{"id":16875,"date":"2026-01-06T10:44:41","date_gmt":"2026-01-06T10:44:41","guid":{"rendered":"https:\/\/thinkpeak.ai\/autogen-vs-crewai\/"},"modified":"2026-01-06T10:44:41","modified_gmt":"2026-01-06T10:44:41","slug":"autogen-vs-crewai","status":"publish","type":"post","link":"https:\/\/thinkpeak.ai\/tr\/autogen-vs-crewai\/","title":{"rendered":"AutoGen vs CrewAI: Do\u011fru Temsilci \u00c7er\u00e7evesini Se\u00e7in"},"content":{"rendered":"<p>Y\u00fckseli\u015fi <b id=\"multi-agent-systems\">\u00e7oklu ajan sistemleri<\/b> (MAS) yapay zeka ortam\u0131n\u0131 temelden de\u011fi\u015ftirdi. Basit sohbet robotlar\u0131ndan otonom i\u015f g\u00fcc\u00fcne ge\u00e7tik. 2026'daki CTO'lar ve \u00fcr\u00fcn liderleri i\u00e7in soru art\u0131k yapay zeka arac\u0131lar\u0131 kullan\u0131p kullanmaman\u0131z de\u011fil. As\u0131l soru, onlar\u0131 nas\u0131l d\u00fczenleyece\u011finiz.<\/p>\n<p>\u0130ki \u00e7er\u00e7eve bu alan\u0131n devleri olarak ortaya \u00e7\u0131km\u0131\u015ft\u0131r: <b id=\"microsoft-autogen\">Microsoft AutoGen<\/b> ve <b id=\"crewai\">CrewAI<\/b>.<\/p>\n<p>Her ikisi de karma\u015f\u0131k i\u015f ak\u0131\u015flar\u0131n\u0131 otomatikle\u015ftirmeyi vaat ediyor. Ancak, \u00e7ok farkl\u0131 felsefeleri temsil ederler. Yanl\u0131\u015f olan\u0131 se\u00e7mek k\u0131r\u0131lgan sistemlere yol a\u00e7abilir. Y\u00f6netilemez kod tabanlar\u0131 olu\u015fturabilir ve Ar-Ge b\u00fct\u00e7enizi bo\u015fa harcayabilir.<\/p>\n<p>Bu k\u0131lavuz, AutoGen ile CrewAI'nin m\u00fchendisten m\u00fchendise kar\u015f\u0131la\u015ft\u0131rmas\u0131n\u0131 sunmaktad\u0131r. Mimarilerini, \u00f6l\u00e7eklenebilirliklerini ve ticari faydalar\u0131n\u0131 analiz edece\u011fiz. Ayr\u0131ca nas\u0131l oldu\u011funu da ke\u015ffedece\u011fiz <b id=\"thinkpeak-ai\">Thinkpeak.ai<\/b> s\u00fcr\u00fcc\u00fcs\u00fcz i\u015f ekosistemleri olu\u015fturmak i\u00e7in bu farkl\u0131 \u00e7er\u00e7evelerden yararlan\u0131r.<\/p>\n<h2>Temel Felsefe: Roller ve Konu\u015fmalar<\/h2>\n<p>Teknik farkl\u0131l\u0131klar\u0131 anlamak i\u00e7in \u00f6ncelikle felsefi ayr\u0131\u015fmay\u0131 anlamak gerekir.<\/p>\n<p><strong>CrewAI<\/strong> taklit eder <b id=\"corporate-hierarchy\">kurumsal hi\u0307yerar\u015fi\u0307<\/b>. Fikirlere dayal\u0131, yap\u0131land\u0131r\u0131lm\u0131\u015f ve yukar\u0131dan a\u015fa\u011f\u0131ya. \u201cK\u0131demli Ara\u015ft\u0131rmac\u0131\u201d gibi belirli roller tan\u0131mlars\u0131n\u0131z. Onlara a\u00e7\u0131k g\u00f6revler atar ve bunlar\u0131 s\u0131ral\u0131 bir s\u00fcre\u00e7 i\u00e7inde d\u00fczenlersiniz. \u0130\u015f ak\u0131\u015f\u0131n\u0131n bilindi\u011fini ve tekrarlanabilir oldu\u011funu varsayar.<\/p>\n<p><strong>AutoGen<\/strong> taklit eder <b id=\"roundtable-discussion\">yuvarlak masa tarti\u015fmasi<\/b>. Esnek, olay odakl\u0131 ve konu\u015fmaya dayal\u0131d\u0131r. Ajanlar sorunlar\u0131 \u00e7\u00f6zmek i\u00e7in birbirleriyle \u201ckonu\u015fur\u201d. \u00c7\u00f6z\u00fcme giden yol her zaman \u00f6nceden tan\u0131ml\u0131 de\u011fildir. Ajanlar aras\u0131ndaki etkile\u015fimden ortaya \u00e7\u0131kar. \u0130\u015f ak\u0131\u015f\u0131n\u0131n uyarlanabilirlik ve dinamik muhakeme gerektirdi\u011fini varsayar.<\/p>\n<table>\n<thead>\n<tr>\n<th style=\"text-align:left\">\u00d6zellik<\/th>\n<th style=\"text-align:left\">CrewAI<\/th>\n<th style=\"text-align:left\">Microsoft AutoGen<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align:left\"><strong>Birincil Metafor<\/strong><\/td>\n<td style=\"text-align:left\">Bir Prod\u00fcksiyon Ekibi (Roller ve G\u00f6revler)<\/td>\n<td style=\"text-align:left\">Bir Tart\u0131\u015fma Grubu (Conversations)<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><strong>\u0130\u015f Ak\u0131\u015f\u0131 Stili<\/strong><\/td>\n<td style=\"text-align:left\">Deterministik (S\u0131ral\u0131\/Hiyerar\u015fik)<\/td>\n<td style=\"text-align:left\">Dinamik (Olay Odakl\u0131\/D\u00f6ng\u00fcl\u00fc)<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><strong>Kod Y\u00fcr\u00fctme<\/strong><\/td>\n<td style=\"text-align:left\">Ara\u00e7lar Arac\u0131l\u0131\u011f\u0131yla (LangChain)<\/td>\n<td style=\"text-align:left\">Yerel (Docker\/Jupyter)<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><strong>\u00d6\u011frenme E\u011frisi<\/strong><\/td>\n<td style=\"text-align:left\">D\u00fc\u015f\u00fck (Tak ve \u00c7al\u0131\u015ft\u0131r)<\/td>\n<td style=\"text-align:left\">Y\u00fcksek (Mimari Gerektirir)<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><strong>\u0130\u00e7in En \u0130yisi<\/strong><\/td>\n<td style=\"text-align:left\">S\u00fcre\u00e7 Otomasyonu (BPA)<\/td>\n<td style=\"text-align:left\">Karma\u015f\u0131k Problem \u00c7\u00f6zme ve Kodlama<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Derin Dal\u0131\u015f: CrewAI (Yap\u0131land\u0131r\u0131lm\u0131\u015f \u0130\u015f G\u00fcc\u00fc)<\/h2>\n<p>CrewAI'\u0131n SaaS \u00fcreticileri ve i\u015fletmeler aras\u0131nda b\u00fcy\u00fck ilgi g\u00f6rmesinin tek bir nedeni var: <b id=\"predictability\">\u00d6ng\u00f6r\u00fclebilirlik<\/b>. LangChain \u00fczerine in\u015fa edilmi\u015ftir. Bu, onu mevcut Python AI ekosistemiyle son derece uyumlu hale getirir.<\/p>\n<h3>Mimari ve Mekanik<\/h3>\n<p>CrewAI \u00fc\u00e7 ilke etraf\u0131nda d\u00f6nmektedir:<\/p>\n<ul>\n<li><strong>Ajanlar:<\/strong> Belirli bir Rol, Hedef ve Arka Plan ile tan\u0131mlan\u0131r. Bu, LLM'nin davran\u0131\u015f\u0131n\u0131 y\u00f6nlendiren \u201cpersonalar\u201d yarat\u0131r.<\/li>\n<li><strong>G\u00f6revler:<\/strong> Bir temsilciye atanan ayr\u0131k i\u015f birimleri, \u00f6rne\u011fin \u201cBu PDF'yi \u00f6zetleyin.\u201d<\/li>\n<li><strong>S\u00fcre\u00e7:<\/strong> Orkestrasyon mant\u0131\u011f\u0131. \u015eu anda bu, S\u0131ral\u0131 (A'dan B'ye C'ye) ve Hiyerar\u015fik (Y\u00f6netici astlara temsilci atar) desteklemektedir.<\/li>\n<\/ul>\n<h3>\u0130deal Kullan\u0131m \u00d6rne\u011fi: \u0130\u00e7erik ve SEO Motoru<\/h3>\n<p>CrewAI do\u011frusal s\u00fcre\u00e7lerde \u00fcst\u00fcnd\u00fcr. Bir ajan\u0131n \u00e7\u0131kt\u0131s\u0131 bir sonrakinin girdisi haline gelir. Bu da onu i\u00e7erik otomasyonu i\u00e7in bir standart haline getirir.<\/p>\n<p>\u015eunlar\u0131 d\u00fc\u015f\u00fcn\u00fcn <b id=\"seo-first-blog-architect\">SEO \u00d6ncelikli Blog Mimar\u0131<\/b> Thinkpeak.ai taraf\u0131ndan sunulmaktad\u0131r. Bu sistemin bir blog yaz\u0131s\u0131n\u0131n nas\u0131l yaz\u0131laca\u011f\u0131n\u0131 tart\u0131\u015fmas\u0131na gerek yoktur. Sadece kan\u0131tlanm\u0131\u015f bir SOP'yi takip etmesi gerekiyor:<\/p>\n<ol>\n<li><strong>Ajan A (Ara\u015ft\u0131rmac\u0131):<\/strong> Bir anahtar kelime i\u00e7in ilk 10 Google sonucunu kaz\u0131r.<\/li>\n<li><strong>Ajan B (Stratejist):<\/strong> Bo\u015fluklar\u0131 analiz eder ve bir taslak olu\u015fturur.<\/li>\n<li><strong>Ajan C (Yazar):<\/strong> \u0130\u00e7erik temelli taslaklar <em>sadece<\/em> taslak \u00fczerinde.<\/li>\n<li><strong>Ajan D (Edit\u00f6r):<\/strong> Ton ve SEO uyumlulu\u011fu i\u00e7in incelemeler.<\/li>\n<\/ol>\n<p>Bu senaryoda, CrewAI'nin kat\u0131l\u0131\u011f\u0131 bir \u00f6zelliktir. Yazar\u0131n her seferinde ara\u015ft\u0131rmac\u0131y\u0131 beklemesini istiyorsunuz.<\/p>\n<h3>Thinkpeak.ai Ba\u011flant\u0131s\u0131: An\u0131nda Da\u011f\u0131t\u0131m<\/h3>\n<p>Baz\u0131 i\u015fletmelerin acil h\u0131za ihtiyac\u0131 vard\u0131r. <b id=\"automation-marketplace\">Thinkpeak.ai'nin Otomasyon Pazaryeri<\/b> b\u00fcy\u00fck \u00f6l\u00e7\u00fcde CrewAI tarz\u0131 mant\u0131\u011fa dayan\u0131yor. Make.com ve n8n gibi platformlara y\u00f6nelik \u201ctak ve \u00e7al\u0131\u015ft\u0131r\u201d \u015fablonlar\u0131m\u0131z genellikle bu deterministik yap\u0131y\u0131 yans\u0131tmaktad\u0131r.<\/p>\n<blockquote>\n<p><strong>Bug\u00fcn bir viral b\u00fcy\u00fcme i\u015f ak\u0131\u015f\u0131na m\u0131 ihtiyac\u0131n\u0131z var?<\/strong><br \/>\nThinkpeak.ai \u015funlar\u0131 sunar <strong>LinkedIn Yapay Zeka Parazit Sistemi<\/strong>. Bu, y\u00fcksek performansl\u0131 i\u00e7eri\u011fi tan\u0131mlayan ve sizin sesinizle yeniden yazan \u00f6nceden tasarlanm\u0131\u015f bir i\u015f ak\u0131\u015f\u0131d\u0131r. Bu, en iyi haliyle \u201can\u0131nda da\u011f\u0131t\u0131m \u201dd\u0131r. Yap\u0131land\u0131r\u0131lm\u0131\u015f, g\u00fcvenilir ve \u00f6l\u00e7eklendirmeye haz\u0131rd\u0131r.<\/p>\n<p><a href=\"https:\/\/thinkpeak.ai\/tr\/\">Otomasyon Pazaryerini Ke\u015ffedin<\/a><\/p>\n<\/blockquote>\n<h3>CrewAI'\u0131n Art\u0131lar\u0131 ve Eksileri<\/h3>\n<ul>\n<li><strong>Art\u0131lar\u0131:<\/strong>\n<ul>\n<li><strong>H\u0131zl\u0131 Prototipleme:<\/strong> \u00c7ok ajanl\u0131 bir s\u00fcr\u00fcy\u00fc 10 dakika i\u00e7inde \u00e7al\u0131\u015ft\u0131rabilirsiniz.<\/li>\n<li><strong>\u0130nsan Taraf\u0131ndan Okunabilir Mant\u0131k:<\/strong> Kod, i\u015f s\u00fcrecini net bir \u015fekilde tan\u0131mlamaktad\u0131r.<\/li>\n<li><strong>LangChain Yerli:<\/strong> Binlerce \u00f6nceden olu\u015fturulmu\u015f ara\u00e7 ve ba\u011flay\u0131c\u0131ya eri\u015fim.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Eksiler:<\/strong>\n<ul>\n<li><strong>Sertlik:<\/strong> \u201cBir sonraki ad\u0131m\u201d a\u00e7\u0131k olmad\u0131\u011f\u0131nda zorlan\u0131r.<\/li>\n<li><strong>Ba\u011flam Penceresi Sorunlar\u0131:<\/strong> B\u00fcy\u00fck miktarda ba\u011flam\u0131n uzun bir zincir boyunca aktar\u0131lmas\u0131 performans\u0131 d\u00fc\u015f\u00fcrebilir, ancak g\u00fcncellemeler bunu hafifletmektedir.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>Derin Dal\u0131\u015f: Microsoft AutoGen (Uyarlanabilir \u00c7\u00f6z\u00fcc\u00fcler)<\/h2>\n<p>AutoGen, Microsoft Research taraf\u0131ndan geli\u015ftirilmi\u015ftir. \u201cYeni Nesil\u201d yapay zeka uygulamalar\u0131 i\u00e7in bir \u00e7er\u00e7evedir. Arac\u0131lar\u0131n yapay zeka uygulamalar\u0131 yazmas\u0131na ve <b id=\"execute-code\">kodu y\u00fcr\u00fct<\/b> otonom olarak. Bu, tamamen metin tabanl\u0131 arac\u0131lar\u0131n \u00fcstesinden gelemeyece\u011fi sorunlar\u0131 \u00e7\u00f6zer.<\/p>\n<h3>Mimari ve Mekanik<\/h3>\n<p>AutoGen a\u015fa\u011f\u0131dakiler \u00fczerinde \u00e7al\u0131\u015f\u0131r <b id=\"conversable-agents\">Konu\u015fulabilir Temsilciler<\/b>.<\/p>\n<ol>\n<li><strong>ConversableAgent:<\/strong> Mesaj g\u00f6nderebilen ve alabilen farkl\u0131 bir ki\u015fili\u011fe sahip bir varl\u0131k.<\/li>\n<li><strong>UserProxyAgent:<\/strong> Kullan\u0131c\u0131 veya kod y\u00fcr\u00fct\u00fcc\u00fcs\u00fc i\u00e7in bir k\u00f6pr\u00fc g\u00f6revi g\u00f6ren \u00f6zel bir arac\u0131. Di\u011fer arac\u0131lar taraf\u0131ndan olu\u015fturulan Python komut dosyalar\u0131n\u0131 veya kabuk komutlar\u0131n\u0131 y\u00fcr\u00fctebilir.<\/li>\n<li><strong>GroupChat Y\u00f6neticisi:<\/strong> Konu\u015fma ge\u00e7mi\u015fine g\u00f6re bir sonraki konu\u015fmay\u0131 kimin yapaca\u011f\u0131na karar veren bir orkestrat\u00f6r.<\/li>\n<\/ol>\n<h3>\u0130deal Kullan\u0131m \u00d6rne\u011fi: Karma\u015f\u0131k \u0130\u015f S\u00fcreci Otomasyonu (BPA)<\/h3>\n<p>AutoGen, i\u015f ak\u0131\u015f\u0131 belirsizlik i\u00e7erdi\u011finde veya yinelemeli test gerektirdi\u011finde parlar.<\/p>\n<p>Bir hayal edin <strong>Mali Mutabakat Sistemi<\/strong>. Temsilci daha \u00f6nce g\u00f6rmedi\u011fi bir veri format\u0131yla kar\u015f\u0131la\u015fabilir.<\/p>\n<ul>\n<li><strong>CrewAI<\/strong> g\u00f6rev \u00f6nceden belirlenmi\u015f plana uymad\u0131\u011f\u0131 i\u00e7in ba\u015far\u0131s\u0131z olabilir veya hal\u00fcsinasyon g\u00f6rebilir.<\/li>\n<li><strong>AutoGen<\/strong> bir \u201cKodlay\u0131c\u0131\u201d arac\u0131 tan\u0131mlayacakt\u0131r. Kodlay\u0131c\u0131 yeni dosyay\u0131 ayr\u0131\u015ft\u0131rmak ve \u00e7al\u0131\u015ft\u0131rmak i\u00e7in bir Python beti\u011fi yazacakt\u0131r. Bir hata g\u00f6r\u00fcrse, beti\u011fi yeniden yazar ve ba\u015far\u0131l\u0131 olana kadar tekrar dener. Bu, insan m\u00fcdahalesi olmadan ger\u00e7ekle\u015fir.<\/li>\n<\/ul>\n<h3>Thinkpeak.ai Ba\u011flant\u0131s\u0131: Ismarlama M\u00fchendislik<\/h3>\n<p>Bu karma\u015f\u0131kl\u0131k seviyesi <b id=\"bespoke-internal-tools\">Thinkpeak.ai'nin Ismarlama Dahili Ara\u00e7lar\u0131<\/b> b\u00f6l\u00fcm\u00fc faaliyet g\u00f6steriyor. Standart olmayan durumlarda mant\u0131k y\u00fcr\u00fctebilen \u201cDijital \u00c7al\u0131\u015fanlar\u201d olu\u015fturmak i\u00e7in AutoGen gibi \u00e7er\u00e7eveler kullan\u0131yoruz.<\/p>\n<blockquote>\n<p><strong>\u0130\u015f mant\u0131\u011f\u0131n\u0131z bir \u015fablonun s\u0131n\u0131rlar\u0131n\u0131 a\u015f\u0131yor mu?<\/strong><br \/>\nThinkpeak.ai \u015funlar\u0131 sa\u011flar <strong>\u00d6zel Yapay Zeka Arac\u0131 Geli\u015ftirme<\/strong>. Muhakeme yapabilen, karar verebilen ve g\u00f6revleri 7\/24 yerine getirebilen otonom arac\u0131lar yarat\u0131yoruz. \u0130ster dinamik bir envanter y\u00f6netim sistemi ister kendi kendini iyile\u015ftiren bir BT destek botu olsun, AutoGen'in g\u00fcc\u00fcn\u00fc kullanarak arka ucu tasarl\u0131yoruz.<\/p>\n<p><a href=\"https:\/\/thinkpeak.ai\/tr\/\">Ismarlama M\u00fchendislik Dan\u0131\u015fmanl\u0131\u011f\u0131<\/a><\/p>\n<\/blockquote>\n<h3>AutoGen'in Art\u0131lar\u0131 ve Eksileri<\/h3>\n<ul>\n<li><strong>Art\u0131lar\u0131:<\/strong>\n<ul>\n<li><strong>Kod Y\u00fcr\u00fctme:<\/strong> Docker konteynerlerinde kod \u00e7al\u0131\u015ft\u0131rma yetene\u011fi, onu sonsuz derecede g\u00fc\u00e7l\u00fc k\u0131lar.<\/li>\n<li><strong>Dinamik Orkestrasyon:<\/strong> Temsilciler dinamik olarak d\u00f6ng\u00fc, yeniden deneme ve dallanma mant\u0131\u011f\u0131 uygulayabilir.<\/li>\n<li><strong>D\u00f6ng\u00fcdeki \u0130nsan:<\/strong> Geli\u015fmi\u015f mekanizmalar, insanlar\u0131n konu\u015fmay\u0131 kesmesine ve y\u00f6nlendirmesine olanak tan\u0131r.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Eksiler:<\/strong>\n<ul>\n<li><strong>Sonsuz D\u00f6ng\u00fcler:<\/strong> Temsilciler bazen bir \u201ckibarl\u0131k sava\u015f\u0131nda\u201d s\u0131k\u0131\u015f\u0131p kalabilir, g\u00f6revi \u00e7\u00f6zmeden s\u00fcresiz olarak birbirlerine iltifat edebilirler.<\/li>\n<li><strong>Karma\u015f\u0131kl\u0131k:<\/strong> Ortam\u0131, \u00f6zellikle de g\u00fcvenli y\u00fcr\u00fctme i\u00e7in Docker'\u0131 kurmak \u00f6nemsiz de\u011fildir.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>Stratejik Karar \u00c7er\u00e7evesi: Hangisini Se\u00e7melisiniz?<\/h2>\n<p>Thinkpeak.ai'de m\u00fc\u015fterilerimize s\u0131kl\u0131kla bu karar matrisinde rehberlik ediyoruz. Se\u00e7im, i\u015fin niteli\u011fine ba\u011fl\u0131d\u0131r <b id=\"business-logic\">\u0130\u015f Mant\u0131\u011f\u0131<\/b> otomatikle\u015ftirmeye \u00e7al\u0131\u015f\u0131yorsunuz.<\/p>\n<h3>1. Determinizm ve Yarat\u0131c\u0131l\u0131k<\/h3>\n<p>S\u00fcrecinizi d\u00f6ng\u00fc i\u00e7ermeyen bir ak\u0131\u015f \u015femas\u0131 olarak \u00e7izebiliyorsan\u0131z <strong>CrewAI<\/strong>.<\/p>\n<ul>\n<li><em>\u00d6rnek:<\/em> So\u011fuk Sosyal Yard\u0131m. Kaz\u0131y\u0131n, Zenginle\u015ftirin, Buzk\u0131ran Yaz\u0131n, G\u00f6nderin.<\/li>\n<li><em>Thinkpeak \u00c7\u00f6z\u00fcm\u00fc:<\/em> <strong>So\u011fuk Sosyal Yard\u0131m Hiper-Ki\u015fiselle\u015ftirici<\/strong>. Bu ara\u00e7 potansiyel m\u00fc\u015fteri verilerini tarar ve benzersiz buz k\u0131r\u0131c\u0131lar olu\u015fturur. Hassasiyet ve tutarl\u0131l\u0131k gerektirir. Bu da onu yap\u0131land\u0131r\u0131lm\u0131\u015f orkestrasyon i\u00e7in m\u00fckemmel bir aday yapar.<\/li>\n<\/ul>\n<p>S\u00fcreciniz bir \u201csava\u015f odas\u0131na\u201d veya ara\u015ft\u0131rma laboratuvar\u0131na benziyorsa <strong>AutoGen<\/strong>.<\/p>\n<ul>\n<li><em>\u00d6rnek:<\/em> Pazar Ara\u015ft\u0131rmas\u0131. \u201cSat\u0131\u015flar\u0131m\u0131z\u0131n 3. \u00e7eyrekte neden d\u00fc\u015ft\u00fc\u011f\u00fcn\u00fc \u00f6\u011frenin.\u201d Bu, veri tabanlar\u0131n\u0131 sorgulamay\u0131, verileri g\u00f6rselle\u015ftirmeyi, hipotez kurmay\u0131 ve test etmeyi gerektirir.<\/li>\n<\/ul>\n<h3>2. \u201cKod\u201d Fakt\u00f6r\u00fc<\/h3>\n<p>\u00c7\u00f6z\u00fcm matematik, veri g\u00f6rselle\u015ftirme veya standart konekt\u00f6rlere sahip olmayan eski API'lerle etkile\u015fim gerektiriyor mu?<\/p>\n<ul>\n<li><strong>AutoGen<\/strong> burada \u00fcst\u00fcnd\u00fcr. Bir temsilcinin belirli bir ERP API u\u00e7 noktas\u0131yla etkile\u015fime ge\u00e7mek i\u00e7in \u00f6zel bir Python komut dosyas\u0131 yazabilmesi e\u015fsizdir.<\/li>\n<li>Thinkpeak.ai a\u015fa\u011f\u0131dakiler i\u00e7in bundan yararlan\u0131r <b id=\"total-stack-integration\">Toplam Y\u0131\u011f\u0131n Entegrasyonu<\/b>. CRM ve ERP'niz aras\u0131nda tutkal g\u00f6revi g\u00f6r\u00fcyoruz. \u00c7eviri katmanlar\u0131n\u0131 an\u0131nda yazmak i\u00e7in genellikle AutoGen arac\u0131lar\u0131n\u0131 kullanarak her yaz\u0131l\u0131m par\u00e7as\u0131n\u0131n birbiriyle ak\u0131ll\u0131ca konu\u015fmas\u0131n\u0131 sa\u011fl\u0131yoruz.<\/li>\n<\/ul>\n<h3>3. Geli\u015ftirici Deneyimi (DX)<\/h3>\n<ul>\n<li><strong>CrewAI<\/strong> bir yap\u0131land\u0131rma dosyas\u0131 yazmak gibi hissettirir. Bildirimseldir.<\/li>\n<li><strong>AutoGen<\/strong> bir olay dinleyicisi yazmak gibi hissettirir. Reaktiftir.<\/li>\n<\/ul>\n<h2>Hibrit Gelecek: \u00d6l\u00e7ekli Orkestrasyon<\/h2>\n<p>2026'daki en sofistike sistemler birini se\u00e7miyor. \u0130kisini de kullan\u0131yorlar.<\/p>\n<p>Thinkpeak.ai'de biz \u00f6nc\u00fcl\u00fck ediyoruz <b id=\"hybrid-architectures\">Hibrit Mimariler<\/b>.<\/p>\n<ul>\n<li>Biz kullan\u0131yoruz <strong>AutoGen<\/strong> \u201cY\u00f6netici\u201d olarak. \u00dcst d\u00fczey muhakeme, kullan\u0131c\u0131 niyetini anlama ve dinamik planlama ile ilgilenir.<\/li>\n<li>Bir plan olu\u015fturulduktan sonra, AutoGen y\u00f6neticisi belirli alt g\u00f6revleri a\u015fa\u011f\u0131dakilere g\u00f6nderir <strong>CrewAI<\/strong> \u201cG\u00fcvenilir infaz i\u00e7in \u201dalt ekipler\".<\/li>\n<\/ul>\n<h3>\u00d6rnek: Omni-Channel Repurposing Engine<\/h3>\n<ol>\n<li><strong>AutoGen (Y\u00f6netici):<\/strong> Bir video izler. \u201cKomik\u201d, \u201ce\u011fitici\u201d veya \u201chaber\u201d olup olmad\u0131\u011f\u0131na karar verir.\u201d<\/li>\n<li><strong>CrewAI (Y\u00fcr\u00fctme):<\/strong>\n<ul>\n<li>E\u011fer \u201cE\u011fitim\u201d ise: Tetikleyicileri <em>LinkedIn E\u011fitim Ekibi<\/em> (Yazar + Grafik Tasar\u0131mc\u0131).<\/li>\n<li>\u201cKomik\u201d ise: Tetikliyorsa <em>Twitter Meme Ekibi<\/em> (Senaryo Yazar\u0131 + G\u00f6r\u00fcnt\u00fc Y\u00f6netmeni).<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>Bu, a\u015fa\u011f\u0131dakileri birle\u015ftirir <em>Beyin<\/em> ile AutoGen'in <em>eller<\/em> CrewAI'\u0131n.<\/p>\n<blockquote>\n<p><strong>Statik operasyonlar\u0131n\u0131z\u0131 dinamik bir ekosisteme d\u00f6n\u00fc\u015ft\u00fcr\u00fcn.<\/strong><br \/>\nThinkpeak.ai'nin <b id=\"omni-channel-repurposing-engine\">Omni-Channel Repurposing Engine<\/b> tek bir videoyu otomatik olarak bir haftal\u0131k i\u00e7eri\u011fe d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Hibrit mimarilerden yararlanarak, siz parma\u011f\u0131n\u0131z\u0131 bile k\u0131p\u0131rdatmadan markan\u0131z\u0131n her platforma hakim olmas\u0131n\u0131 sa\u011fl\u0131yoruz.<\/p>\n<p><a href=\"https:\/\/thinkpeak.ai\/tr\/\">\u0130\u00e7erik Stratejinizi Otomatikle\u015ftirin<\/a><\/p>\n<\/blockquote>\n<h2>Sonu\u00e7: Mesele \u00c7er\u00e7eve De\u011fil, Mimari<\/h2>\n<p>AutoGen ve CrewAI aras\u0131ndaki tart\u0131\u015fma genellikle as\u0131l noktay\u0131 g\u00f6zden ka\u00e7\u0131r\u0131yor. \u00c7er\u00e7eve sadece \u015fasidir. De\u011fer motorda yatar - strateji, y\u00f6nlendirmeler ve entegrasyon.<\/p>\n<p><strong>Thinkpeak.ai<\/strong> bu a\u00e7\u0131\u011f\u0131 kapatmak i\u00e7in var.<\/p>\n<p>G\u00fcvenilir, yap\u0131land\u0131r\u0131lm\u0131\u015f i\u015f ak\u0131\u015flar\u0131yla desteklenen Otomasyon Pazar\u0131m\u0131z\u0131n anl\u0131k h\u0131z\u0131na ihtiyac\u0131n\u0131z olabilir. Ya da s\u0131n\u0131rs\u0131z potansiyele ihtiyac\u0131n\u0131z olabilir <b id=\"custom-low-code-app-development\">\u00d6zel D\u00fc\u015f\u00fck Kodlu Uygulama Geli\u015ftirme<\/b>, dinamik, ak\u0131l y\u00fcr\u00fcten arac\u0131lar taraf\u0131ndan desteklenmektedir. Altyap\u0131y\u0131 biz sa\u011fl\u0131yoruz.<\/p>\n<p>Biz sadece kod yazm\u0131yoruz; s\u00fcr\u00fcc\u00fcs\u00fcz i\u015fletmeler kuruyoruz.<\/p>\n<p><strong>\u00d6zel yaz\u0131l\u0131m y\u0131\u011f\u0131n\u0131n\u0131z\u0131 olu\u015fturmaya haz\u0131r m\u0131s\u0131n\u0131z?<\/strong><br \/>\nTeknik y\u00fck\u00fcn sizi yava\u015flatmas\u0131na izin vermeyin. Geli\u015fmi\u015f yapay zeka arac\u0131lar\u0131n\u0131 ve g\u00fc\u00e7l\u00fc dahili ara\u00e7lar\u0131 bug\u00fcn devreye almak i\u00e7in Thinkpeak.ai ile i\u015f ortakl\u0131\u011f\u0131 yap\u0131n.<\/p>\n<p><a href=\"https:\/\/thinkpeak.ai\/tr\/\">T\u00fcm Hizmetleri G\u00f6r\u00fcnt\u00fcle<\/a> | <a href=\"https:\/\/thinkpeak.ai\/tr\/\">Ke\u015fif \u00c7a\u011fr\u0131s\u0131 Yap\u0131n<\/a><\/p>\n<h2>S\u0131k\u00e7a Sorulan Sorular (SSS)<\/h2>\n<h3>CrewAI yeni ba\u015flayanlar i\u00e7in AutoGen'den daha m\u0131 iyi?<\/h3>\n<p>Evet. CrewAI'nin soyutlama katman\u0131, ajan yapay zeka konusunda yeni olan geli\u015ftiriciler i\u00e7in \u00e7ok daha dost canl\u0131s\u0131d\u0131r. \u201cRoller\u201d ve \u201cG\u00f6revler\u201d gibi tan\u0131d\u0131k kavramlar\u0131 kullan\u0131r. AutoGen, olay d\u00f6ng\u00fclerini ve konu\u015fma kal\u0131plar\u0131n\u0131 anlamay\u0131 gerektirir. Ancak, \u201cacemi dostu\u201d olmas\u0131 \u201cdaha az g\u00fc\u00e7l\u00fc\u201d oldu\u011fu anlam\u0131na gelmez -CrewAI tan\u0131mlanm\u0131\u015f i\u015f ak\u0131\u015flar\u0131 i\u00e7in \u00fcretime haz\u0131rd\u0131r.<\/p>\n<h3>AutoGen temsilcileri kendi kodlar\u0131n\u0131 yazabilir mi?<\/h3>\n<p>Evet, bu AutoGen'in s\u00fcper g\u00fcc\u00fcd\u00fcr. \u00d6nceden olu\u015fturulmu\u015f \u201cara\u00e7lara\u201d veya i\u015flevlere dayanan \u00e7o\u011fu \u00e7er\u00e7evenin aksine, AutoGen ajanlar\u0131 ham Python kodu yazabilir. Bunu bir Docker konteynerinde \u00e7al\u0131\u015ft\u0131r\u0131r, \u00e7\u0131kt\u0131y\u0131 veya hatay\u0131 okur ve yinelemeli olarak hata ay\u0131klar. Bu da onu veri analizi ve karma\u015f\u0131k m\u00fchendislik g\u00f6revleri i\u00e7in ideal hale getirir.<\/p>\n<h3>Thinkpeak.ai bu \u00e7er\u00e7eveleri dahili ara\u00e7lar i\u00e7in nas\u0131l kullan\u0131yor?<\/h3>\n<p>Thinkpeak.ai \u201ci\u015f i\u00e7in do\u011fru ara\u00e7\u201d yakla\u015f\u0131m\u0131n\u0131 kullan\u0131r. Glide veya Retool \u00fczerine kurulu Dahili Ara\u00e7lar\u0131m\u0131z ve \u0130\u015f Portallar\u0131m\u0131z i\u00e7in genellikle CrewAI arka u\u00e7lar\u0131n\u0131 kullan\u0131yoruz. Bunlar standart CRUD i\u015flemlerini ve bildirimleri ger\u00e7ekle\u015ftirir. Dinamik finansal tahmin gibi Karma\u015f\u0131k \u0130\u015f S\u00fcreci Otomasyonumuz i\u00e7in AutoGen kullan\u0131yoruz. Bu, sistemin beklenmedik veri farkl\u0131l\u0131klar\u0131n\u0131 otonom olarak ele almas\u0131n\u0131 sa\u011flar.<\/p>\n<h2>Kaynaklar<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/autogen\/\" rel=\"nofollow noopener\" target=\"_blank\">Microsoft AutoGen<\/a><\/li>\n<li><a href=\"https:\/\/www.langchain.com\/\" rel=\"nofollow noopener\" target=\"_blank\">LangChain<\/a><\/li>\n<li><a href=\"https:\/\/thinkpeak.ai\/tr\/\">Thinkpeak Yapay Zeka<\/a><\/li>\n<li><a href=\"https:\/\/towardsai.net\/p\/machine-learning\/autogen-vs-crewai-two-approaches-to-multi-agent-orchestration\" rel=\"nofollow noopener\" target=\"_blank\">AutoGen vs CrewAI: \u00c7oklu Ajan Orkestrasyonuna \u0130ki Yakla\u015f\u0131m<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=B-IojBoSQ4c\" rel=\"nofollow noopener\" target=\"_blank\">Hangi \u00c7oklu Yapay Zeka Arac\u0131 \u00c7er\u00e7evesi En \u0130yisidir? AutoGen, LangGraph, CrewAI ve di\u011ferlerinin kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>AutoGen ve CrewAI'nin m\u00fchendisten m\u00fchendise kar\u015f\u0131la\u015ft\u0131rmas\u0131: mimariler, kullan\u0131m durumlar\u0131 ve her birinin ne zaman se\u00e7ilece\u011fi.<\/p>","protected":false},"author":2,"featured_media":16874,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[104],"tags":[],"class_list":["post-16875","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-agents"],"_links":{"self":[{"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/posts\/16875","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/comments?post=16875"}],"version-history":[{"count":0,"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/posts\/16875\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/media\/16874"}],"wp:attachment":[{"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/media?parent=16875"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/categories?post=16875"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thinkpeak.ai\/tr\/wp-json\/wp\/v2\/tags?post=16875"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}