{"id":11408,"date":"2026-10-04T00:50:47","date_gmt":"2026-10-04T00:50:47","guid":{"rendered":"https:\/\/bitep.net\/blog\/2026\/10\/04\/mashablecom-2\/"},"modified":"2026-10-04T00:50:47","modified_gmt":"2026-10-04T00:50:47","slug":"mashablecom-2","status":"publish","type":"post","link":"https:\/\/bitep.net\/blog\/2026\/10\/04\/mashablecom-2\/","title":{"rendered":"mashable.com"},"content":{"rendered":"<h2>S\u00fcni \u0130ntellektd\u0259 Yeni S\u0259rh\u0259d: Astra S\u0259viyy\u0259li Z\u0259ka, Agentic Kodla\u015fd\u0131rma v\u0259 Komp\u00fcter \u0130dar\u0259etm\u0259si<\/h2>\n<p>S\u00fcni intellekt texnologiyalar\u0131 sad\u0259 m\u0259tn generatorlar\u0131ndan v\u0259 passiv \u00e7atbotlardan m\u00fcr\u0259kk\u0259b q\u0259rarlar q\u0259bul ed\u0259n muxtar sisteml\u0259r\u0259 (agentl\u0259r\u0259) do\u011fru s\u00fcr\u0259tl\u0259 t\u0259kam\u00fcl edir. Son texnoloji nailiyy\u0259tl\u0259r g\u00f6st\u0259rir ki, Google-un &#8220;Project Astra&#8221; vizyonuna yax\u0131nla\u015fan yeni n\u0259sil multimodal modell\u0259r art\u0131q t\u0259kc\u0259 informasiyan\u0131 emal etmir, eyni zamanda \u0259m\u0259liyyat sisteml\u0259ri il\u0259 birba\u015fa qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259 qurur, m\u00fcr\u0259kk\u0259b kod layih\u0259l\u0259rini s\u0259rb\u0259st \u015f\u0259kild\u0259 idar\u0259 edir v\u0259 pe\u015f\u0259kar i\u015f ax\u0131nlar\u0131n\u0131 tam avtomatla\u015fd\u0131r\u0131r.<\/p>\n<p>Bu m\u0259rh\u0259l\u0259 &#8220;Agentic AI&#8221; (agent \u0259sasl\u0131 s\u00fcni intellekt) v\u0259 &#8220;Computer Use&#8221; (komp\u00fcterd\u0259n birba\u015fa istifad\u0259) anlay\u0131\u015flar\u0131n\u0131 s\u0259nayenin m\u0259rk\u0259zin\u0259 g\u0259tirir. Art\u0131q model yaln\u0131z proqramla\u015fd\u0131rma dili sintaksisini tamamlamaqla kifay\u0259tl\u0259nmir, h\u0259m d\u0259 sistem s\u0259viyy\u0259sind\u0259 CLI \u0259mrl\u0259rini icra edir, brauzeri idar\u0259 edir v\u0259 t\u0259tbiql\u0259rd\u0259ki vizual interfeysl\u0259ri insan kimi analiz edir.<\/p>\n<h2>\u018fsas Texniki \u00dcst\u00fcnl\u00fckl\u0259r: Texnologiyan\u0131n P\u0259rd\u0259arxas\u0131<\/h2>\n<p>Yeni n\u0259sil sisteml\u0259rin arxitekturas\u0131 klassik b\u00f6y\u00fck dil modell\u0259rind\u0259n (LLM) bir ne\u00e7\u0259 fundamental c\u0259h\u0259tin\u0259 g\u00f6r\u0259 f\u0259rql\u0259nir:<\/p>\n<ul>\n<li><strong>Agentic Kodla\u015fd\u0131rma:<\/strong> Model sad\u0259c\u0259 kod bloklar\u0131 t\u0259klif etmir. O, layih\u0259nin arxitekturas\u0131n\u0131 t\u0259hlil edir, as\u0131l\u0131l\u0131qlar\u0131 (dependencies) m\u00fc\u0259yy\u0259nl\u0259\u015fdirir, testl\u0259r yaz\u0131r, x\u0259talar\u0131 t\u0259crid olunmu\u015f m\u00fchitd\u0259 debug edir v\u0259 d\u0259yi\u015fiklikl\u0259ri birba\u015fa Git repositoriyas\u0131na t\u0259tbiq edir.<\/li>\n<li><strong>Komp\u00fcter \u0130dar\u0259etm\u0259si (Computer Use API):<\/strong> T\u0259bii dil t\u0259limatlar\u0131n\u0131 GUI (Qrafik \u0130stifad\u0259\u00e7i \u0130nterfeysi) h\u0259r\u0259k\u0259tl\u0259rin\u0259 \u00e7evirm\u0259k bacar\u0131\u011f\u0131. Model ekran g\u00f6r\u00fcnt\u00fcl\u0259rini (screenshot) real vaxtda t\u0259hlil ed\u0259r\u0259k kursorun koordinatlar\u0131n\u0131 hesablay\u0131r, klikl\u0259yir v\u0259 m\u0259tni daxil edir.<\/li>\n<li><strong>Multimodal D\u0259rketm\u0259 v\u0259 Astra S\u0259viyy\u0259li \u0130ntelekt:<\/strong> Real vaxtda video, audio v\u0259 vizual veril\u0259nl\u0259r ax\u0131n\u0131n\u0131 gecikm\u0259 olmadan emal ed\u0259r\u0259k m\u00fcr\u0259kk\u0259b pe\u015f\u0259kar tap\u015f\u0131r\u0131qlar\u0131 add\u0131m-add\u0131m planla\u015fd\u0131rmaq v\u0259 icra etm\u0259k g\u00fcc\u00fc.<\/li>\n<\/ul>\n<h2>\u018fn\u0259n\u0259vi LLM-l\u0259r v\u0259 Agentic Sisteml\u0259rin M\u00fcqayis\u0259si<\/h2>\n<table border=\"1\" cellpadding=\"8\" cellspacing=\"0\" >\n<thead>\n<tr >\n<th>Parametr<\/th>\n<th>\u018fn\u0259n\u0259vi K\u00f6m\u0259k\u00e7il\u0259r (Copilot tipli)<\/th>\n<th>Yeni N\u0259sil Agentic Modell\u0259r<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0130\u015fl\u0259m\u0259 Prensipi<\/strong><\/td>\n<td>\u0130stifad\u0259\u00e7inin daxil etdiyi prompta cavab generasiyas\u0131<\/td>\n<td>M\u0259qs\u0259d t\u0259yin edildikd\u0259n sonra muxtar add\u0131mlar z\u0259nciri (Chain-of-Thought)<\/td>\n<\/tr>\n<tr>\n<td><strong>\u018fm\u0259liyyat Sistemi \u0130nteqrasiyas\u0131<\/strong><\/td>\n<td>Yoxdur (yaln\u0131z API v\u0259 m\u0259tn \u00e7\u0131x\u0131\u015f\u0131)<\/td>\n<td>GUI, terminal, brauzer v\u0259 fayl sistemin\u0259 birba\u015fa \u00e7\u0131x\u0131\u015f<\/td>\n<\/tr>\n<tr>\n<td><strong>X\u0259tan\u0131n Aradan Qald\u0131r\u0131lmas\u0131<\/strong><\/td>\n<td>\u0130stifad\u0259\u00e7i x\u0259tan\u0131 yenid\u0259n daxil etm\u0259lidir<\/td>\n<td>Testl\u0259ri \u00f6z\u00fc icra edir, loglar\u0131 oxuyur v\u0259 kodu t\u0259krar optimalla\u015fd\u0131r\u0131r<\/td>\n<\/tr>\n<tr>\n<td><strong>Kontekst D\u0259rinliyi<\/strong><\/td>\n<td>Token limiti \u00e7\u0259r\u00e7iv\u0259sind\u0259 m\u0259hdud kontekst<\/td>\n<td>Geni\u015f layih\u0259 strukturu v\u0259 vizual ekran v\u0259ziyy\u0259tl\u0259rinin sinxron analizi<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>B\u0259l\u0259d\u00e7i: Agentic Kodla\u015fd\u0131rma M\u00fchitinin Haz\u0131rlanmas\u0131<\/h2>\n<p>Agent sisteml\u0259rinin komp\u00fcter \u00fcz\u0259rind\u0259 \u0259mrl\u0259r icra etm\u0259si y\u00fcks\u0259k s\u0259viyy\u0259li t\u0259hl\u00fck\u0259sizlik t\u0259l\u0259b edir. Bu s\u0259b\u0259bd\u0259n agentik i\u015f ax\u0131nlar\u0131n\u0131 birba\u015fa \u0259sas \u0259m\u0259liyyat sistemind\u0259 deyil, Docker konteynerind\u0259 v\u0259 ya sandbox m\u00fchitind\u0259 i\u015f\u0259 salmaq t\u00f6vsiy\u0259 olunur. A\u015fa\u011f\u0131da t\u0259hl\u00fck\u0259siz agent i\u015f m\u00fchitinin qurulmas\u0131 add\u0131m-add\u0131m g\u00f6st\u0259rilmi\u015fdir.<\/p>\n<h3>Add\u0131m 1: \u0130\u015f M\u00fchitinin v\u0259 As\u0131l\u0131l\u0131qlar\u0131n Qura\u015fd\u0131r\u0131lmas\u0131<\/h3>\n<p>\u0130lk \u00f6nc\u0259 layih\u0259 \u00fc\u00e7\u00fcn t\u0259crid olunmu\u015f virtual m\u00fchit yarad\u0131n v\u0259 sistem z\u0259ngl\u0259rini idar\u0259 ed\u0259n z\u0259ruri kitabxanalar\u0131 qura\u015fd\u0131r\u0131n:<\/p>\n<pre><code class=\"language-bash\"># Layih\u0259 qovlu\u011funun yarad\u0131lmas\u0131\nmkdir bitep-agent-workspace && cd bitep-agent-workspace\n\n# Python virtual m\u00fchitinin ba\u015flad\u0131lmas\u0131\npython3 -m venv venv\nsource venv\/bin\/activate\n\n# T\u0259l\u0259b olunan modullar\u0131n y\u00fckl\u0259nm\u0259si\npip install requests pydantic docker<\/code><\/pre>\n<h3>Add\u0131m 2: T\u0259hl\u00fck\u0259siz Sandbox M\u00fchitinin Konfiqurasiyas\u0131<\/h3>\n<p>Agentin icra ed\u0259c\u0259yi kodlar\u0131n sisteminiz\u0259 z\u0259r\u0259r vurmamas\u0131 \u00fc\u00e7\u00fcn sad\u0259 Docker konteyneri i\u015f\u0259 sal\u0131n. Bu konteyner agentin kod yazaca\u011f\u0131 v\u0259 test ed\u0259c\u0259yi poliqon rolunu oynayacaq:<\/p>\n<pre><code class=\"language-bash\"># T\u0259crid olunmu\u015f Linux m\u00fchitinin arxa fonda ba\u015flad\u0131lmas\u0131\ndocker run -d --name agent-sandbox \\\n  -v $(pwd)\/workspace:\/app \\\n  -w \/app \\\n  python:3.11-slim tail -f \/dev\/null<\/code><\/pre>\n<h3>Add\u0131m 3: Agentic \u018fmr \u0130cra D\u00f6vr\u0259sinin Qurulmas\u0131<\/h3>\n<p>A\u015fa\u011f\u0131dak\u0131 n\u00fcmun\u0259 agentin verilmi\u015f tap\u015f\u0131r\u0131\u011f\u0131 nec\u0259 add\u0131m-add\u0131m t\u0259hlil edib icra m\u00fchitin\u0259 g\u00f6nd\u0259rdiyini konseptual olaraq g\u00f6st\u0259rir:<\/p>\n<pre><code class=\"language-bash\"># Sandbox daxilind\u0259 agent vasit\u0259sil\u0259 test skriptinin yarad\u0131lmas\u0131\ndocker exec -i agent-sandbox bash -c 'cat << \"EOF\" > test_app.py\ndef calculate_factor(n):\n    return 1 if n <= 1 else n * calculate_factor(n - 1)\n\nif __name__ == \"__main__\":\n    assert calculate_factor(5) == 120\n    print(\"Test u\u011furla tamamland\u0131!\")\nEOF'\n\n# Agentin yaratd\u0131\u011f\u0131 kodu icra edib n\u0259tic\u0259ni oxumas\u0131\ndocker exec -i agent-sandbox python test_app.py<\/code><\/pre>\n<h2>\u0130T Sektoruna v\u0259 T\u0259rtibat\u00e7\u0131lara T\u0259siri<\/h2>\n<p>Bu texnologiyan\u0131n k\u00fctl\u0259vil\u0259\u015fm\u0259si proqram t\u0259minat\u0131 m\u00fch\u0259ndisliyini k\u00f6k\u00fcnd\u0259n d\u0259yi\u015fir. T\u0259rtibat\u00e7\u0131n\u0131n rolu sintaksis yazmaqdan sistem arxitekturas\u0131n\u0131 dizayn etm\u0259y\u0259 v\u0259 agentin \u00e7\u0131xard\u0131\u011f\u0131 n\u0259tic\u0259l\u0259ri audit etm\u0259y\u0259 do\u011fru transformasiya olunur:<\/p>\n<ul>\n<li><strong>Manual QA Testl\u0259rinin Sonu:<\/strong> Agentl\u0259r t\u0259tbiql\u0259rin interfeysl\u0259rind\u0259 m\u00fcxt\u0259lif istifad\u0259\u00e7i ssenaril\u0259rini vizual olaraq klikl\u0259y\u0259r\u0259k yoxlaya v\u0259 insan m\u00fcdaxil\u0259si olmadan reqressiya testl\u0259ri apara bil\u0259r.<\/li>\n<li><strong>S\u00fcr\u0259tli Prototipl\u0259\u015fdirm\u0259:<\/strong> Bir ne\u00e7\u0259 c\u00fcml\u0259lik arxitektur t\u0259svir \u0259sas\u0131nda veril\u0259nl\u0259r bazas\u0131 sxeml\u0259ri, backend API-l\u0259ri v\u0259 frontend interfeysl\u0259ri paralel \u015f\u0259kild\u0259 formala\u015fd\u0131r\u0131l\u0131r.<\/li>\n<li><strong>T\u0259hl\u00fck\u0259sizlik \u00c7a\u011f\u0131r\u0131\u015flar\u0131 (Prompt Injection):<\/strong> Modelin komp\u00fcterd\u0259n istifad\u0259 h\u00fcququna malik olmas\u0131 yeni kiber t\u0259hdidl\u0259r yarad\u0131r. Z\u0259r\u0259rli veb-saytlar vizual elementl\u0259rin daxilin\u0259 gizli g\u00f6st\u0259ri\u015fl\u0259r yerl\u0259\u015fdir\u0259r\u0259k agentin icaz\u0259siz fayllar\u0131 silm\u0259sin\u0259 v\u0259 ya m\u0259lumat s\u0131zd\u0131rmas\u0131na c\u0259hd ed\u0259 bil\u0259r.<\/li>\n<\/ul>\n<h2>N\u0259tic\u0259<\/h2>\n<p>Astra s\u0259viyy\u0259li z\u0259ka v\u0259 agentic imkanlar s\u00fcni intellektin passiv m\u0259sl\u0259h\u0259t\u00e7id\u0259n aktiv icra\u00e7\u0131ya \u00e7evrildiyi d\u00f6n\u00fc\u015f n\u00f6qt\u0259sidir. Kod yazan, \u0259m\u0259liyyat sistemini idar\u0259 ed\u0259n v\u0259 m\u00fcr\u0259kk\u0259b korporativ i\u015f ax\u0131nlar\u0131n\u0131 icra ed\u0259n bu modell\u0259r \u0130T sektorunda m\u0259hsuldarl\u0131\u011f\u0131 misli g\u00f6r\u00fcnm\u0259mi\u015f s\u0259viyy\u0259y\u0259 qald\u0131racaq. Lakin bu g\u00fccd\u0259n s\u0259m\u0259r\u0259li istifad\u0259 \u00fc\u00e7\u00fcn t\u0259rtibat\u00e7\u0131lar v\u0259 t\u0259hl\u00fck\u0259sizlik m\u00fch\u0259ndisl\u0259ri izolyasiya edilmi\u015f m\u00fchitl\u0259rin v\u0259 icaz\u0259 mexanizml\u0259rinin d\u00fczg\u00fcn qurulmas\u0131na x\u00fcsusi diqq\u0259t yetirm\u0259lidirl\u0259r.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>S\u00fcni \u0130ntellektd\u0259 Yeni S\u0259rh\u0259d: Astra S\u0259viyy\u0259li Z\u0259ka, Agentic Kodla\u015fd\u0131rma v\u0259 Komp\u00fcter \u0130dar\u0259etm\u0259si S\u00fcni intellekt texnologiyalar\u0131 sad\u0259 m\u0259tn generatorlar\u0131ndan v\u0259 passiv \u00e7atbotlardan m\u00fcr\u0259kk\u0259b q\u0259rarlar q\u0259bul ed\u0259n muxtar sisteml\u0259r\u0259 (agentl\u0259r\u0259) do\u011fru s\u00fcr\u0259tl\u0259 t\u0259kam\u00fcl edir. Son texnoloji nailiyy\u0259tl\u0259r g\u00f6st\u0259rir ki, Google-un &#8220;Project Astra&#8221; vizyonuna yax\u0131nla\u015fan yeni n\u0259sil multimodal modell\u0259r art\u0131q t\u0259kc\u0259 informasiyan\u0131 emal etmir, eyni zamanda \u0259m\u0259liyyat sisteml\u0259ri [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":11407,"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-11408","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-1791075042236-25.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/posts\/11408","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=11408"}],"version-history":[{"count":0,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/posts\/11408\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/media\/11407"}],"wp:attachment":[{"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/media?parent=11408"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/categories?post=11408"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bitep.net\/blog\/wp-json\/wp\/v2\/tags?post=11408"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}