{"id":43193,"date":"2026-07-09T09:00:54","date_gmt":"2026-07-09T06:00:54","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/prompt-engineering-yapay-zekadan-en-iyi-yaniti-alma-sanati\/"},"modified":"2026-07-09T09:02:18","modified_gmt":"2026-07-09T06:02:18","slug":"prompt-engineering-yapay-zekadan-en-iyi-yaniti-alma-sanati","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/prompt-engineering-yapay-zekadan-en-iyi-yaniti-alma-sanati\/","title":{"rendered":"Prompt Engineering: Yapay Zekadan En \u0130yi Yan\u0131t\u0131 Alma Sanat\u0131"},"content":{"rendered":"<h2>Prompt Engineering: Yapay Zekadan En \u0130yi Yan\u0131t\u0131 Alma Sanat\u0131<\/h2>\n<p>Yapay zekadan do\u011fru yan\u0131tlar\u0131 almak bir sanat m\u0131d\u0131r? Prompt Engineering (Prompt M\u00fchendisli\u011fi) ile LLM modellerini etkili y\u00f6netmenin yollar\u0131n\u0131 ke\u015ffedin.<\/p>\n<p>Yapay zeka ara\u00e7lar\u0131yla ilk kar\u015f\u0131la\u015ft\u0131\u011f\u0131n\u0131zda muhtemelen b\u00fcy\u00fck bir heyecan duydunuz. Ancak, ald\u0131\u011f\u0131n\u0131z ilk yan\u0131tlar her zaman beklentilerinizi kar\u015f\u0131lad\u0131 m\u0131? Bir\u00e7ok kullan\u0131c\u0131, ChatGPT veya Claude gibi sistemlere basit sorular sorarak s\u0131radan cevaplar al\u0131r. Sonu\u00e7 olarak, yapay zekan\u0131n yetersiz oldu\u011funu d\u00fc\u015f\u00fcnerek hayal k\u0131r\u0131kl\u0131\u011f\u0131na u\u011frar. \u0130\u015fte tam bu noktada, Prompt Engineering (Prompt M\u00fchendisli\u011fi) devreye girer. Bu disiplin, b\u00fcy\u00fck dil modellerine (LLM &#8211; Large Language Models) en do\u011fru ve verimli \u015fekilde nas\u0131l talimat verece\u011fimizi inceler. \u00c7\u00fcnk\u00fc yapay zeka, sizin ne d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcn\u00fcz\u00fc tahmin edemez; sadece ona verdi\u011finiz kelimeleri analiz ederek bir \u00e7\u0131kt\u0131 \u00fcretir.<\/p>\n<p>Ba\u015fka bir deyi\u015fle, prompt m\u00fchendisli\u011fi sadece kelimeleri yan yana getirmek de\u011fildir. Aksine, yapay zekan\u0131n d\u00fc\u015f\u00fcnme yap\u0131s\u0131n\u0131 anlamak ve onunla ortak bir dil konu\u015fmakt\u0131r. G\u00fcn\u00fcm\u00fczde i\u015fletmeler, pazarlamac\u0131lar ve yaz\u0131l\u0131mc\u0131lar bu yetene\u011fi bir s\u00fcper g\u00fc\u00e7 olarak kullan\u0131yor. Do\u011fru tasarlanm\u0131\u015f bir girdi (input), i\u015fletme maliyetlerini d\u00fc\u015f\u00fcr\u00fcrken verimlili\u011fi on kat art\u0131rabilir. E\u011fer yapay zekay\u0131 sadece bir arama motoru gibi kullan\u0131rsan\u0131z, onun ger\u00e7ek potansiyelini asla g\u00f6remezsiniz. Bu makalede, basit tekniklerden ileri d\u00fczey stratejilere kadar yapay zekay\u0131 nas\u0131l y\u00f6nlendirmeniz gerekti\u011fini ad\u0131m ad\u0131m \u00f6\u011freneceksiniz.<\/p>\n<h2>\u0130yi Bir Prompt Nas\u0131l Tasarlan\u0131r?<\/h2>\n<p>Etkili bir prompt yazmak, asl\u0131nda yeni i\u015fe ba\u015flayan bir stajyere g\u00f6rev vermeye benzer. Stajyere sadece &#8220;Bana bir rapor haz\u0131rla&#8221; derseniz, ne alaca\u011f\u0131n\u0131z\u0131 asla bilemezsiniz. Ancak, hangi konuda, hangi kaynaklar\u0131 kullanarak ve nas\u0131l bir formatta haz\u0131rlayaca\u011f\u0131n\u0131 netle\u015ftirirseniz m\u00fckemmel bir sonu\u00e7 elde edersiniz. Bu nedenle, ba\u015far\u0131l\u0131 bir prompt olu\u015ftururken \u015fu d\u00f6rt temel bile\u015feni mutlaka kullanmal\u0131s\u0131n\u0131z:<\/p>\n<ul>\n<li><strong>Rol (Role):<\/strong> Yapay zekan\u0131n hangi kimli\u011fe b\u00fcr\u00fcnece\u011fini belirleyin. \u00d6rne\u011fin; &#8220;K\u0131demli bir SEO (Arama Motoru Optimizasyonu) uzman\u0131 gibi davran.&#8221;<\/li>\n<li><strong>Ba\u011flam (Context):<\/strong> Arka plan bilgisini ve hedef kitleyi tan\u0131mlay\u0131n. \u00d6rne\u011fin; &#8220;Yeni a\u00e7\u0131lan bir e-ticaret sitesi i\u00e7in organik trafi\u011fi art\u0131rmak istiyoruz.&#8221;<\/li>\n<li><strong>G\u00f6rev (Task):<\/strong> Yapay zekadan tam olarak ne yapmas\u0131n\u0131 istedi\u011finizi net bir \u015fekilde belirtin. \u00d6rne\u011fin; &#8220;Anahtar kelime ara\u015ft\u0131rma stratejisi olu\u015ftur.&#8221;<\/li>\n<li><strong>K\u0131s\u0131tlamalar ve Format (Constraints &#038; Format):<\/strong> \u00c7\u0131kt\u0131n\u0131n uzunlu\u011funu, dil tonunu ve yap\u0131s\u0131n\u0131 s\u0131n\u0131rlay\u0131n. \u00d6rne\u011fin; &#8220;Sadece tablo format\u0131nda, teknik terimlerden uzak ve en fazla 5 maddelik bir liste haz\u0131rla.&#8221;<\/li>\n<\/ul>\n<p>Bu bile\u015fenleri bir araya getirdi\u011finizde, yapay zeka kaybolmadan do\u011frudan hedefe odaklan\u0131r. \u00dcstelik, bu y\u00f6ntem sayesinde gereksiz detaylarla vakit kaybetmezsiniz. \u015eimdi bu yap\u0131y\u0131 pratik bir \u00f6rnekle inceleyelim. K\u00f6t\u00fc bir prompt sadece &#8220;Bana e-posta pazarlamas\u0131 hakk\u0131nda bilgi ver&#8221; derken; iyi bir prompt \u015fu \u015fekilde kurgulan\u0131r:<\/p>\n<p>&#8220;Sen deneyimli bir e-posta pazarlama uzman\u0131s\u0131n. Yeni \u00e7\u0131kan organik kahve markam\u0131z i\u00e7in sepeti terk eden m\u00fc\u015fterilere y\u00f6nelik bir kurtarma e-postas\u0131 yazman\u0131 istiyorum. Dil tonu samimi ve te\u015fvik edici olmal\u0131. E-postan\u0131n konusu dikkat \u00e7ekici olmal\u0131 ve i\u00e7inde y\u00fczde on indirim kodu bar\u0131nd\u0131rmal\u0131d\u0131r. \u00c7\u0131kt\u0131y\u0131 konu ba\u015fl\u0131\u011f\u0131 ve e-posta g\u00f6vdesi olarak iki ayr\u0131 b\u00f6l\u00fcmde sun.&#8221;<\/p>\n<p>G\u00f6rd\u00fc\u011f\u00fcn\u00fcz gibi, ikinci yakla\u015f\u0131m yapay zekaya hareket alan\u0131 b\u0131rak\u0131rken ayn\u0131 zamanda s\u0131n\u0131rlar\u0131 \u00e7ok net \u00e7izer. Sonu\u00e7 olarak elde edece\u011finiz metin, do\u011frudan kullanabilece\u011finiz kalitede olacakt\u0131r. Bu sayede hem zamandan tasarruf edersiniz hem de revizyon s\u00fcre\u00e7lerini en aza indirirsiniz.<\/p>\n<h2>En Etkili Prompt Teknikleri Nelerdir?<\/h2>\n<p>Yapay zeka modelleriyle \u00e7al\u0131\u015f\u0131rken tek bir y\u00f6nteme ba\u011fl\u0131 kalmak zorunda de\u011filsiniz. \u0130htiyac\u0131n\u0131za g\u00f6re farkl\u0131 prompt teknikleri uygulayarak \u00e7ok daha tutarl\u0131 sonu\u00e7lar elde edebilirsiniz. Sekt\u00f6rde en s\u0131k kullan\u0131lan ve do\u011frulu\u011fu kan\u0131tlanm\u0131\u015f \u00fc\u00e7 temel tekni\u011fi \u015fu \u015fekilde s\u0131ralayabiliriz:<\/p>\n<h3>1. Zero-Shot Prompting (\u00d6rneksiz Y\u00f6nlendirme)<\/h3>\n<p>Bu teknik, yapay zekaya hi\u00e7bir \u00f6rnek vermeden do\u011frudan g\u00f6revi tan\u0131mlamakt\u0131r. Modelin genel bilgi birikimine g\u00fcvendi\u011finiz durumlarda tercih edilir. \u00d6rne\u011fin; &#8220;A\u015fa\u011f\u0131daki metni T\u00fcrk\u00e7e&#8217;den \u0130ngilizce&#8217;ye \u00e7evir.&#8221; Bu y\u00f6ntem basit i\u015fler i\u00e7in olduk\u00e7a h\u0131zl\u0131d\u0131r ancak karma\u015f\u0131k g\u00f6revlerde hata pay\u0131 y\u00fcksektir. \u00c7\u00fcnk\u00fc model, sizin tam olarak nas\u0131l bir tarz istedi\u011finizi tahmin etmek zorunda kal\u0131r.<\/p>\n<h3>2. Few-Shot Prompting (Az \u00d6rnekli Y\u00f6nlendirme)<\/h3>\n<p>E\u011fer yapay zekan\u0131n belirli bir formatta veya tonda yan\u0131t vermesini istiyorsan\u0131z, ona birka\u00e7 \u00f6rnek g\u00f6stermelisiniz. \u00d6zellikle duygu analizi veya veri s\u0131n\u0131fland\u0131rma i\u015flemlerinde bu y\u00f6ntem hayat kurtar\u0131r. \u00d6rne\u011fin, m\u00fc\u015fteri yorumlar\u0131n\u0131 s\u0131n\u0131fland\u0131rmak istiyorsan\u0131z \u015fu \u015fekilde bir yap\u0131 kurabilirsiniz:<\/p>\n<p>&#8220;Metin: &#8216;Bu \u00fcr\u00fcn harika, bay\u0131ld\u0131m!&#8217; -> Duygu: Pozitif<br \/>\nMetin: &#8216;Kargo \u00e7ok ge\u00e7 geldi, memnun kalmad\u0131m.&#8217; -> Duygu: Negatif<br \/>\nMetin: &#8216;\u00dcr\u00fcn fena de\u011fil ama fiyat\u0131 pahal\u0131.&#8217; -> Duygu: N\u00f6tr<br \/>\nMetin: &#8216;Kutusu y\u0131rt\u0131k geldi ama cihaz \u00e7al\u0131\u015f\u0131yor.&#8217; -> Duygu: [Yapay zeka buray\u0131 doldurur]&#8221;<\/p>\n<p>Bu sayede yapay zeka, kal\u0131b\u0131 anlar ve yeni girdileri bu kal\u0131ba g\u00f6re m\u00fckemmel bir \u015fekilde i\u015fler. B\u00f6ylece tutars\u0131z yan\u0131tlar\u0131n \u00f6n\u00fcne ge\u00e7mi\u015f olursunuz.<\/p>\n<h3>3. Chain of Thought &#8211; CoT (D\u00fc\u015f\u00fcnce Zinciri)<\/h3>\n<p>Karma\u015f\u0131k matematiksel problemler, mant\u0131k sorular\u0131 veya stratejik planlamalar i\u00e7in Chain of Thought tekni\u011fi kullan\u0131l\u0131r. Yapay zekaya &#8220;ad\u0131m ad\u0131m d\u00fc\u015f\u00fcnmesini&#8221; s\u00f6yleyerek mant\u0131k hatalar\u0131n\u0131 en aza indirebilirsiniz. Yap\u0131lan ara\u015ft\u0131rmalar, sadece &#8220;Ad\u0131m ad\u0131m d\u00fc\u015f\u00fcnerek a\u00e7\u0131kla&#8221; ifadesini eklemenin bile yan\u0131t kalitesini ciddi oranda art\u0131rd\u0131\u011f\u0131n\u0131 g\u00f6stermektedir. \u00c7\u00fcnk\u00fc bu komut, modelin aceleci tahminler yapmak yerine mant\u0131ksal bir s\u0131ra takip etmesini sa\u011flar. \u00d6zellikle analiz gerektiren raporlama s\u00fcre\u00e7lerinde bu teknik vazge\u00e7ilmezdir.<\/p>\n<h2>Kodlama ve Veri Analizinde Prompt M\u00fchendisli\u011fi Nas\u0131l Kullan\u0131l\u0131r?<\/h2>\n<p>Prompt m\u00fchendisli\u011fi sadece metin yazarlar\u0131 i\u00e7in de\u011fil, ayn\u0131 zamanda yaz\u0131l\u0131m geli\u015ftiriciler (developers) ve veri analistleri i\u00e7in de vazge\u00e7ilmez bir ara\u00e7t\u0131r. Do\u011fru y\u00f6nlendirmelerle karma\u015f\u0131k kod bloklar\u0131 yazd\u0131rabilir, mevcut kodlar\u0131n\u0131zdaki hatalar\u0131 (debugging) saniyeler i\u00e7inde tespit edebilirsiniz. Ancak kod yazd\u0131r\u0131rken yapay zekaya sadece g\u00f6revi s\u00f6ylemek yetmez, kullan\u0131lacak teknolojiyi ve standartlar\u0131 da belirtmek gerekir.<\/p>\n<p>\u00d6rne\u011fin, bir web siteniz var ve kullan\u0131c\u0131lar\u0131n girdi\u011fi e-posta adreslerinin ge\u00e7erli olup olmad\u0131\u011f\u0131n\u0131 kontrol etmek istiyorsunuz. Bunun i\u00e7in yapay zekaya do\u011frudan bir JavaScript fonksiyonu yazd\u0131rmak isteyebilirsiniz. Ancak, sadece &#8220;bana e-posta kontrol kodu yaz&#8221; demek yerine, g\u00fcvenlik standartlar\u0131n\u0131 ve modern ES6+ kurallar\u0131n\u0131 i\u00e7eren bir prompt tasarlamak \u00e7ok daha profesyonel bir sonu\u00e7 verir.<\/p>\n<p>A\u015fa\u011f\u0131daki kod kutusunda, yapay zekan\u0131n \u00fcretti\u011fi optimize edilmi\u015f bir JavaScript regex (d\u00fczenli ifade) kontrol fonksiyonunu g\u00f6rebilirsiniz:<\/p>\n<div class=\"code-container\">\n<pre><code>\/**\n * Kullan\u0131c\u0131 e-posta adresinin ge\u00e7erlili\u011fini kontrol eden fonksiyon.\n * @param {string} email - Kontrol edilecek e-posta adresi.\n * @returns {boolean} - E-posta ge\u00e7erli ise true, de\u011filse false d\u00f6ner.\n *\/\nfunction validateEmail(email) {\n    const emailRegex = \/^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\\.[a-zA-Z]{2,}$\/;\n    \n    if (!email || typeof email !== 'string') {\n        return false;\n    }\n    \n    return emailRegex.test(email.trim());\n}\n\n\/\/ \u00d6rnek Kullan\u0131m:\nconsole.log(validateEmail(\"destek@kodlama.com\")); \/\/ true\nconsole.log(validateEmail(\"gecersiz-posta@com\"));   \/\/ false\n<\/code><\/pre>\n<\/div>\n<p>Yaz\u0131l\u0131m geli\u015ftirirken yapay zekay\u0131 verimli kullanmak i\u00e7in kodun sadece yaz\u0131lmas\u0131n\u0131 istemeyin. Ayn\u0131 zamanda kodun karma\u015f\u0131kl\u0131k analizini (Big O notation) yapmas\u0131n\u0131, olas\u0131 g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 belirtmesini ve birim testlerini (unit tests) yazmas\u0131n\u0131 da talep edin. Bu sayede, kod kalitesini art\u0131r\u0131rken teknik bor\u00e7lanmay\u0131 (technical debt) en aza indirirsiniz. \u00dcstelik, yaz\u0131l\u0131m ekibinizin standartlar\u0131na uygun temiz kod (clean code) \u00fcretilmesini sa\u011flars\u0131n\u0131z.<\/p>\n<h2>Ger\u00e7ek D\u00fcnya Vaka Analizleri: Ba\u015far\u0131 ve Ba\u015far\u0131s\u0131zl\u0131k Hikayeleri<\/h2>\n<p>Teorik bilgileri peki\u015ftirmenin en iyi yolu, ger\u00e7ek hayatta ya\u015fanm\u0131\u015f vaka analizlerini (case studies) incelemektir. T\u00fcrkiye pazar\u0131nda faaliyet g\u00f6steren iki farkl\u0131 e-ticaret giri\u015fiminin yapay zeka entegrasyonu s\u00fcrecine yak\u0131ndan bakal\u0131m. Bu \u00f6rnekler, do\u011fru prompt m\u00fchendisli\u011finin i\u015fletme ba\u015far\u0131s\u0131n\u0131 nas\u0131l do\u011frudan etkiledi\u011fini a\u00e7\u0131k\u00e7a ortaya koyacakt\u0131r.<\/p>\n<h3>Vaka 1: Ba\u015far\u0131s\u0131zl\u0131k Analizi &#8211; &#8220;Her \u015eeyi Bilen&#8221; Destek Botu<\/h3>\n<p>\u0130stanbul merkezli bir giyim markas\u0131, m\u00fc\u015fteri hizmetleri maliyetlerini azaltmak amac\u0131yla web sitesine bir yapay zeka sohbet robotu (chatbot) entegre etti. Ancak, sisteme sadece &#8220;Sen m\u00fc\u015fteri temsilcisisin, gelen sorular\u0131 yan\u0131tla&#8221; \u015feklinde \u00e7ok genel bir prompt verildi. Herhangi bir k\u0131s\u0131tlama veya marka sesi tan\u0131mlanmad\u0131. \u00dcstelik sistemin hangi durumlarda &#8220;bilmiyorum&#8221; demesi gerekti\u011fi de belirtilmedi.<\/p>\n<p><strong>Sonu\u00e7 ne oldu?<\/strong> Bir m\u00fc\u015fteri kargo gecikmesi hakk\u0131nda \u015fikayette bulundu\u011funda, yapay zeka botu markan\u0131n resmi politikas\u0131nda olmayan &#8220;Size telafi olarak 500 TL de\u011ferinde hediye \u00e7eki tan\u0131ml\u0131yoruz&#8221; vaadinde bulundu. Bu durum, hem firman\u0131n maddi zarara u\u011framas\u0131na hem de m\u00fc\u015fteri memnuniyetsizli\u011fine yol a\u00e7t\u0131. Bu ba\u015far\u0131s\u0131zl\u0131\u011f\u0131n temel nedeni, ba\u011flam eksikli\u011fi ve s\u0131n\u0131rland\u0131r\u0131lmam\u0131\u015f prompt tasar\u0131m\u0131d\u0131r. Yapay zeka, m\u00fc\u015fteriyi memnun etmek i\u00e7in hal\u00fcsinasyon (uydurma bilgi) \u00fcretmi\u015ftir.<\/p>\n<h3>Vaka 2: Ba\u015far\u0131 Analizi &#8211; Ki\u015fiselle\u015ftirilmi\u015f Hediye \u00d6neri Sistemi<\/h3>\n<p>Bir di\u011fer yerli giri\u015fim olan hediye platformu, kullan\u0131c\u0131lar\u0131na do\u011fru hediye alternatifleri sunmak i\u00e7in yapay zekadan yararland\u0131. Bu kez, prompt tasar\u0131m\u0131 \u00e7ok titiz bir \u015fekilde yap\u0131ld\u0131. Sisteme entegre edilen prompt \u015fu \u015fekilde kurguland\u0131:<\/p>\n<p>&#8220;Sen profesyonel bir al\u0131\u015fveri\u015f dan\u0131\u015fman\u0131s\u0131n. Kullan\u0131c\u0131n\u0131n belirtti\u011fi ya\u015f, ilgi alanlar\u0131 ve b\u00fct\u00e7e bilgilerine g\u00f6re T\u00fcrkiye&#8217;de kolayca bulunabilecek 3 \u00f6zg\u00fcn hediye \u00f6nerisi sunmal\u0131s\u0131n. \u00d6nerilerin her biri i\u00e7in neden bu hediyenin uygun oldu\u011funu a\u00e7\u0131klayan samimi bir c\u00fcmle yaz. Asla yurt d\u0131\u015f\u0131ndan sipari\u015f edilmesi gereken \u00fcr\u00fcnleri \u00f6nerme ve b\u00fct\u00e7e s\u0131n\u0131r\u0131n\u0131 a\u015fma.&#8221;<\/p>\n<p><strong>Sonu\u00e7 ne oldu?<\/strong> Bu nokta at\u0131\u015f\u0131 prompt sayesinde kullan\u0131c\u0131lar\u0131n sepet d\u00f6n\u00fc\u015f\u00fcm oranlar\u0131 (conversion rate) y\u00fczde otuz be\u015f oran\u0131nda artt\u0131. Kullan\u0131c\u0131lar, yapay zekan\u0131n kendilerini ger\u00e7ekten anlad\u0131\u011f\u0131n\u0131 hissetti. Bu ba\u015far\u0131, do\u011fru k\u0131s\u0131tlamalar\u0131n ve yerel pazar ger\u00e7eklerine uygun ba\u011flam\u0131n sisteme tan\u0131mlanmas\u0131 sayesinde elde edildi. \u0130\u015fletme, gereksiz iade s\u00fcre\u00e7lerinden de bu sayede kurtulmu\u015f oldu.<\/p>\n<h2>\u0130leri D\u00fczey Prompt M\u00fchendisli\u011fi Stratejileri Nelerdir?<\/h2>\n<p>Temel seviyeyi ge\u00e7tikten sonra, yapay zekan\u0131n \u00e7\u0131kt\u0131lar\u0131n\u0131 daha hassas bir \u015fekilde kontrol etmek isteyeceksiniz. Bunun i\u00e7in sadece yazd\u0131\u011f\u0131n\u0131z metne de\u011fil, ayn\u0131 zamanda yapay zekan\u0131n arka plan \u00e7al\u0131\u015fma parametrelerine de m\u00fcdahale etmeniz gerekir. \u0130\u015fte ileri d\u00fczey kullan\u0131c\u0131lar\u0131n bilmesi gereken baz\u0131 kritik stratejiler:<\/p>\n<h3>Sistem Rolleri (System Prompts) ve Kullan\u0131c\u0131 Rolleri<\/h3>\n<p>API (Uygulama Programlama Aray\u00fcz\u00fc) seviyesinde \u00e7al\u0131\u015f\u0131rken, promptlar genellikle ikiye ayr\u0131l\u0131r: &#8220;Sistem Promptu&#8221; ve &#8220;Kullan\u0131c\u0131 Promptu&#8221;. Sistem promptu, yapay zekan\u0131n temel karakterini, kurallar\u0131n\u0131 ve asla \u00e7i\u011fnememesi gereken k\u0131rm\u0131z\u0131 \u00e7izgilerini belirler. Kullan\u0131c\u0131 promptu ise anl\u0131k olarak sorulan sorudur. G\u00fcvenli ve tutarl\u0131 bir yapay zeka deneyimi i\u00e7in kal\u0131c\u0131 kurallar\u0131 mutlaka sistem promptu i\u00e7erisine yazmal\u0131s\u0131n\u0131z. B\u00f6ylece kullan\u0131c\u0131lar\u0131n yapay zekay\u0131 manip\u00fcle etmesini (jailbreak) engellersiniz.<\/p>\n<h3>Yarat\u0131c\u0131l\u0131k Ayarlar\u0131 (Temperature ve Top_P)<\/h3>\n<p>Yapay zekan\u0131n ne kadar yarat\u0131c\u0131 veya ne kadar ger\u00e7ek\u00e7i olaca\u011f\u0131n\u0131 belirleyen baz\u0131 matematiksel parametreler vard\u0131r. Bunlardan en \u00f6nemlisi temperature (s\u0131cakl\u0131k) de\u011feridir:<\/p>\n<ul>\n<li><strong>D\u00fc\u015f\u00fck S\u0131cakl\u0131k (0.0 &#8211; 0.3):<\/strong> Yapay zeka daha mant\u0131kl\u0131, tutarl\u0131 ve tekrarlanabilir yan\u0131tlar verir. Kod yaz\u0131m\u0131, veri analizi ve bilimsel a\u00e7\u0131klamalar i\u00e7in idealdir.<\/li>\n<li><strong>Y\u00fcksek S\u0131cakl\u0131k (0.7 &#8211; 1.0):<\/strong> Yapay zeka daha yarat\u0131c\u0131, beklenmedik ve ak\u0131c\u0131 c\u00fcmleler kurar. Hikaye yaz\u0131m\u0131, reklam slogan\u0131 olu\u015fturma ve beyin f\u0131rt\u0131nas\u0131 seanslar\u0131 i\u00e7in m\u00fckemmeldir.<\/li>\n<\/ul>\n<h3>Prompt Chaining (Prompt Zincirleme)<\/h3>\n<p>\u00c7ok b\u00fcy\u00fck ve karma\u015f\u0131k bir g\u00f6revi tek bir prompt ile \u00e7\u00f6zmeye \u00e7al\u0131\u015fmak genellikle ba\u015far\u0131s\u0131zl\u0131kla sonu\u00e7lan\u0131r. Bunun yerine, g\u00f6revi k\u00fc\u00e7\u00fck par\u00e7alara b\u00f6l\u00fcn. \u00d6rne\u011fin, \u00f6nce bir makalenin ana hatlar\u0131n\u0131 \u00e7\u0131kartt\u0131r\u0131n (Ad\u0131m 1). Ard\u0131ndan, \u00e7\u0131kan her bir ba\u015fl\u0131\u011f\u0131 ayr\u0131 ayr\u0131 yazd\u0131r\u0131n (Ad\u0131m 2). Son olarak, t\u00fcm metni bir araya getirip ak\u0131c\u0131l\u0131k kontrol\u00fcnden ge\u00e7irin (Ad\u0131m 3). Bu zincirleme y\u00f6ntem, \u00e7\u0131kt\u0131 kalitesini en \u00fcst seviyeye ta\u015f\u0131r ve modelin konudan sapmas\u0131n\u0131 engeller.<\/p>\n<h2>S\u0131k\u00e7a Sorulan Sorular (SSS)<\/h2>\n<p>Prompt m\u00fchendisli\u011fi hakk\u0131nda en \u00e7ok merak edilen sorular\u0131 ve yan\u0131tlar\u0131n\u0131 a\u015fa\u011f\u0131da bulabilirsiniz:<\/p>\n<dl>\n<dt><strong>1. Prompt Engineering \u00f6\u011frenmek i\u00e7in yaz\u0131l\u0131m bilmek \u015fart m\u0131?<\/strong><\/dt>\n<dd>Kesinlikle hay\u0131r. Prompt m\u00fchendisli\u011fi temelde dil becerilerine, mant\u0131ksal d\u00fc\u015f\u00fcnmeye ve etkili ileti\u015fim yetene\u011fine dayan\u0131r. Ancak, temel d\u00fczeyde teknik bilgiye sahip olmak, \u00f6zellikle kodlama ve veri analizi s\u00fcre\u00e7lerinde yapay zekay\u0131 daha iyi y\u00f6nlendirmenizi sa\u011flar.<\/dd>\n<dt><strong>2. En iyi prompt dili hangisidir? \u0130ngilizce mi yazmal\u0131y\u0131m?<\/strong><\/dt>\n<dd>B\u00fcy\u00fck dil modelleri (LLM) milyarlarca parametre ile e\u011fitildi\u011fi i\u00e7in T\u00fcrk\u00e7e dahil bir\u00e7ok dili \u00e7ok iyi anlar. Ancak, e\u011fitim verilerinin b\u00fcy\u00fck bir k\u0131sm\u0131 \u0130ngilizce kaynaklardan olu\u015ftu\u011fu i\u00e7in karma\u015f\u0131k ve teknik konularda \u0130ngilizce prompt yazmak bazen daha derinlikli sonu\u00e7lar verebilir. G\u00fcnl\u00fck i\u015fleriniz i\u00e7in T\u00fcrk\u00e7e promptlar tamamen yeterlidir.<\/dd>\n<dt><strong>3. Yapay zekan\u0131n &#8220;hal\u00fcsinasyon&#8221; g\u00f6rmesini nas\u0131l engellerim?<\/strong><\/dt>\n<dd>Yapay zekan\u0131n uydurma bilgiler vermesine (hallucination) engel olmak i\u00e7in ona net s\u0131n\u0131rlar \u00e7izin. Promptunuzun sonuna &#8220;E\u011fer cevab\u0131 bilmiyorsan, uydurmak yerine &#8216;Bilmiyorum&#8217; de&#8221; veya &#8220;Sadece verdi\u011fim metne sad\u0131k kalarak cevapla&#8221; gibi k\u0131s\u0131tlay\u0131c\u0131 komutlar ekleyin. Ayr\u0131ca, kaynak g\u00f6stermesini istemek de do\u011frulu\u011fu art\u0131r\u0131r.<\/dd>\n<dt><strong>4. Gelecekte Prompt M\u00fchendisli\u011fi mesle\u011fi yok olacak m\u0131?<\/strong><\/dt>\n<dd>Yapay zeka modelleri geli\u015ftik\u00e7e, do\u011fal dille ileti\u015fim kurma yetenekleri de art\u0131yor. Ancak, karma\u015f\u0131k i\u015f s\u00fcre\u00e7lerini optimize etmek, sistem mimarilerini kurmak ve yapay zekay\u0131 i\u015f ak\u0131\u015flar\u0131na entegre etmek i\u00e7in bu alandaki uzmanlara her zaman ihtiya\u00e7 duyulacakt\u0131r. Rol\u00fcn ad\u0131 de\u011fi\u015fse bile yapay zekay\u0131 do\u011fru y\u00f6nlendirme becerisi kal\u0131c\u0131 bir yetenek olacakt\u0131r.<\/dd>\n<\/dl>\n<p>Sonu\u00e7 olarak, yapay zeka hayat\u0131m\u0131z\u0131n her alan\u0131na h\u0131zla entegre olurken, onunla do\u011fru ileti\u015fim kurabilenler rekabette her zaman bir ad\u0131m \u00f6nde olacakt\u0131r. Prompt Engineering, bu yeni dijital \u00e7a\u011f\u0131n en de\u011ferli anahtarlar\u0131ndan biridir. Kendinizi bu alanda geli\u015ftirmek i\u00e7in bol bol deneme yapmal\u0131, farkl\u0131 parametreleri test etmeli ve en \u00f6nemlisi yapay zekaya bir i\u015f orta\u011f\u0131 g\u00f6z\u00fcyle bakmal\u0131s\u0131n\u0131z. Do\u011fru sorular\u0131 sormay\u0131 \u00f6\u011frendi\u011finizde, yapay zekan\u0131n s\u0131n\u0131rlar\u0131n\u0131 yeniden \u00e7izebilirsiniz.<\/p>\n<p>#YapayZeka #PromptEngineering #Teknoloji #WebGeli\u015ftirme #VeriAnalizi<\/p>\n<div class=\"github-example-link\"><strong>\u00d6rnek kod:<\/strong> <a href=\"https:\/\/github.com\/fatihsoysalcom\/interactive-prompt-engineering-playground\" target=\"_blank\" rel=\"noopener noreferrer\">github.com\/fatihsoysalcom\/interactive-prompt-engineering-playground<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"Yapay zekadan do\u011fru yan\u0131tlar\u0131 almak bir sanat m\u0131d\u0131r? Prompt Engineering (Prompt M\u00fchendisli\u011fi) ile LLM modellerini etkili y\u00f6netmenin yollar\u0131n\u0131 ke\u015ffedin.","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-43193","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>Prompt Engineering: Yapay Zekadan En \u0130yi Yan\u0131t\u0131 Alma Sanat\u0131 - Kodlar\u0131n Gizemli D\u00fcnyas\u0131<\/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:\/\/fatihsoysal.com\/blog\/prompt-engineering-yapay-zekadan-en-iyi-yaniti-alma-sanati\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Prompt Engineering: Yapay Zekadan En \u0130yi Yan\u0131t\u0131 Alma Sanat\u0131\" \/>\n<meta property=\"og:description\" content=\"Yapay zekadan do\u011fru yan\u0131tlar\u0131 almak bir sanat m\u0131d\u0131r? 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