{"version":"1.0","provider_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","provider_url":"https:\/\/fatihsoysal.com\/blog","author_name":"Fatih Soysal","author_url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/","title":"Temel Kavramlar: RAG Nedir ve Neden Titiz Olmal\u0131y\u0131z?","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"fssPRjl53v\"><a href=\"https:\/\/fatihsoysal.com\/blog\/temel-kavramlar-rag-nedir-ve-neden-titiz-olmaliyiz\/\">Temel Kavramlar: RAG Nedir ve Neden Titiz Olmal\u0131y\u0131z?<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/fatihsoysal.com\/blog\/temel-kavramlar-rag-nedir-ve-neden-titiz-olmaliyiz\/embed\/#?secret=fssPRjl53v\" width=\"600\" height=\"338\" title=\"&#8220;Temel Kavramlar: RAG Nedir ve Neden Titiz Olmal\u0131y\u0131z?&#8221; &#8212; Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" data-secret=\"fssPRjl53v\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n<\/script>\n","description":"RAG sistemlerinizde beklenmedik hatalar m\u0131 al\u0131yorsunuz? Yapay zeka uygulamalar\u0131nda tutars\u0131z veya alakas\u0131z cevaplarla m\u0131 kar\u015f\u0131la\u015f\u0131yorsunuz? Chunk s\u0131n\u0131rlar\u0131 ve metadata hizalamas\u0131n\u0131n, yapay zeka cevaplar\u0131n\u0131n kalitesini ve tutarl\u0131l\u0131\u011f\u0131n\u0131 nas\u0131l derinden etkiledi\u011fini bu makalede ke\u015ffedin. G\u00fcn\u00fcm\u00fcz\u00fcn rekabet\u00e7i d\u00fcnyas\u0131nda, RAG (Retrieval Augmented Generation) sistemleri, b\u00fcy\u00fck dil modellerinin (LLM) yeteneklerini art\u0131rmak ve g\u00fcncel, do\u011fru bilgiye eri\u015fim sa\u011flamak i\u00e7in vazge\u00e7ilmez hale gelmi\u015ftir. Ancak bu g\u00fc\u00e7l\u00fc sistemlerin en b\u00fcy\u00fck gizli d\u00fc\u015fmanlar\u0131ndan biri, genellikle g\u00f6z ard\u0131 edilen \"chunk s\u0131n\u0131rlar\u0131\" ve \"metadata hizalamas\u0131\" sorunudur. Bu iki kavram\u0131n do\u011fru y\u00f6netimi, RAG sistemlerinin kararl\u0131l\u0131\u011f\u0131, g\u00fcvenilirli\u011fi ve nihayetinde sa\u011flad\u0131\u011f\u0131 de\u011fer i\u00e7in kritik \u00f6neme sahiptir."}