{"id":815,"date":"2026-10-24T13:52:50","date_gmt":"2026-10-24T10:52:50","guid":{"rendered":"https:\/\/www.yunuskaytan.com\/?page_id=815"},"modified":"2026-10-24T13:52:50","modified_gmt":"2026-10-24T10:52:50","slug":"ders-1-ajan-nedir","status":"publish","type":"page","link":"https:\/\/www.yunuskaytan.com\/en\/yapay-zeka-ajan-kursu\/ders-1-ajan-nedir\/","title":{"rendered":"Ders 1 \u2014 Yapay zeka ajan\u0131 nedir?"},"content":{"rendered":"\n<div class=\"yk-page yk-lesson\">\n<nav class=\"yk-crumbs\" aria-label=\"Konum\"><a href=\"\/yapay-zeka-ajan-kursu\/\">Yapay Zeka Ajan Kursu<\/a> <i>\/<\/i> Ders 1<\/nav>\n<header>\n<p class=\"yk-eyebrow\">ders 1 \/ 10 \u00b7 yakla\u015f\u0131k 15 dk<\/p>\n<h1 class=\"yk-title\">Yapay zeka ajan\u0131 nedir?<\/h1>\n<p class=\"yk-lead\">\u201cAjan\u201d kelimesi her yerde. Bu derste ne oldu\u011funu, ne olmad\u0131\u011f\u0131n\u0131 ve ne zaman ger\u00e7ekten gerekti\u011fini netle\u015ftiriyoruz.<\/p>\n<div class=\"yk-progress\" style=\"--v:10%\" role=\"progressbar\" aria-valuenow=\"10\" aria-valuemin=\"0\" aria-valuemax=\"100\"><\/div>\n<\/header>\n<aside class=\"yk-goals\"><strong>Bu derste \u00f6\u011freneceklerin<\/strong><ul><li>Chatbot, i\u015f ak\u0131\u015f\u0131 ve ajan aras\u0131ndaki fark\u0131 anlatabilmek<\/li><li>Ajan d\u00f6ng\u00fcs\u00fcn\u00fcn d\u00f6rt bile\u015fenini bilmek<\/li><li>Bir i\u015fin ajan gerektirip gerektirmedi\u011fine karar verebilmek<\/li><\/ul><\/aside>\n<article class=\"yk-prose\">\n<h2>Chatbot, i\u015f ak\u0131\u015f\u0131, ajan: fark ne?<\/h2>\n<p>Bir dil modeline soru sorup cevap almak <strong>tek \u00e7a\u011fr\u0131d\u0131r<\/strong>. Ajan m\u00fchendisli\u011fi ise modeli bir <em>d\u00f6ng\u00fcn\u00fcn<\/em> i\u00e7ine koymakt\u0131r: model hedefe bakar, ne yapaca\u011f\u0131na karar verir, bir <strong>ara\u00e7<\/strong> \u00e7a\u011f\u0131r\u0131r, sonucu g\u00f6r\u00fcr ve hedefe ula\u015fana kadar devam eder.<\/p>\n<p>\u00dc\u00e7 seviyeyi birbirinden ay\u0131rmak, do\u011fru mimariyi se\u00e7menin yar\u0131s\u0131d\u0131r:<\/p>\n<ul><li><strong>Tek \u00e7a\u011fr\u0131:<\/strong> Metni \u00f6zetle, e-postay\u0131 s\u0131n\u0131fland\u0131r, \u00e7eviri yap. Ad\u0131mlar bellidir, tek istem yeter.<\/li><li><strong>\u0130\u015f ak\u0131\u015f\u0131 (workflow):<\/strong> Ad\u0131mlar\u0131 <em>sen<\/em> kodla s\u0131ralars\u0131n: \u00f6nce \u00e7\u0131kar, sonra do\u011frula, sonra yaz. Model her ad\u0131mda \u00e7al\u0131\u015f\u0131r ama yolu kod belirler.<\/li><li><strong>Ajan:<\/strong> Yolu <em>model<\/em> belirler. Ka\u00e7 ad\u0131m ataca\u011f\u0131, hangi arac\u0131 \u00e7a\u011f\u0131raca\u011f\u0131 \u00f6nceden bilinmez; sen yaln\u0131zca hedefi, ara\u00e7lar\u0131 ve s\u0131n\u0131rlar\u0131 verirsin.<\/li><\/ul>\n<h2>Ajan d\u00f6ng\u00fcs\u00fc<\/h2>\n<p>Her ajan\u0131n kalbinde ayn\u0131 basit fikir vard\u0131r:<\/p>\n<pre><code class=\"language-text\">hedef \u2500\u2500\u25ba [ MODEL ] \u2500\u2500\u25ba karar: ara\u00e7 m\u0131, cevap m\u0131?\n             \u25b2              \u2502\n             \u2502              \u251c\u2500 ara\u00e7 \u00e7a\u011f\u0131r \u2500\u2500\u25ba ara\u00e7 \u00e7al\u0131\u015f\u0131r \u2500\u2500\u25ba sonu\u00e7\n             \u2502              \u2502                                   \u2502\n             \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 sonucu ba\u011flama ekle \u25c4\u2500\u2500\u2518\n                            \u2502\n                            \u2514\u2500 cevap haz\u0131r \u2500\u2500\u25ba bitir<\/code><\/pre>\n<p>Bu d\u00f6ng\u00fcn\u00fcn d\u00f6rt par\u00e7as\u0131 vard\u0131r; kurs boyunca hepsini kendi elinle yazacaks\u0131n:<\/p>\n<ul><li><strong>Model:<\/strong> Karar veren beyin. API ile \u00e7a\u011f\u0131r\u0131rs\u0131n.<\/li><li><strong>Ara\u00e7lar:<\/strong> Modelin d\u00fcnyayla konu\u015fma yolu: dosya okuma, arama, hesaplama, e-posta g\u00f6nderme\u2026<\/li><li><strong>Ba\u011flam \/ bellek:<\/strong> Modelin o an g\u00f6rd\u00fc\u011f\u00fc her \u015fey: konu\u015fma ge\u00e7mi\u015fi, ara\u00e7 sonu\u00e7lar\u0131, notlar.<\/li><li><strong>S\u0131n\u0131rlar:<\/strong> Ad\u0131m limiti, izinler, onay mekanizmalar\u0131, maliyet tavan\u0131. Ajan\u0131 g\u00fcvenli k\u0131lan k\u0131s\u0131m budur.<\/li><\/ul>\n<h2>Ne zaman ajan kullanmal\u0131?<\/h2>\n<p>Ajanlar g\u00fc\u00e7l\u00fcd\u00fcr ama pahal\u0131, yava\u015f ve \u00f6ng\u00f6r\u00fclemezdir. Alt\u0131n kural: <strong>m\u00fcmk\u00fcn olan en basit \u00e7\u00f6z\u00fcmle ba\u015fla<\/strong>.<\/p>\n<ul><li>Ad\u0131mlar \u00f6nceden biliniyorsa \u2192 i\u015f ak\u0131\u015f\u0131 (veya tek \u00e7a\u011fr\u0131) kullan.<\/li><li>G\u00f6revin ka\u00e7 ad\u0131m s\u00fcrece\u011fi, hangi bilgiye bak\u0131laca\u011f\u0131 <em>duruma g\u00f6re de\u011fi\u015fiyorsa<\/em> \u2192 ajan d\u00fc\u015f\u00fcn.<\/li><li>Hata yapman\u0131n bedeli y\u00fcksekse (para, silme, d\u0131\u015far\u0131ya mesaj) \u2192 ajana <em>yetki verme<\/em>; insan onay\u0131 ekle (Ders 8).<\/li><\/ul>\n<aside class=\"yk-callout yk-tip\"><strong>\ud83d\udca1 Bu sitedeki \u00f6rnek<\/strong><p><a href=\"\/yapay-zeka-ajani\/\">Yapay Zeka Ajan\u0131<\/a> sayfas\u0131 ger\u00e7ek bir ajand\u0131r: sorunuza g\u00f6re sitede arama yapar, gerekirse yaz\u0131y\u0131 okur, sonra cevaplar. Ka\u00e7 kez arama yapaca\u011f\u0131na model karar verir. Kursun sonunda bunun nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 kendi kodunla da yazm\u0131\u015f olacaks\u0131n.<\/p><\/aside>\n<h2>Kursun yol haritas\u0131<\/h2>\n<p>\u00d6nce API&#8217;yi tan\u0131yaca\u011f\u0131z (Ders 2\u20133), sonra ara\u00e7 kullan\u0131m\u0131 ve ajan d\u00f6ng\u00fcs\u00fcn\u00fc s\u0131f\u0131rdan yazaca\u011f\u0131z (Ders 4\u20135). Ard\u0131ndan iyi ara\u00e7 tasar\u0131m\u0131, bellek, g\u00fcvenlik ve test konular\u0131na ge\u00e7ece\u011fiz (Ders 6\u20139). Son derste hepsini birle\u015ftirip kendi notlar\u0131n \u00fczerinde \u00e7al\u0131\u015fan bir ara\u015ft\u0131rma ajan\u0131 kuracaks\u0131n.<\/p>\n<\/article>\n<section class=\"yk-exercise\"><h2>\ud83d\udee0\ufe0f Al\u0131\u015ft\u0131rma<\/h2><ol><li>Son bir haftada yapt\u0131\u011f\u0131n 3 i\u015fi d\u00fc\u015f\u00fcn (\u00f6r. fatura takibi, rapor yazma, kod inceleme). Her birini <em>tek \u00e7a\u011fr\u0131 \/ i\u015f ak\u0131\u015f\u0131 \/ ajan<\/em> olarak s\u0131n\u0131fland\u0131r ve nedenini bir c\u00fcmleyle yaz.<\/li><li>Se\u00e7ti\u011fin bir i\u015f i\u00e7in ajan\u0131n hangi <strong>ara\u00e7lara<\/strong> ihtiya\u00e7 duyaca\u011f\u0131n\u0131 listele. Hangisi tehlikeli olabilir?<\/li><\/ol><\/section>\n<section class=\"yk-quiz\"><h2>\ud83c\udfaf Kendini s\u0131na<\/h2><details><summary>\u0130\u015f ak\u0131\u015f\u0131 ile ajan aras\u0131ndaki temel fark nedir?<\/summary><p>\u0130\u015f ak\u0131\u015f\u0131nda ad\u0131mlar\u0131n s\u0131ras\u0131n\u0131 sen kodlars\u0131n; ajanda s\u0131ray\u0131 ve ka\u00e7 ad\u0131m at\u0131laca\u011f\u0131n\u0131 model belirler.<\/p><\/details><details><summary>Neden \u201cher \u015feyi ajan yapal\u0131m\u201d demek k\u00f6t\u00fc fikirdir?<\/summary><p>Ajanlar daha \u00e7ok token harcar, daha yava\u015ft\u0131r, davran\u0131\u015flar\u0131 daha az \u00f6ng\u00f6r\u00fclebilirdir. Basit \u00e7\u00f6z\u00fcm yeterliyse onu se\u00e7.<\/p><\/details><details><summary>Ajan d\u00f6ng\u00fcs\u00fcn\u00fcn d\u00f6rt par\u00e7as\u0131 nedir?<\/summary><p>Model, ara\u00e7lar, ba\u011flam\/bellek ve s\u0131n\u0131rlar (ad\u0131m limiti, izinler, onay).<\/p><\/details><\/section>\n<nav class=\"yk-pager\" aria-label=\"Ders gezinmesi\"><a class=\"prev\" href=\"\/yapay-zeka-ajan-kursu\/\"><small>\u2190 Kurs ana sayfas\u0131<\/small><span>M\u00fcfredat<\/span><\/a><a class=\"next\" href=\"\/yapay-zeka-ajan-kursu\/ders-2-ilk-api-cagrisi\/\"><small>Sonraki ders \u2192<\/small><span>\u0130lk API \u00e7a\u011fr\u0131s\u0131<\/span><\/a><\/nav>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Yapay Zeka Ajan Kursu \/ Ders 1 ders 1 \/ 10 \u00b7 yakla\u015f\u0131k 15 dk Yapay zeka ajan\u0131 nedir? \u201cAjan\u201d kelimesi her yerde. Bu derste ne oldu\u011funu, ne\u2026<\/p>","protected":false},"author":1,"featured_media":0,"parent":814,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"class_list":["post-815","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ders 1 \u2014 Yapay zeka ajan\u0131 nedir? - Yunus KAYTAN<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.yunuskaytan.com\/en\/yapay-zeka-ajan-kursu\/ders-1-ajan-nedir\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ders 1 \u2014 Yapay zeka ajan\u0131 nedir? - Yunus KAYTAN\" \/>\n<meta property=\"og:description\" content=\"Yapay Zeka Ajan Kursu \/ Ders 1 ders 1 \/ 10 \u00b7 yakla\u015f\u0131k 15 dk Yapay zeka ajan\u0131 nedir? \u201cAjan\u201d kelimesi her yerde. 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