{"id":11398,"date":"2026-10-04T00:42:00","date_gmt":"2026-10-04T00:42:00","guid":{"rendered":"https:\/\/bitep.net\/blog\/2026\/10\/04\/switascom\/"},"modified":"2026-10-04T00:42:00","modified_gmt":"2026-10-04T00:42:00","slug":"switascom","status":"publish","type":"post","link":"https:\/\/bitep.net\/blog\/2026\/10\/04\/switascom\/","title":{"rendered":"switas.com"},"content":{"rendered":"<h2>Reaktiv Al\u0259tl\u0259rd\u0259n R\u0259q\u0259msal H\u0259mkarlara: Agentik S\u00fcni \u0130ntellektin Y\u00fcks\u0259li\u015fi<\/h2>\n<p>S\u00fcni intellekt texnologiyalar\u0131 sad\u0259 sual-cavab sisteml\u0259rind\u0259n v\u0259 passiv k\u00f6m\u0259k\u00e7il\u0259rd\u0259n tam funksional, m\u00fcst\u0259qil q\u0259rarverm\u0259 qabiliyy\u0259tin\u0259 malik avtonom strukturlara do\u011fru k\u00f6kl\u00fc bir transformasiya m\u0259rh\u0259l\u0259sin\u0259 q\u0259d\u0259m qoyur. \u0130ndiy\u0259 q\u0259d\u0259r geni\u015f yay\u0131lm\u0131\u015f reaktiv s\u00fcni intellekt modell\u0259ri (istifad\u0259\u00e7inin verdiyi sor\u011fuya anl\u0131q cavab qaytaran sisteml\u0259r) yerini <strong>Agentik S\u00fcni \u0130ntellekt (Agentic AI)<\/strong> konsepsiyas\u0131na t\u0259hvil verir. Bu paradiqma d\u0259yi\u015fikliyi ma\u015f\u0131n \u00f6yr\u0259nm\u0259si sisteml\u0259rinin sad\u0259c\u0259 veril\u0259nl\u0259ri emal ed\u0259n k\u00f6m\u0259k\u00e7i al\u0259tl\u0259rd\u0259n biznes m\u00fchitind\u0259 s\u0259rb\u0259st tap\u015f\u0131r\u0131q icra ed\u0259n &#8220;r\u0259q\u0259msal \u0259m\u0259kda\u015flara&#8221; \u00e7evrilm\u0259sini t\u0259min edir.<\/p>\n<h3>Agentik AI Konsepsiyas\u0131 v\u0259 Avtonom \u0130\u015f Ax\u0131nlar\u0131<\/h3>\n<p>Agentik s\u00fcni intellekt sisteml\u0259ri sad\u0259 g\u00f6st\u0259ri\u015fl\u0259r \u0259sas\u0131nda deyil, m\u00fcc\u0259rr\u0259d h\u0259d\u0259fl\u0259r \u0259sas\u0131nda f\u0259aliyy\u0259t g\u00f6st\u0259rir. \u0130stifad\u0259\u00e7i model\u0259 add\u0131m-add\u0131m n\u0259 ed\u0259c\u0259yini dikt\u0259 etmir; sad\u0259c\u0259 son m\u0259qs\u0259di t\u0259yin edir. Model arxa planda \u00e7oxm\u0259rh\u0259l\u0259li strategiya haz\u0131rlay\u0131r, al\u0259tl\u0259ri (API-lar, terminal \u0259mrl\u0259ri, veril\u0259nl\u0259r bazalar\u0131) m\u00fcst\u0259qil \u015f\u0259kild\u0259 i\u015f\u0259 sal\u0131r v\u0259 \u0259n \u0259sas\u0131 \u00f6z f\u0259aliyy\u0259tinin n\u0259tic\u0259sini yoxlayaraq s\u0259hvl\u0259rini d\u00fcz\u0259ldir (self-reflection).<\/p>\n<ul>\n<li><strong>Dinamik Planlama:<\/strong> Agent m\u00fcr\u0259kk\u0259b tap\u015f\u0131r\u0131\u011f\u0131 mikro-tap\u015f\u0131r\u0131qlara b\u00f6l\u00fcr v\u0259 icra ard\u0131c\u0131ll\u0131\u011f\u0131n\u0131 m\u00fc\u0259yy\u0259nl\u0259\u015fdirir.<\/li>\n<li><strong>Al\u0259tl\u0259rd\u0259n \u0130stifad\u0259 (Tool Calling):<\/strong> Xarici m\u00fchitl\u0259rl\u0259 inteqrasiya olunaraq brauzerd\u0259 axtar\u0131\u015f apar\u0131r, kod icra edir v\u0259 ya ERP sisteml\u0259rind\u0259 \u0259m\u0259liyyat apar\u0131r.<\/li>\n<li><strong>\u00d6z\u00fcn\u00fc D\u0259y\u0259rl\u0259ndirm\u0259 (Self-Correction):<\/strong> \u0130cra olunan add\u0131m\u0131n u\u011fursuzlu\u011funu t\u0259hlil ed\u0259r\u0259k strategiyan\u0131 real vaxt rejimind\u0259 d\u0259yi\u015fir.<\/li>\n<\/ul>\n<h3>Reaktiv AI v\u0259 Agentik AI Aras\u0131ndak\u0131 F\u0259rql\u0259r<\/h3>\n<table>\n<thead>\n<tr>\n<th>X\u00fcsusiyy\u0259t<\/th>\n<th>Reaktiv AI (\u018fn\u0259n\u0259vi LLM)<\/th>\n<th>Agentik AI (M\u00fcasir Sisteml\u0259r)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0130\u015f Rejimi<\/td>\n<td>Sor\u011fu-Cavab (Prompt-based)<\/td>\n<td>H\u0259d\u0259f y\u00f6n\u00fcml\u00fc avtonom icra<\/td>\n<\/tr>\n<tr>\n<td>\u0130nsan \u0130\u015ftirak\u0131<\/td>\n<td>H\u0259r add\u0131mda daimi n\u0259zar\u0259t v\u0259 t\u0259limat<\/td>\n<td>Yaln\u0131z son m\u0259qs\u0259din t\u0259yini v\u0259 audit<\/td>\n<\/tr>\n<tr>\n<td>\u0130nteqrasiya S\u0259viyy\u0259si<\/td>\n<td>T\u0259crid olunmu\u015f m\u0259tn interfeysi<\/td>\n<td>\u00c7oxsayl\u0131 proqram t\u0259minatlar\u0131 v\u0259 API-lar<\/td>\n<\/tr>\n<tr>\n<td>Yadda\u015f v\u0259 Kontekst<\/td>\n<td>Sessiya il\u0259 m\u0259hdudla\u015fan q\u0131sa yadda\u015f<\/td>\n<td>Uzunm\u00fcdd\u0259tli yadda\u015f v\u0259 vektor bazalar\u0131<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>Yerli Multimodall\u0131q (Native Multimodality) v\u0259 Real Vaxt Qar\u015f\u0131l\u0131ql\u0131 \u018flaq\u0259si<\/h3>\n<p>Agentik AI arxitekturas\u0131n\u0131n \u0259n kritik komponentl\u0259rind\u0259n biri <strong>yerli multimodall\u0131qd\u0131r<\/strong>. \u018fvv\u0259lki n\u0259sill\u0259rd\u0259 m\u0259tn, s\u0259s v\u0259 t\u0259svir emal\u0131 \u00fc\u00e7\u00fcn f\u0259rqli modell\u0259r (m\u0259s\u0259l\u0259n, Speech-to-Text -> LLM -> Text-to-Speech) bir-birin\u0259 calan\u0131rd\u0131sa, m\u00fcasir t\u0259m\u0259l modell\u0259rd\u0259 b\u00fct\u00fcn bu modal\u0131qlar eyni neyron \u015f\u0259b\u0259k\u0259 qatlar\u0131nda birba\u015fa inteqrasiya edilib.<\/p>\n<p>Bu arxitektura say\u0259sind\u0259 agent saatlarla davam ed\u0259n video ax\u0131nlar\u0131n\u0131, real vaxt s\u0259s dal\u011falar\u0131n\u0131 v\u0259 geni\u015f h\u0259cmli s\u0259n\u0259dl\u0259ri eyni anda t\u0259hlil ed\u0259 bilir. M\u0259s\u0259l\u0259n, \u0130T d\u0259st\u0259k m\u00fchitind\u0259 agent istifad\u0259\u00e7inin ekran payla\u015f\u0131m\u0131n\u0131 real vaxtda izl\u0259y\u0259r\u0259k nasazl\u0131\u011f\u0131 s\u0259sli \u015f\u0259kild\u0259 izah ed\u0259, eyni zamanda arxa planda terminala qo\u015fularaq konfiqurasiya x\u0259talar\u0131n\u0131 aradan qald\u0131ra bil\u0259r.<\/p>\n<h3>Praktik N\u00fcmun\u0259: Sad\u0259 Avtonom Agent M\u00fchitinin Qurulmas\u0131<\/h3>\n<p>M\u00fcasir agentik arxitekturalar\u0131 s\u0131naqdan ke\u00e7irm\u0259k \u00fc\u00e7\u00fcn <code>CrewAI<\/code> v\u0259 ya <code>LangGraph<\/code> kimi \u00e7\u0259r\u00e7iv\u0259l\u0259rd\u0259n istifad\u0259 olunur. A\u015fa\u011f\u0131da Python m\u00fchitind\u0259 \u00e7oxagentli bir strukturun qurulmas\u0131 v\u0259 i\u015f\u0259 sal\u0131nmas\u0131 \u00fc\u00e7\u00fcn t\u0259l\u0259b olunan add\u0131mlar t\u0259qdim olunur.<\/p>\n<p>\u0130lk olaraq virtual m\u00fchit yarad\u0131l\u0131r v\u0259 laz\u0131mi as\u0131l\u0131l\u0131qlar qura\u015fd\u0131r\u0131l\u0131r:<\/p>\n<pre><code class=\"language-bash\">python3 -m venv agent-env\nsource agent-env\/bin\/activate\npip install crewai langchain-groq duckduckgo-search<\/code><\/pre>\n<p>Daha sonra avtonom \u015f\u0259kild\u0259 ara\u015fd\u0131rma aparan v\u0259 hesabat haz\u0131rlayan agent skripti t\u0259rtib edilir:<\/p>\n<pre><code class=\"language-bash\">cat &lt;&lt; 'EOF' &gt; main.py\nimport os\nfrom crewai import Agent, Task, Crew, Process\nfrom langchain_community.tools import DuckDuckGoSearchRun\n\nsearch_tool = DuckDuckGoSearchRun()\n\n# T\u0259dqiqat\u00e7\u0131 Agent\nresearcher = Agent(\n    role='Texniki T\u0259dqiqat\u00e7\u0131',\n    goal='Agentik AI sah\u0259sind\u0259ki son tendensiyalar\u0131 ara\u015fd\u0131rmaq',\n    backstory='S\u0259n qabaqc\u0131l texnologiyalar\u0131 analiz ed\u0259n t\u0259cr\u00fcb\u0259li analitiks\u0259n.',\n    tools=[search_tool],\n    verbose=True\n)\n\n# Tap\u015f\u0131r\u0131q\nresearch_task = Task(\n    description='Agentik AI arxitekturas\u0131n\u0131n 2025-ci il \u00fczr\u0259 \u0259sas \u00fcst\u00fcnl\u00fckl\u0259rini m\u00fc\u0259yy\u0259n et.',\n    expected_output='\u018fsas texniki m\u0259qamlar\u0131 ehtiva ed\u0259n 3 b\u0259ndlik x\u00fclas\u0259.',\n    agent=researcher\n)\n\n# \u0130\u015f ax\u0131n\u0131\ncrew = Crew(\n    agents=[researcher],\n    tasks=[research_task],\n    process=Process.sequential\n)\n\nresult = crew.kickoff()\nprint(\"\\n--- N\u018fT\u0130C\u018f ---\\n\")\nprint(result)\nEOF\npython3 main.py<\/code><\/pre>\n<h3>Biznes v\u0259 \u0130T Sektoruna T\u0259sirl\u0259ri<\/h3>\n<p>Agentik AI art\u0131q prototip m\u0259rh\u0259l\u0259sini ke\u00e7\u0259r\u0259k korporativ ekosisteml\u0259rd\u0259 t\u0259tbiq olunur. Bu texnologiya x\u00fcsusil\u0259 a\u015fa\u011f\u0131dak\u0131 istiqam\u0259tl\u0259rd\u0259 inqilabi d\u0259yi\u015fiklikl\u0259r\u0259 s\u0259b\u0259b olur:<\/p>\n<ul>\n<li><strong>\u0130T D\u0259st\u0259k v\u0259 DevOps:<\/strong> \u0130nsidentl\u0259rin qeydiyyat\u0131, diaqnostikas\u0131 v\u0259 koda birba\u015fa &#8220;patch&#8221; t\u0259tbiq edilm\u0259si insan m\u00fcdaxil\u0259si olmadan icra edilir.<\/li>\n<li><strong>Maliyy\u0259 \u018fm\u0259liyyatlar\u0131:<\/strong> Fakturalar\u0131n ERP sisteml\u0259ri il\u0259 tutu\u015fdurulmas\u0131, audit yoxlamalar\u0131 v\u0259 anomaliyalar\u0131n a\u015fkarlanmas\u0131 avtomatla\u015fd\u0131r\u0131l\u0131r.<\/li>\n<li><strong>Proqram T\u0259minat\u0131 Haz\u0131rlanmas\u0131:<\/strong> Kod yaz\u0131l\u0131\u015f\u0131ndan testl\u0259rin icras\u0131na, CI\/CD boru x\u0259tl\u0259rinin idar\u0259 edilm\u0259sin\u0259 q\u0259d\u0259r b\u00fct\u00fcn m\u00fch\u0259ndislik z\u0259nciri agentl\u0259r t\u0259r\u0259find\u0259n idar\u0259 olunur.<\/li>\n<\/ul>\n<p>N\u0259tic\u0259 etibaril\u0259, Agentik AI proqram t\u0259minat\u0131 il\u0259 qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259 t\u0259rzimizi k\u00f6k\u00fcnd\u0259n yenil\u0259yir. T\u0259rtibat\u00e7\u0131lar v\u0259 biznes liderl\u0259ri \u00fc\u00e7\u00fcn \u0259sas \u00e7a\u011f\u0131r\u0131\u015f art\u0131q ma\u015f\u0131nlara add\u0131m-add\u0131m kod yazmaq deyil, onlar\u0131n f\u0259aliyy\u0259t \u00e7\u0259r\u00e7iv\u0259sini, t\u0259hl\u00fck\u0259sizlik protokollar\u0131n\u0131 v\u0259 strateji h\u0259d\u0259fl\u0259rini d\u00fczg\u00fcn m\u00fc\u0259yy\u0259nl\u0259\u015fdirm\u0259kd\u0259n ibar\u0259tdir.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Reaktiv Al\u0259tl\u0259rd\u0259n R\u0259q\u0259msal H\u0259mkarlara: Agentik S\u00fcni \u0130ntellektin Y\u00fcks\u0259li\u015fi S\u00fcni intellekt texnologiyalar\u0131 sad\u0259 sual-cavab sisteml\u0259rind\u0259n v\u0259 passiv k\u00f6m\u0259k\u00e7il\u0259rd\u0259n tam funksional, m\u00fcst\u0259qil q\u0259rarverm\u0259 qabiliyy\u0259tin\u0259 malik avtonom strukturlara do\u011fru k\u00f6kl\u00fc bir transformasiya m\u0259rh\u0259l\u0259sin\u0259 q\u0259d\u0259m qoyur. \u0130ndiy\u0259 q\u0259d\u0259r geni\u015f yay\u0131lm\u0131\u015f reaktiv s\u00fcni intellekt modell\u0259ri (istifad\u0259\u00e7inin verdiyi sor\u011fuya anl\u0131q cavab qaytaran sisteml\u0259r) yerini Agentik S\u00fcni \u0130ntellekt (Agentic AI) konsepsiyas\u0131na t\u0259hvil [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":11397,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-11398","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/bitep.net\/blog\/wp-content\/uploads\/2026\/10\/bitep-ai-1791074515307-19.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/posts\/11398","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/comments?post=11398"}],"version-history":[{"count":0,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/posts\/11398\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/media\/11397"}],"wp:attachment":[{"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/media?parent=11398"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/categories?post=11398"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/tags?post=11398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}