{"id":18401,"date":"2025-07-01T15:20:00","date_gmt":"2025-07-01T13:20:00","guid":{"rendered":"https:\/\/office-samurai.com\/atrakinti-automatikos-ateiti-pasitelkiant-agentini-dirbtini-intelekta\/"},"modified":"2025-12-04T10:15:57","modified_gmt":"2025-12-04T09:15:57","slug":"atrakinti-automatikos-ateiti-pasitelkiant-agentini-dirbtini-intelekta","status":"publish","type":"post","link":"https:\/\/office-samurai.com\/lt\/atrakinti-automatikos-ateiti-pasitelkiant-agentini-dirbtini-intelekta\/","title":{"rendered":"Atrakinant automatizacijos ateit\u012f su agentine dirbtiniu intelektu: i\u0161samus \u017evilgsnis \u012f UiPath Agent Builder ir Maestro"},"content":{"rendered":"\n<p>Sunku pasteb\u0117ti, kada tai nutinka, bet patik\u0117kite mumis, kai sakome, kad jums tai patiks. <\/p>\n\n<p>Vienas procesas, viena u\u017eduotis, viena komanda vienu metu \u2013 automatizacija tyliai perima biur\u0105. Ne mokslin\u0117s fantastikos prasme, o tikra, kasdiene prasme: ma\u017eiau spaud\u017ei\u0173, ma\u017eiau skai\u010diuokli\u0173, daugiau m\u0105stymo. <\/p>\n\n<p>Taip pat <strong>agentinis dirbtinis intelektas <\/strong>kei\u010dia tai, kaip \u012fmon\u0117s galvoja apie robotin\u0119 proces\u0173 automatizacij\u0105 (RPA).<\/p>\n\n<p>B\u016bkime atviri \u2013 pasauliui nereikia dar vienos DI antra\u0161t\u0117s.<\/p>\n\n<p>\u017dmon\u0117s nebenori gird\u0117ti apie DI. Jie nori matyti, kaip jis veikia. <\/p>\n\n<p>\u0160iame straipsnyje nagrin\u0117jama naujausia UiPath platformos raida, daugiausia d\u0117mesio skiriant j\u0173 agentinio DI galimyb\u0117ms:<strong> Agent Builder<\/strong> ir <strong>Maestro<\/strong>.<\/p>\n\n<p>Ver\u010diau \u017ei\u016brite nei skaitote? Apsilankykite m\u016bs\u0173 \u201eYouTube\u201c kanale ir pa\u017ei\u016br\u0117kite internetin\u012f seminar\u0105, kuriuo remiasi \u0161is straipsnis: <\/p>\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe class=\"cky-consent-iframe\" data-consent=\"marketing\" data-cky-src=\"https:\/\/www.youtube.com\/embed\/260yKqp0K3A?feature=oembed\" data-cky-placeholder=\"1\" class=\"cky-consent-iframe\" data-consent=\"marketing\" data-cky- data-cky-placeholder=\"1\" title=\"UiPath Agent Builder and Orchestration (Maestro) \u2013 intro and live demo (webinar recording)\" width=\"800\" height=\"450\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n<p>Agentinis dirbtinis intelektas pristato automatizacijos filosofij\u0105, kurioje DI agentai m\u0105sto, suteikdami \u017emogi\u0161ko samprotavimo, robotai ir integracijos vykdo u\u017eduotis dvejetainiu tikslumu, o \u017emon\u0117s vadovauja ir priima galutinius sprendimus. <\/p>\n\n<p>M\u016bs\u0173 ankstyvoji prieiga ir praktiniai bandymai su auk\u0161\u010diau pamin\u0117tais \u012frankiais mus \u201emaloniai nustebino\u201c tuo, kaip apgalvotai sistema sukurta ir integruota su kitomis platformos dalimis.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kelias_nuo_tradicines_RPA_iki_agentines_automatizacijos\"><\/span>Kelias nuo tradicin\u0117s RPA iki agentin\u0117s automatizacijos<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Automatizacija, kuri\u0105 visada pa\u017einojome, tradici\u0161kai buvo dominuojama RPA \u012franki\u0173, kurie tiksliai vykdydavo i\u0161 anksto apibr\u0117\u017etas u\u017eduotis. \u017dvelgiant ma\u017edaug septynerius metus atgal (nuo 2025 m.), UiPath si\u016blom\u0173 sprendim\u0173 portfelis buvo paprastesnis ir daugiausia sudarytas i\u0161 trij\u0173 produkt\u0173:  <\/p>\n\n<p>\ud83d\udd38 <strong>Studio<\/strong> \u2013 automatizacijoms kurti. <\/p>\n\n<p>\ud83d\udd38 <strong>Orchestrator <\/strong>\u2013 joms orkestruoti. <\/p>\n\n<p>\ud83d\udd38 <strong>Robots<\/strong> \u2013 vykdymui.<\/p>\n\n<p>\u0160is pagrindas, kur\u012f vadiname \u201ePirmuoju veiksmu\u201c, per pastaruosius septynerius metus smarkiai i\u0161augo d\u0117l mokslini\u0173 tyrim\u0173, pl\u0117tros pastang\u0173 ir \u012fsigijim\u0173. <\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69e90f87114d0&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"69e90f87114d0\" class=\"wp-block-image size-large wp-lightbox-container\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Our_Journey-to-agentic-automation-1024x576.jpg\" alt=\"m&#x16B;s&#x173; kelias &#x12F; agentines automatizacijas\" class=\"wp-image-18143\" srcset=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Our_Journey-to-agentic-automation-1024x576.jpg 1024w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Our_Journey-to-agentic-automation-300x169.jpg 300w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Our_Journey-to-agentic-automation-768x432.jpg 768w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Our_Journey-to-agentic-automation.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Padidinti\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n<p>Pagrindin\u0117s prid\u0117tos galimyb\u0117s:<\/p>\n\n<p>\ud83d\udd38 <strong>Computer Vision<\/strong>, leid\u017eianti automatizacij\u0105 apribotose aplinkose.<\/p>\n\n<p>\ud83d\udd38<strong> API Automation<\/strong>, supaprastinta naudojant integracijos paslaugas.<\/p>\n\n<p>\ud83d\udd38 <strong>Web Interface Building<\/strong> senesn\u0117ms sistemoms atnaujinti.<\/p>\n\n<p>\ud83d\udd38 <strong>Orchestration Enhancements<\/strong>, leid\u017eian\u010dios robotams kreiptis \u012f \u017emones d\u0117l nurodym\u0173 (Human-in-the-loop).<\/p>\n\n<p>\ud83d\udd38 Intelligent Document Processing (IDP), apdorojanti strukt\u016brizuotus, pusiau strukt\u016brizuotus ir nestrukt\u016brizuotus dokumentus (pvz., polisus ir sutartis).<\/p>\n\n<p>\ud83d\udd38 <strong>Discovery galimyb\u0117s<\/strong> ir <strong>analiz\u0117<\/strong> procesams steb\u0117ti ir KPI generuoti.<\/p>\n\n<p>\ud83d\udd38 <strong>GenAI moduliai<\/strong>, suteikiantys robotui tam tikr\u0105 \u201esmegen\u0173\u201c poj\u016bt\u012f, kad jis gal\u0117t\u0173 saugiai s\u0105veikauti su \u012fvairiais modeliais.<\/p>\n\n<p>\u0160i nuolatin\u0117 inovacija l\u0117m\u0117 dabartin\u0119 platform\u0105, kuri\u0105 UiPath laiko Nr. 1 nuo prad\u017eios iki pabaigos veikian\u010dia verslo automatizacijos platforma.<\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69e90f8711e11&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"69e90f8711e11\" class=\"wp-block-image size-large wp-lightbox-container\"><img decoding=\"async\" width=\"1024\" height=\"576\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/UiPath-Agentic-Automation-1024x576.jpg\" alt=\"uipath agentin&#x117; automatizacija\" class=\"wp-image-18147\" srcset=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/UiPath-Agentic-Automation-1024x576.jpg 1024w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/UiPath-Agentic-Automation-300x169.jpg 300w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/UiPath-Agentic-Automation-768x432.jpg 768w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/UiPath-Agentic-Automation.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Padidinti\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Antrasis_veiksmas_stai_ateina_agentines_automatizacijos_era\"><\/span>Antrasis veiksmas: \u0161tai ateina agentin\u0117s automatizacijos era<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Remiantis tvirtu \u201ePirmojo veiksmo\u201c pagrindu \u2013 \u012fskaitant saugum\u0105, valdym\u0105 ir integracij\u0105 \u2013 \u012f\u017eengiame \u012f kit\u0105 agentin\u0117s automatizacijos er\u0105. \u0160is etapas sutelktas \u012f DI agentus, kurie gali m\u0105styti ir priimti sprendimus, dirbdami kartu su tradiciniais robotais ir \u017emon\u0117mis. <\/p>\n\n<p>Pagrindiniai \u0161ios naujos eros komponentai apima <strong>AI Trust Layer<\/strong>,<strong> konteksto skai\u010diavim\u0105<\/strong> ir <strong>ma\u017eai kodo reikalaujan\u010dias k\u016brimo galimybes<\/strong>. Agentai ir tradicin\u0117s RPA naudoja tuos pa\u010dius modulius, veikdami kaip automatizacijos \u201e\u0161veicari\u0161kas armijos peiliukas\u201c. <\/p>\n\n<h3 class=\"wp-block-heading\">Robot\u0173 ir DI agent\u0173 simbioz\u0117<\/h3>\n\n<p>UiPath nubr\u0117\u017eia paralel\u0119 tarp robot\u0173 ir agent\u0173 darbo pasidalijimo ir \u017emogaus smegen\u0173:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Robotai <\/strong>yra taisykl\u0117mis pagr\u012fsti, deterministiniai ir logi\u0161ki, pana\u0161iai kaip kairysis smegen\u0173 pusrutulis. Jie puikiai atlieka u\u017eduotis, kurioms reikia <strong>didelio patikimumo ir efektyvumo.<\/strong> <\/li>\n\n\n\n<li><strong>DI agentai <\/strong>yra tiksl\u0173 siekiantys, nedeterministiniai ir k\u016brybi\u0161ki, pana\u0161iai kaip de\u0161inysis smegen\u0173 pusrutulis. Jie geriausiai tinka u\u017eduotims, kurios <strong>n\u0117ra ai\u0161kiai apibr\u0117\u017etos ir reikalauja didelio prisitaikymo<\/strong>. <\/li>\n<\/ul>\n\n<p>Nors agentai turi daugiau kontrol\u0117s, kaip pasiekti tiksl\u0105, jie i\u0161 prigimties yra \u0161iek tiek ma\u017eiau patikimi nei deterministiniai robotai. UiPath u\u017edaro \u0161i\u0105 sprag\u0105 per <strong>kontroliuojam\u0105 agenti\u0161kum\u0105<\/strong>. <\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69e90f87126d7&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"69e90f87126d7\" class=\"wp-block-image size-large wp-lightbox-container\"><img decoding=\"async\" width=\"1024\" height=\"576\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/The-future-of-automations-is-robotic-and-agentic-1024x576.jpg\" alt=\"automatizacijos ateitis yra robotin&#x117; ir agentin&#x117;\" class=\"wp-image-18151\" srcset=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/The-future-of-automations-is-robotic-and-agentic-1024x576.jpg 1024w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/The-future-of-automations-is-robotic-and-agentic-300x169.jpg 300w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/The-future-of-automations-is-robotic-and-agentic-768x432.jpg 768w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/The-future-of-automations-is-robotic-and-agentic.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Padidinti\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Patikimu_DI_agentu_uztikrinimas_per_kontroliuojama_agentiskuma\"><\/span>Patikim\u0173 DI agent\u0173 u\u017etikrinimas per kontroliuojam\u0105 agenti\u0161kum\u0105<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Kontroliuojamas agenti\u0161kumas yra taktini\u0173 priemoni\u0173 rinkinys, sukurtas pagerinti agento patikimum\u0105:<\/p>\n\n<ol class=\"wp-block-list\">\n<li><strong>Raginim\u0173 eksperimentavimas<\/strong>: interaktyvus raginim\u0173 eksperimentavimo vaizdas leid\u017eia k\u016br\u0117jams iteruoti agent\u0105 ir matyti, kaip jis veikia su skirtingais \u012fvesties argumentais.<\/li>\n\n\n\n<li><strong>Dinaminiai vertinimai: <\/strong>test\u0173 atvej\u0173 rinkiniai sugeneruoja skaitin\u0119 vert\u0119 (nuo 0 iki 100), kuri matuoja agento kokyb\u0119 ir veikia kaip kelrod\u0117 \u017evaig\u017ed\u0117 iteravimo metu.<\/li>\n<\/ol>\n\n<p><strong>Auk\u0161tos kokyb\u0117s konteksto \u012ftvirtinimas<\/strong>: tai UiPath terminas, rei\u0161kiantis Retrieval Augmented Generation (RAG), kuris kontroliuojamai pateikia agentui didelius \u012fmon\u0117s specifini\u0173 duomen\u0173 kiekius.<\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69e90f8712e52&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"69e90f8712e52\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Agents-level-of-control-1024x576.jpg\" alt=\"Agento kontrol&#x117;s lygis\" class=\"wp-image-18155\" srcset=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Agents-level-of-control-1024x576.jpg 1024w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Agents-level-of-control-300x169.jpg 300w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Agents-level-of-control-768x432.jpg 768w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/Agents-level-of-control.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Padidinti\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"DI_agento_sudetines_dalys\"><\/span>DI agento sud\u0117tin\u0117s dalys<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Agent\u0105 apibr\u0117\u017eia keli pagrindiniai komponentai:<\/p>\n\n<ol class=\"wp-block-list\">\n<li><strong>Nat\u016bralaus kalbos raginimas<\/strong>: tai i\u0161 esm\u0117s yra agento darbo apra\u0161ymas, apibr\u0117\u017eiantis tiksl\u0105 ir tai, kaip jis tur\u0117t\u0173 b\u016bti pasiektas.<\/li>\n\n\n\n<li><strong>Kontekstas<\/strong>: \u012fmon\u0117s specifin\u0117s \u017einios, tokios kaip politikos ar produkto specifikacijos, saugomos konteksto \u012ftvirtinimo duomen\u0173 baz\u0117se. \u0160ios \u017einios leid\u017eia agentui veikti kaip naudingam DI asistentui. <\/li>\n\n\n\n<li><strong>\u012erankiai:<\/strong> jie leid\u017eia agentui s\u0105veikauti su \u012fvairiomis sistemomis. \u012erankiai gali b\u016bti integracijos paslaug\u0173 veiklos, kitos automatizacijos (RPA srautai) ar net kiti agentai. Pavyzd\u017eiui, agentas gali i\u0161kviesti RPA sraut\u0105 duomenims i\u0161 programos nuskaityti.  <\/li>\n\n\n\n<li><strong>Eskalacijos<\/strong>: jei agentas susiduria su nenormalia situacija arba n\u0117ra tikras, kaip priimti sprendim\u0105, jis gali eskaluoti \u017emogui. \u0160ios eskalacijos pasirodo kaip pastabos Action Center. <\/li>\n\n\n\n<li><strong>Agento atmintis<\/strong>: kai \u017emogus i\u0161sprend\u017eia eskalacij\u0105, atsakymas gali b\u016bti i\u0161saugotas agento atmintyje b\u016bsimiems atvejams, leid\u017eiant jam ilgainiui tapti labiau savaranki\u0161kam.<\/li>\n<\/ol>\n\n<p>Kalbant apie duomen\u0173 privatum\u0105, \u0161iuo metu UiPath agent\u0173 naudojami modeliai yra talpinami \u012fmon\u0117s priva\u010diame debesyje, vadinasi, duomenys n\u0117ra siun\u010diami i\u0161oriniams tiek\u0117jams, tokiems kaip OpenAI. <\/p>\n\n<p>Be to, organizacijoms, turin\u010dioms grie\u017etus konfidencialumo reikalavimus, planuojama galimyb\u0117 \u201eatsine\u0161ti savo model\u012f\u201c.<\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69e90f8713709&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"69e90f8713709\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/what-are-components-of-an-agent-1024x576.jpg\" alt=\"agento komponentai\" class=\"wp-image-18159\" srcset=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/what-are-components-of-an-agent-1024x576.jpg 1024w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/what-are-components-of-an-agent-300x169.jpg 300w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/what-are-components-of-an-agent-768x432.jpg 768w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/what-are-components-of-an-agent.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Padidinti\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nuo_pradzios_iki_pabaigos_procesu_orkestravimas_su_Maestro\"><\/span>Nuo prad\u017eios iki pabaigos proces\u0173 orkestravimas su Maestro<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Verslo procesai paprastai yra netvarkingi ir retai apsiriboja viena sistema, pvz., Salesforce ar SAP. Juose da\u017enai dalyvauja keli \u017emon\u0117s, tvarkantys duomenis. UiPath si\u016blo gelb\u0117toj\u0105 \u2013 Maestro \u2013 skirt\u0105 organizuoti \u0161ias nuo prad\u017eios iki pabaigos atliekamas veiklas, kurias vykdo \u017emon\u0117s, robotai ir agentai.  <\/p>\n\n<p>Jis pateikia \u012f procesus orientuot\u0105, \u201esraigtasparnin\u012f\u201c vaizd\u0105, leid\u017eiant\u012f organizacijoms orkestruoti BPMN 2.0 \u017eym\u0117jimu modeliuotus procesus.<\/p>\n\n<p>Pagrindin\u0117s Maestro funkcijos apima:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>\u012egyvendinimas:<\/strong> proces\u0173 blok\u0173 susiejimas su UiPath veiklomis, \u012fskaitant agentines u\u017eduotis, tradicinius RPA vykdymus, veiklas su \u017emogaus \u012fsitraukimu ir net agentus, sukurtus kitose platformose (pvz., LangChain).<\/li>\n\n\n\n<li><strong>Veikimas ir steb\u0117jimas<\/strong>: suteikiant matomum\u0105 \u012f atskirus proceso atvejus ir naudojant steb\u0117jimo galimybes nustatyti kli\u016btis.<\/li>\n\n\n\n<li><strong>Atsparumas klaidoms<\/strong>: \u012fmontuoti pakartotiniai mechanizmai i\u0161saugo atlikt\u0105 darb\u0105 ilgai trunkan\u010di\u0173 proces\u0173 metu (kartais trukian\u010di\u0173 kelias savaites).<\/li>\n\n\n\n<li><strong>Optimizavimas:<\/strong> naudojant proces\u0173 intelekto \u012frankius, pvz., proces\u0173 kasyb\u0105, \u201ekas b\u016bt\u0173, jei\u201c scenarijams vykdyti ir nuolatiniam tobulinimui.<\/li>\n<\/ul>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-maestro-1024x576.jpg\" alt=\"orkestruoti DI agentus, robotus ir &#x17E;mones, kad b&#x16B;t&#x173; pasiekti geresni verslo rezultatai\" class=\"wp-image-18163\" srcset=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-maestro-1024x576.jpg 1024w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-maestro-300x169.jpg 300w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-maestro-768x432.jpg 768w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-maestro.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<h3 class=\"wp-block-heading\">Maestro suteikia svarbi\u0173 privalum\u0173 skirtingoms suinteresuotosioms pus\u0117ms:<\/h3>\n\n<ul class=\"wp-block-list\">\n<li><strong>Automatizacijos ir DI lyderiams<\/strong> Maestro veikia kaip drob\u0117, leid\u017eianti saugiai sujungti DI agentus i\u0161 skirting\u0173 silos\u0173 (pvz., Salesforce ar LangChain) ir orkestruoti veiklas tarp agent\u0173, automatizacij\u0173 ir \u017emoni\u0173.<\/li>\n\n\n\n<li><strong>Proceso savininkams<\/strong> jis suteikia vien\u0105 \u012frank\u012f kiekvienam ciklo \u017eingsniui: modeliuoti, \u012fgyvendinti, valdyti, steb\u0117ti ir optimizuoti.<\/li>\n\n\n\n<li><strong>IT lyderiams<\/strong> jis suma\u017eina bendr\u0105 nuosavyb\u0117s kain\u0105 (TCO), veikdamas kaip vienas darbo sraut\u0173 valdymo variklis, palaikantis verslo taisykles ir apsaugos priemones.<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\"><strong>Praktin\u0117 demonstracija: \u012fdarbinimo automatizavimas naudojant agentin\u0119 orkestracij\u0105<\/strong><\/h3>\n\n<p>Kaip manome, visada geriau ka\u017ek\u0105 parodyti veiksme nei apie tai kalb\u0117ti.<\/p>\n\n<p>Vienoje demonstracijoje naudojome UiPath Maestro, kad automatizuotume \u012fdarbinimo proces\u0105, vykdom\u0105 visi\u0161kai per el. pa\u0161t\u0105. Tikslas buvo tvarkyti nuobod\u0173 darb\u0105, susijus\u012f su CV pilnumo tikrinimu, kandidat\u0173 parai\u0161k\u0173 sujungimu ir atsakym\u0173 \u012f pagrindinius klausimus pagal vidaus politik\u0105 teikimu. <\/p>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"596\" src=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents-1024x596.jpg\" alt=\"&#x12E;darbinimo automatizavimas naudojant DI agentus\" class=\"wp-image-18167\" srcset=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents-1024x596.jpg 1024w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents-300x175.jpg 300w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents-768x447.jpg 768w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents.jpg 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<p>Proceso srautas, derinantis a\u0161tuonis agentus, RPA srautus ir \u017emogaus patikrinim\u0105, ap\u0117m\u0117 tokius \u017eingsnius:<\/p>\n\n<ol class=\"wp-block-list\">\n<li><strong>Pradinis atrankos agentas<\/strong> patikrina gaunam\u0105 el. pa\u0161t\u0105 d\u0117l \u012ftartino turinio.<\/li>\n\n\n\n<li>CV i\u0161traukimo agentas gauna ir apibendrina duomenis i\u0161 PDF prisegtuko.<\/li>\n\n\n\n<li><strong>CV tikrinimo agentas<\/strong> patikrina, ar \u012ftraukta visa reikiama informacija (pvz., kalbos lygiai).<\/li>\n\n\n\n<li><strong>Atsakym\u0173 generavimo agentas<\/strong> tikrina kandidato klausimus (pvz., apie \u0161uns atsine\u0161im\u0105 \u012f biur\u0105 ar darbo valandas) ir generuoja atsakymus, naudodamas \u012fmon\u0117s politik\u0105 kaip kontekst\u0105.<\/li>\n\n\n\n<li><strong>Atsakym\u0173 surinkimo agentas<\/strong> sujungia gr\u012f\u017etam\u0105j\u012f ry\u0161\u012f ir atsakymus \u012f atsakymo juodra\u0161t\u012f.<\/li>\n\n\n\n<li><strong>\u017dmogaus patikrinimo \u017eingsnis<\/strong><strong> <\/strong>siun\u010dia juodra\u0161tin\u012f el. lai\u0161k\u0105 \u012f Action Center \u012fdarbinimo specialistui. \u012edarbinimo specialistas gali per\u017ei\u016br\u0117ti strukt\u016brizuot\u0105 CV informacij\u0105 ir redaguoti si\u016blom\u0105 lai\u0161k\u0105 prie\u0161 j\u012f patvirtindamas. <\/li>\n\n\n\n<li>Jei duomenys yra nei\u0161sam\u016bs, jie saugomi Data Service ir el. lai\u0161kas priskiriamas atitinkamai kategorijai.<\/li>\n\n\n\n<li><strong>Tolimesni agentai<\/strong> gali generuoti pokalbio klausimus ir \u012fvertinti kandidato atitikt\u012f, pad\u0117dami \u012fdarbinimo specialistui.<\/li>\n\n\n\n<li><strong>Grynieji RPA<\/strong> srautai tvarko galutin\u012f duomen\u0173 saugojim\u0105 SharePoint.<\/li>\n<\/ol>\n\n<p>Tai parodo, kaip agentai gali tvarkyti <strong>nestrukt\u016brizuotus duomenis<\/strong> (el. lai\u0161kus, politikos dokumentus) ir u\u017eduotis, reikalaujan\u010dias taisykli\u0173 interpretacijos, taip ple\u010diant automatizacijos galimybes u\u017e tradicini\u0173 taisykli\u0173 pagrindu veikian\u010di\u0173 sraut\u0173 rib\u0173. <\/p>\n\n<p>Patikimo agento, orientuoto \u012f paprastas u\u017eduotis, suk\u016brimas gali u\u017etrukti apie 1\u20132 valandas, nors i\u0161samus testavimas reikalauja papildomo laiko, siekiant u\u017etikrinti kokyb\u0119 visuose scenarijuose.<\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69e90f871592d&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"69e90f871592d\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1696\" height=\"675\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data.jpg\" alt=\"automatizuotas darbo srautas nestrukt&#x16B;rizuotiems duomenims tvarkyti\" class=\"wp-image-18171\" srcset=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data.jpg 1696w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data-300x119.jpg 300w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data-1024x408.jpg 1024w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data-768x306.jpg 768w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data-1536x611.jpg 1536w\" sizes=\"(max-width: 1696px) 100vw, 1696px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Padidinti\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"497\" src=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-1024x497.jpg\" alt=\"UiPath Actions Center &#x12F;darbinimo pavyzdys\" class=\"wp-image-18175\" srcset=\"https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-1024x497.jpg 1024w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-300x146.jpg 300w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-768x373.jpg 768w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-1536x746.jpg 1536w, https:\/\/office-samurai.com\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop.jpg 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Dazniausiai_uzduodami_klausimai_DUK\"><\/span><strong>Da\u017eniausiai u\u017eduodami klausimai (DUK)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Kokius klausimus u\u017edav\u0117 webinaro dalyviai?<\/p>\n\n<h3 class=\"wp-block-heading\"><strong>Kaip gerai DI agentai tvarkosi su sud\u0117tingais dokumentais, tokiais kaip gyvenimo apra\u0161ymai su lentel\u0117mis?<\/strong><\/h3>\n\n<p>DI agentai paprastai labai gerai tvarkosi su sud\u0117tingais dokumentais, \u012fskaitant gyvenimo apra\u0161ymus su lentel\u0117mis ir \u012fvairiais formatais. Ta\u010diau kai kurie i\u0161imtiniai atvejai, pavyzd\u017eiui, vertinimai \u017evaig\u017edut\u0117mis, gali kelti i\u0161\u0161\u016bki\u0173. Nuolatinis testavimas ir tobulinimas padeda pagerinti tikslum\u0105 tokiuose scenarijuose.  <\/p>\n\n<h3 class=\"wp-block-heading\"><strong>Ar \u201ehuman-in-the-loop\u201c s\u0105saja gali rodyti originalius dokumentus arba nuorodas patvirtinimo metu?<\/strong><\/h3>\n\n<p>Taip, \u201eUiPath\u201c programos ir Action Center si\u016blo pla\u010dias pritaikymo galimybes, leid\u017eian\u010dias \u012ftraukti nuorodas \u012f originalius dokumentus arba priedus, taip suteikiant \u017emon\u0117ms, tikrinantiems informacij\u0105, prieig\u0105 prie visos reikalingos informacijos patvirtinimo metu.<\/p>\n\n<h3 class=\"wp-block-heading\"><strong>Ar naudojant \u201eUiPath\u201c agentus duomenys siun\u010diami i\u0161oriniams DI tiek\u0117jams, tokiems kaip OpenAI?<\/strong><\/h3>\n\n<p>Ne, dabartiniai modeliai, naudojami \u201eUiPath\u201c agent\u0173, yra talpinami \u201eUiPath\u201c priva\u010dioje debesijos infrastrukt\u016broje, u\u017etikrinant duomen\u0173 privatum\u0105 ir saugum\u0105. Be to, ateityje planuojama galimyb\u0117 \u201eatsine\u0161ti savo model\u012f\u201c (\u201ebring your own model\u201c) organizacijoms, kurioms taikomi grie\u017eti konfidencialumo reikalavimai. <\/p>\n\n<h3 class=\"wp-block-heading\"><strong>Kiek kainuoja sukurti ir valdyti DI agent\u0105?<\/strong><\/h3>\n\n<p>Kainodara yra pagr\u012fsta naudojimu ir priklauso nuo agento sud\u0117tingumo bei naudojimo apimties. Sud\u0117tingesni agentai su didesniu u\u017eklaus\u0173 skai\u010diumi kainuoja daugiau. Tiksliam \u012fvertinimui rekomenduojama kreiptis \u012f \u201eUiPath\u201c arba \u201eOffice Samurai\u201c ekspertus.  <\/p>\n\n<h3 class=\"wp-block-heading\"><strong>Kiek laiko u\u017etrunka sukurti patikim\u0105 DI agent\u0105?<\/strong><\/h3>\n\n<p>Paprasto agento k\u016brimui gali prireikti 1\u20132 valand\u0173, ta\u010diau kruop\u0161tus testavimas, u\u017etikrinantis patikimum\u0105, gali u\u017etrukti ilgiau. Geriausia praktika \u2013 sutelkti agentus \u012f konkre\u010dias u\u017eduotis, o ne bandyti automatizuoti vis\u0105 proces\u0105 viename agente. <\/p>\n\n<h3 class=\"wp-block-heading\"><strong>Kada reik\u0117t\u0173 naudoti \u201eUiPath Maestro\u201c, o kada \u2013 kitus DI orkestravimo \u012frankius, pavyzd\u017eiui, N10?<\/strong><\/h3>\n\n<p>\u201eMaestro\u201c yra idealus sprendimas \u012fmoni\u0173 masto automatizacijai, kur reikalingas tvirtas saugumas, patikimumas ir mastelio keitimas. Tuo tarpu tokie \u012frankiai kaip N10 gali b\u016bti tinkamesni ni\u0161in\u0117ms arba nuo nulio kuriamoms individualioms sprendimams. \u201eMaestro\u201c glaud\u017eiai integruojasi su \u201eUiPath\u201c ekosistema ir si\u016blo i\u0161sami\u0105 darbo sraut\u0173 valdymo varikl\u012f.  <\/p>\n\n<h3 class=\"wp-block-heading\"><strong>K\u0105 rei\u0161kia nustatymas \u201etemperature\u201c agent\u0173 testavime?<\/strong><\/h3>\n\n<p>\u201eTemperature\u201c nustatymas reguliuoja DI modelio atsakym\u0173 k\u016brybi\u0161kum\u0105 arba atsitiktinum\u0105. Vert\u0117 0 rei\u0161kia deterministinius ir tikslius atsakymus, o vert\u0117 1 leid\u017eia daugiau k\u016brybin\u0117s laisv\u0117s. Daugumai verslo automatizacij\u0173 pageidautina naudoti \u017eem\u0105 \u201etemperature\u201c reik\u0161m\u0119, siekiant u\u017etikrinti nuoseklum\u0105.  <\/p>\n\n<h3 class=\"wp-block-heading\"><strong>Kaip \u201eMaestro\u201c susij\u0119s su \u201eUiPath Orchestrator\u201c?<\/strong><\/h3>\n\n<p>\u201eMaestro\u201c veikia kaip proces\u0173 modeliavimui ir orkestravimui skirta s\u0105saja, kuri integruojasi su \u201eUiPath Orchestrator\u201c. Suk\u016br\u0119 procesus \u201eMaestro\u201c, juos galite diegti ir paleisti per \u201eOrchestrator\u201c, naudodamiesi jo planavimo, steb\u0117jimo ir valdymo funkcijomis. <\/p>\n\n<script>{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"How well do AI agents handle complex documents like resumes with tables?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"AI agents generally handle complex documents very well, including resumes containing tables and various formats. However, some edge cases\u2013such as ratings represented by stars\u2013may pose challenges. Continuous testing and refinement help improve accuracy in these scenarios.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"Can the human-in-the-loop interface show original documents or links during validation?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Yes, UiPath applications and Action Center offer extensive customization to include links to original documents or attachments, allowing human reviewers to access all necessary information during validation.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"Are data sent to external AI providers like OpenAI when using UiPath agents?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"No, the current models used by UiPath agents are hosted in UiPath\u2019s private cloud infrastructure, ensuring data privacy and security. Additionally, a \u201cbring your own model\u201d option is on the roadmap for organizations with strict confidentiality requirements.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"How much does it cost to build and run an AI agent?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Pricing is consumption-based and depends on the complexity and usage of the agent. More complex agents with higher call volumes incur higher costs. For a precise estimate, it\u2019s recommended to consult with UiPath or Office Samurai experts.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"How long does it take to build a reliable AI agent?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Building a simple agent can take 1\u20132 hours, but thorough testing to ensure reliability may require more time. The best practice is to keep agents focused on specific tasks rather than attempting to automate an entire process within a single agent.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"When should I use UiPath Maestro versus other AI orchestration tools like N10?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Maestro is ideal for enterprise-scale automation requiring robust security, reliability, and scalability. In contrast, tools like N10 may be more suitable for niche or custom solutions developed from scratch. Maestro integrates deeply with UiPath\u2019s ecosystem, offering a comprehensive workflow management engine.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What does the \u201ctemperature\u201d setting mean in agent testing?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Temperature controls the creativity or randomness of the AI model\u2019s responses. A value of 0 means deterministic and precise outputs, while 1 allows more creative freedom. For most business automations, a low temperature is preferred to maintain consistency.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"How does Maestro relate to UiPath Orchestrator?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Maestro serves as a process modeling and orchestration interface that integrates with UiPath Orchestrator. After designing processes in Maestro, you can deploy and trigger them through Orchestrator, benefiting from its scheduling, monitoring, and governance capabilities.\"\n      }\n    }\n  ]\n}\n<\/script>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nebijokite_agentinio_DI_revoliucijos\"><\/span>Nebijokite agentinio DI revoliucijos<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p>Agentinis DI ir orkestracija, sukurta per Maestro, nepakei\u010dia RPA \u2013 jie j\u0105 sustiprina. <\/p>\n\n<p>Derindami RPA su DI, \u012fgaunate bendradarb\u012f, kuris yra \u201eprotingesnis\u201c nei bet kada anks\u010diau, skland\u017eiai \u012ftraukiant \u017emogaus prie\u017ei\u016br\u0105, kai reikia.<\/p>\n\n<p>Jei jums sunku su komunikacija, klausimais, u\u017eduotimis, reikalaujan\u010diomis dokument\u0173 interpretacijos, arba nestrukt\u016brizuotais duomenimis, agentai gali tapti j\u016bs\u0173 asmeniniu asistentu. UiPath Agent Builder ir Maestro suteikia galing\u0105, integruot\u0105 platform\u0105, leid\u017eian\u010di\u0105 saugiai ir patikimai automatizuoti sud\u0117tingus, nestrukt\u016brizuotus darbo srautus \u012fmon\u0117s mastu. <\/p>\n\n<p>Automatizacijos ateitis formuojasi; jei j\u016bs\u0173 procesai \u201e\u0161aukiasi\u201c agentin\u0117s intervencijos, Office Samurai pasiruo\u0161\u0119s pad\u0117ti tai \u012fgyvendinti.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Sunku pasteb\u0117ti, kada tai nutinka, bet patik\u0117kite mumis, kai sakome, kad jums tai patiks. <\/p>\n","protected":false},"author":5,"featured_media":18197,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[144,131],"tags":[139],"class_list":["post-18401","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dirbtinio-intelekto-agentai","category-robotizuotas-procesu-automatizavimas","tag-straipsnis"],"acf":[],"_links":{"self":[{"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/posts\/18401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/comments?post=18401"}],"version-history":[{"count":0,"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/posts\/18401\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/media\/18197"}],"wp:attachment":[{"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/media?parent=18401"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/categories?post=18401"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/office-samurai.com\/lt\/wp-json\/wp\/v2\/tags?post=18401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}