin, bir b\u00fcy\u00fck dil modeli (LLM), bir soruyu yan\u0131tlamak i\u00e7in internette arama yapmay\u0131, bir hesap makinesi kullanmay\u0131 veya ba\u015fka bir programla etkile\u015fime ge\u00e7meyi se\u00e7ebilir. Bu, daha \u00f6nceki yapay zeka sistemlerinin aksine, \u00e7ok daha kapsaml\u0131 ve esnek problem \u00e7\u00f6zme olana\u011f\u0131 sa\u011flar. <\/p>\n<p>Ba\u015fka bir deyi\u015fle, arac\u0131l\u0131k ak\u0131l y\u00fcr\u00fctme, yapay zeka modellerinin  yaln\u0131zca \u00f6nceden e\u011fitildikleri verilerle s\u0131n\u0131rl\u0131 kalmaks\u0131z\u0131n,  \u00e7evreleriyle etkile\u015fim kurarak ve yeni bilgiler edinerek problemleri \u00e7\u00f6zmelerine olanak tan\u0131r.  Bu, yapay zeka sistemlerinin ger\u00e7ek d\u00fcnya uygulamalar\u0131nda \u00e7ok daha g\u00fc\u00e7l\u00fc ve etkili hale gelmelerine yol a\u00e7ar.  \u00d6rne\u011fin, bir chatbot, bir kullan\u0131c\u0131n\u0131n sorusunu cevaplamak i\u00e7in \u00f6ncelikle soruyu analiz eder, ard\u0131ndan gerekli bilgileri bulmak i\u00e7in bir arama motoru kullan\u0131r ve son olarak bu bilgileri kullanarak anla\u015f\u0131l\u0131r bir yan\u0131t olu\u015fturur.<\/p>\n<p>Bu y\u00f6ntemin temelini,  yapay zeka modellerinin kendi eylemlerinin sonu\u00e7lar\u0131n\u0131 tahmin etme ve bu tahminlere g\u00f6re karar verme yetene\u011fi olu\u015fturur.  Bu,  planlama,  \u00f6ng\u00f6r\u00fc ve  uyum sa\u011flama yeteneklerini gerektirir.  Dolay\u0131s\u0131yla, arac\u0131l\u0131k ak\u0131l y\u00fcr\u00fctme,  sadece bilgi i\u015flemeyi de\u011fil,  aktif ve stratejik bir problem \u00e7\u00f6zme yakla\u015f\u0131m\u0131n\u0131 da i\u00e7erir.  Bu yakla\u015f\u0131m, karma\u015f\u0131k ve belirsiz ortamlarda bile \u00e7\u00f6z\u00fcm \u00fcretme olana\u011f\u0131 sa\u011flar.<\/p>\n<p><strong>B\u00fcy\u00fck Dil Modelleri (LLM&#8217;ler) ve Arac\u0131 Ak\u0131l Y\u00fcr\u00fctme:<\/strong> B\u00fcy\u00fck dil modelleri, arac\u0131l\u0131k ak\u0131l y\u00fcr\u00fctme yeteneklerinin en belirgin \u00f6rneklerinden birini sunmaktad\u0131r.  LLM&#8217;ler, geni\u015f miktarda metin verisi \u00fczerinde e\u011fitildikleri i\u00e7in,  farkl\u0131 g\u00f6revleri yerine getirmek i\u00e7in \u00e7e\u015fitli ara\u00e7lar\u0131 ve stratejileri etkin bir \u015fekilde kullanabilirler.  \u00d6rne\u011fin, bir LLM, bir \u00f6yk\u00fc yazmak i\u00e7in internetten ara\u015ft\u0131rma yapabilir,  yaz\u0131m hatalar\u0131n\u0131 d\u00fczeltmek i\u00e7in bir yaz\u0131m denetleyici kullanabilir veya  tasar\u0131m \u00f6nerileri i\u00e7in bir g\u00f6r\u00fcnt\u00fc olu\u015fturucu ile etkile\u015fime girebilir.<\/p>\n<p>Ancak, arac\u0131l\u0131k ak\u0131l y\u00fcr\u00fctmenin  hen\u00fcz geli\u015ftirme a\u015famas\u0131nda oldu\u011funu belirtmek \u00f6nemlidir.  Sistemlerin  g\u00fcvenilirlik,  a\u00e7\u0131klanabilirlik ve  etik kayg\u0131lar a\u00e7\u0131s\u0131ndan daha fazla geli\u015fmeye ihtiyac\u0131 vard\u0131r.  \u00d6rne\u011fin, bir LLM&#8217;nin yanl\u0131\u015f bilgileri kullanarak veya  zararl\u0131 sonu\u00e7lar do\u011furabilecek eylemlerde bulunabilece\u011fi riskleri vard\u0131r.  Bu t\u00fcr riskleri en aza indirmek i\u00e7in,  sistemlerin  daha g\u00fcvenilir ve \u015feffaf bir \u015fekilde \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flamak i\u00e7in s\u00fcrekli \u00e7al\u0131\u015fma ve geli\u015ftirmeler gerekmektedir.<\/p>\n<p>Sonu\u00e7 olarak, arac\u0131l\u0131k ak\u0131l y\u00fcr\u00fctme, yapay zeka sistemlerinin yeteneklerini \u00f6nemli \u00f6l\u00e7\u00fcde geni\u015fleten ve onlar\u0131 daha g\u00fc\u00e7l\u00fc problem \u00e7\u00f6z\u00fcc\u00fcler haline getiren \u00f6nemli bir geli\u015fmedir.  Bu alandaki \u00e7al\u0131\u015fmalar devam ettik\u00e7e,  yapay zekan\u0131n g\u00fcnl\u00fck hayat\u0131m\u0131zdaki etkisi daha da artacakt\u0131r.  Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.  Ayr\u0131ca, konu hakk\u0131nda daha derinlemesine bilgi edinmek i\u00e7in  <a href=\"https:\/\/dev.to\/exploredataaiml\/agentic-reasoning-how-ai-models-use-tools-to-solve-complex-problems-4e52\">bu \u0130ngilizce makaleyi<\/a> inceleyebilirsiniz.<\/p>\n<h3>#Etiketler<\/h3>\n<p>#YapayZeka #Arac\u0131Ak\u0131lY\u00fcr\u00fctme #B\u00fcy\u00fckDilModelleri #Problem\u00c7\u00f6zme #AI #LLM #Ara\u00e7Kullan\u0131m\u0131 #Teknoloji<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Yapay Zeka&#8217;n\u0131n Ara\u00e7lar Kullanarak Karma\u015f\u0131k Problemleri \u00c7\u00f6zmesi: Arac\u0131 Ak\u0131l Y\u00fcr\u00fctme Son y\u0131llarda yapay zeka alan\u0131nda kaydedilen geli\u015fmeler, makinelerin&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-12890","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Yapay Zeka&#039;n\u0131n Ara\u00e7lar Kullanarak Karma\u015f\u0131k Problemleri \u00c7\u00f6zmesi: Arac\u0131 Ak\u0131l Y\u00fcr\u00fctme<\/title>\n<meta name=\"description\" content=\"Son y\u0131llarda yapay zeka alan\u0131nda kaydedilen geli\u015fmeler, makinelerin karma\u015f\u0131k problemleri insan m\u00fcdahalesine daha az ihtiya\u00e7 duyarak \u00e7\u00f6zme yeteneklerini \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rd\u0131. Bu geli\u015fmelerin merkezinde ise &quot;arac\u0131 ak\u0131l y\u00fcr\u00fctme (agentic reasoning)&quot; kavram\u0131 yer almaktad\u0131r. Arac\u0131 ak\u0131l y\u00fcr\u00fctme, yapay zeka modellerinin, bir problemi \u00e7\u00f6zmek i\u00e7in \u00e7e\u015fitli ara\u00e7lar\u0131 ve kaynaklar\u0131 stratejik bir \u015fekilde kullanma yetene\u011fini ifade eder. \u00d6rne\u011fin, bir b\u00fcy\u00fck dil modeli (LLM), bir soruyu yan\u0131tlamak i\u00e7in internette arama yapmay\u0131, bir hesap makinesi kullanmay\u0131 veya ba\u015fka bir programla etkile\u015fime ge\u00e7meyi se\u00e7ebilir. Bu, daha \u00f6nceki yapay zeka sistemlerinin aksine, \u00e7ok daha kapsaml\u0131 ve esnek problem \u00e7\u00f6zme olana\u011f\u0131 sa\u011flar.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka&#039;n\u0131n Ara\u00e7lar Kullanarak Karma\u015f\u0131k Problemleri \u00c7\u00f6zmesi: Arac\u0131 Ak\u0131l Y\u00fcr\u00fctme\" \/>\n<meta property=\"og:description\" content=\"Son y\u0131llarda yapay zeka alan\u0131nda kaydedilen geli\u015fmeler, makinelerin karma\u015f\u0131k problemleri insan m\u00fcdahalesine daha az ihtiya\u00e7 duyarak \u00e7\u00f6zme yeteneklerini \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rd\u0131. Bu geli\u015fmelerin merkezinde ise &quot;arac\u0131 ak\u0131l y\u00fcr\u00fctme (agentic reasoning)&quot; kavram\u0131 yer almaktad\u0131r. Arac\u0131 ak\u0131l y\u00fcr\u00fctme, yapay zeka modellerinin, bir problemi \u00e7\u00f6zmek i\u00e7in \u00e7e\u015fitli ara\u00e7lar\u0131 ve kaynaklar\u0131 stratejik bir \u015fekilde kullanma yetene\u011fini ifade eder. \u00d6rne\u011fin, bir b\u00fcy\u00fck dil modeli (LLM), bir soruyu yan\u0131tlamak i\u00e7in internette arama yapmay\u0131, bir hesap makinesi kullanmay\u0131 veya ba\u015fka bir programla etkile\u015fime ge\u00e7meyi se\u00e7ebilir. Bu, daha \u00f6nceki yapay zeka sistemlerinin aksine, \u00e7ok daha kapsaml\u0131 ve esnek problem \u00e7\u00f6zme olana\u011f\u0131 sa\u011flar.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-19T02:00:12+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Yapay Zeka&#8217;n\u0131n Ara\u00e7lar Kullanarak Karma\u015f\u0131k Problemleri \u00c7\u00f6zmesi: Arac\u0131 Ak\u0131l Y\u00fcr\u00fctme\",\"datePublished\":\"2025-02-19T02:00:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/\"},\"wordCount\":635,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-araclar-kullanarak-karmasik-problemleri-cozmesi-araci-akil-yurutme\/\",\"name\":\"Yapay Zeka'n\u0131n Ara\u00e7lar Kullanarak Karma\u015f\u0131k Problemleri \u00c7\u00f6zmesi: Arac\u0131 Ak\u0131l Y\u00fcr\u00fctme\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-02-19T02:00:12+00:00\",\"description\":\"Son y\u0131llarda yapay zeka alan\u0131nda kaydedilen geli\u015fmeler, makinelerin karma\u015f\u0131k problemleri insan m\u00fcdahalesine daha az ihtiya\u00e7 duyarak \u00e7\u00f6zme yeteneklerini \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rd\u0131. 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