{"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":"2025-08-29T15:24:12","modified_gmt":"2025-08-29T13:24:12","slug":"atrakinti-automatikos-ateiti-pasitelkiant-agentini-dirbtini-intelekta","status":"publish","type":"post","link":"https:\/\/office-samurai.studionext.digital\/lt\/atrakinti-automatikos-ateiti-pasitelkiant-agentini-dirbtini-intelekta\/","title":{"rendered":"Atrakinti automatikos ateit\u012f pasitelkiant agentin\u012f dirbtin\u012f intelekt\u0105"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Spar\u010diai besivystan\u010diame i\u0161maniosios automatizacijos pasaulyje <strong>agentinio <\/strong>dirbtinio intelekto samprata kei\u010dia tai, kaip \u012fmon\u0117s \u017evelgia \u012f robotin\u0119 proces\u0173 automatizacij\u0105 (RPA). \u0160iame straipsnyje nagrin\u0117jama \u201eUiPath\u201c platformos raida, ypating\u0105 d\u0117mes\u012f skiriant j\u0173 agentinio DI galimyb\u0117ms \u2013 \u201eAgent Builder\u201c ir \u201eMaestro\u201c. <\/p>\n\n<p class=\"wp-block-paragraph\">Mes gilinam\u0117s \u012f tai, kaip DI agentai kei\u010dia tradicin\u0119 automatizacij\u0105, derindami \u017emogi\u0161k\u0105j\u012f m\u0105stym\u0105 su robot\u0173 tikslumu. \u010cia ne vien rinkos tendencijos sekimas \u2013 atvej\u0173, kai tradicin\u0117 RPA nebesusitvarko, jau kur\u012f laik\u0105 daug\u0117ja. At\u0117jo metas pagaliau juos spr\u0119sti.  <\/p>\n\n<p class=\"wp-block-paragraph\">Arba bent jau pabandyti.<\/p>\n\n<p class=\"wp-block-paragraph\">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<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kelione_nuo_tradicines_RPA_prie_agentines_automatizacijos\"><\/span><strong>Kelion\u0117 nuo tradicin\u0117s RPA prie agentin\u0117s automatizacijos<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p class=\"wp-block-paragraph\">Automatizacijos pasaulyje ilg\u0105 laik\u0105 dominavo RPA \u012frankiai, atliekantys i\u0161 anksto apibr\u0117\u017etas u\u017eduotis dvejetainiu tikslumu. Ta\u010diau organizacijoms susiduriant su vis sud\u0117tingesniais darbo srautais, kuriuose yra nestrukt\u016bruot\u0173 duomen\u0173, reguliacini\u0173 niuans\u0173 ir \u017emogaus s\u0105veikos, tapo ai\u0161ku, kad reikia lankstesni\u0173 ir protingesni\u0173 sistem\u0173. \u010cia atsiranda <strong>agentinis DI<\/strong> \u2013 filosofija, kurioje dirbtinio intelekto agentai m\u0105sto, robotai vykdo, o \u017emon\u0117s vadovauja.  <\/p>\n\n<p class=\"wp-block-paragraph\">Atrodo, kad \u0161iuo metu visi kuria agentus. \u0160is paradigmos pokytis yra itin svarbus pradedant naujus projektus ir sprend\u017eiant anks\u010diau ne\u012fveikiamais laikytus atvejus, ta\u010diau ne ma\u017eiau svarbu tinkamai suderinti RPA ir DI komponentus. Ankstyva prieiga ir praktinis platformos testavimas atskleid\u0117 apgalvotai sukurt\u0105 sistem\u0105, kuri sujungia DI agentus su tradicine RPA ir \u017emoni\u0173 darbo srautais. Nors sistema vis dar tobulinama, ji jau dabar atveria nauj\u0173 galimybi\u0173 m\u016bs\u0173 klientui.   <\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a2fcc6249993&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a2fcc6249993\" 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--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/Our_Journey-to-agentic-automation-1024x576.jpg\" alt=\"our journey to agentic automations\" class=\"wp-image-18143\" srcset=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/Our_Journey-to-agentic-automation-1024x576.jpg 1024w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/Our_Journey-to-agentic-automation-300x169.jpg 300w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/Our_Journey-to-agentic-automation-768x432.jpg 768w, https:\/\/office-samurai.studionext.digital\/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\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\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.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\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 class=\"wp-block-paragraph\">Norint \u012fvertinti tai, kuo galime naudotis \u0161iandien, svarbu pa\u017evelgti atgal ir suprasti, kaip per pastaruosius septynerius metus vyst\u0117si platforma. I\u0161 prad\u017ei\u0173 \u201eUiPath\u201c si\u016bl\u0117 tris pagrindinius nemokamus produktus: <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Studio:<\/strong> robotin\u0117s automatizacijos k\u016brimui.<\/li>\n\n\n\n<li><strong>Orchestrator:<\/strong> robot\u0173 valdymui ir orkestravimui.<\/li>\n\n\n\n<li><strong>Robots:<\/strong> automatizavimo u\u017eduo\u010di\u0173 vykdymui.<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">Nuo to laiko platforma i\u0161sipl\u0117t\u0117 per vidinius mokslinius tyrimus ir pl\u0117tr\u0105 bei strateginius \u012fsigijimus, \u012fgydama funkcionalumo, kuris atliepia \u0161iuolaikini\u0173 \u012fmoni\u0173 aplinkos sud\u0117tingum\u0105:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Computer Vision:<\/strong> automatizacijos galimyb\u0117 ribotoje aplinkoje, vizualiai suprantant ekrano turin\u012f.<\/li>\n\n\n\n<li><strong>API Automation:<\/strong> integracini\u0173 paslaug\u0173 pagalba supaprastinamas integravimas k\u016br\u0117jams.<\/li>\n\n\n\n<li><strong>\u017diniatinklio s\u0105saj\u0173 k\u016brimas<\/strong>: leid\u017eia kurti modernias s\u0105sajas, kurios s\u0105veikauja su vidin\u0117mis automatizacijomis arba atnaujina senas sistemas, nekei\u010diant pirmini\u0173 program\u0173.<\/li>\n\n\n\n<li><strong>Orkestravimo patobulinimai<\/strong>: robotai dabar gali kreiptis \u012f \u017emones, kai kyla neai\u0161kum\u0173, pavyzd\u017eiui, kai ma\u0161ininio mokymosi modeliai pateikia dviprasmi\u0161kas prognozes.<\/li>\n\n\n\n<li><strong>Valdymas ir saugumas<\/strong>: \u012fdiegiamos tvirtos valdymo funkcijos, ypa\u010d generatyvinio DI (GenAI) komponentams.<\/li>\n\n\n\n<li><strong>Debesijos diegimas<\/strong>: si\u016blomi lankst\u016bs diegimo sprendimai, atitinkantys \u012fmoni\u0173 poreikius.<\/li>\n\n\n\n<li><strong>Discovery ir analiz\u0117<\/strong>: si\u016blomi \u012frankiai organizacijos proces\u0173, komunikacijos analizavimui ir veiklos rodikli\u0173 (KPI) generavimui.<\/li>\n\n\n\n<li><strong>Testavimo galimyb\u0117s<\/strong>: u\u017etikrinama, kad RPA automatizacijos ir joms susijusios programos i\u0161laikyt\u0173 patikimum\u0105 per automatizuot\u0105 testavim\u0105.<\/li>\n\n\n\n<li><strong>I\u0161mani\u0173j\u0173 dokument\u0173 apdorojimas (IDP)<\/strong>: ple\u010diama nuo strukt\u016brizuot\u0173 form\u0173 iki nestrukt\u016brizuot\u0173 dokument\u0173, toki\u0173 kaip politikos ar sutartys.<\/li>\n\n\n\n<li><strong>Komunikacijos supratimas<\/strong>: skaitymas, analiz\u0117 ir automatizavimas bet kuriuose tekstiniuose komunikacijos kanaluose, pvz., el. lai\u0161kuose ar u\u017eklaus\u0173 bilietuose.<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">Ir galiausiai, dabartin\u0117 technologij\u0173 pa\u017eanga paskatino \u201eUiPath\u201c sukurti generatyvinio DI (GenAI) komponentus, suteikian\u010dius robotams \u201esmegenis\u201c, leid\u017eian\u010dias saugiai ir lanks\u010diai s\u0105veikauti su \u012fvairiais DI modeliais. \u0160i nuolatin\u0117 inovacija leido platformai pasiekti lyg\u012f, kuriame jau palaikoma <strong>agentin\u0117 automatizacija<\/strong> \u2013 kai DI agentai savaranki\u0161kai sprend\u017eia sud\u0117tingas u\u017eduotis, naudodami nestrukt\u016brizuot\u0105 informacij\u0105. <\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a2fcc624a25e&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a2fcc624a25e\" 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--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/UiPath-Agentic-Automation-1024x576.jpg\" alt=\"uipath agentic automation\" class=\"wp-image-18147\" srcset=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/UiPath-Agentic-Automation-1024x576.jpg 1024w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/UiPath-Agentic-Automation-300x169.jpg 300w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/UiPath-Agentic-Automation-768x432.jpg 768w, https:\/\/office-samurai.studionext.digital\/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\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\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.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\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_agentines_automatizacijos_era\"><\/span><strong>Antrasis veiksmas: agentin\u0117s automatizacijos era<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p class=\"wp-block-paragraph\">Remdamasi tvirtais pamatais, \u201eUiPath\u201c pradeda antr\u0105j\u012f veiksm\u0105 \u2013 agentin\u0117s automatizacijos er\u0105. \u0160iame etape pagrindinis d\u0117mesys skiriamas <strong>DI agentams<\/strong>, kurie m\u0105sto ir priima sprendimus, dirbdami kartu su tradiciniais robotais ir \u017emon\u0117mis. Pagrindiniai \u0161ios naujos eros elementai yra:  <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Saugumas ir valdymas<\/strong>: stiprios kontrol\u0117s palaikymas siekiant u\u017etikrinti saug\u0173 DI diegim\u0105 per \u201eTrust Layer\u201c sluoksn\u012f<\/li>\n\n\n\n<li><strong>Integracija ir konteksto apdorojimas<\/strong>: naudojami \u012fvair\u016bs duomen\u0173 \u0161altiniai ir API, kad agentai \u012fgyt\u0173 i\u0161sam\u0173 situacijos suvokim\u0105.<\/li>\n\n\n\n<li><strong>Low-Code Agent Builder<\/strong>: leid\u017eia kurti DI agentus su pritaikomais raginimais, kontekstais ir \u012frankiais.<\/li>\n\n\n\n<li><strong>Agentinis testavimas<\/strong>: sudaromos testavimo rinkini\u0173 ir validavimo atvej\u0173 galimyb\u0117s, leid\u017eian\u010dios kiekybi\u0161kai \u012fvertinti ir tobulinti agento kokyb\u0119.<\/li>\n\n\n\n<li><strong>Proces\u0173 orkestravimas<\/strong>: naudojami BPMN modeliuoti verslo procesai veiksm\u0173 koordinavimui tarp agent\u0173, robot\u0173 ir \u017emoni\u0173.<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">Toks po\u017ei\u016bris leid\u017eia organizacijoms orkestruoti sud\u0117tingus darbo srautus, kuriuose DI agentai valdo kontekst\u0105 ir priima sprendimus, robotai atlieka taisykl\u0117mis pagr\u012fstas u\u017eduotis, o \u017emon\u0117s pri\u017ei\u016bri ir \u012fsitraukia, kai to reikia.<\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a2fcc624a828&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a2fcc624a828\" 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--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/The-future-of-automations-is-robotic-and-agentic-1024x576.jpg\" alt=\"future of automations is robotic and agentic\" class=\"wp-image-18151\" srcset=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/The-future-of-automations-is-robotic-and-agentic-1024x576.jpg 1024w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/The-future-of-automations-is-robotic-and-agentic-300x169.jpg 300w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/The-future-of-automations-is-robotic-and-agentic-768x432.jpg 768w, https:\/\/office-samurai.studionext.digital\/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\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\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.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\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=\"Robotu_ir_DI_agentu_simbioze\"><\/span><strong>Robot\u0173 ir DI agent\u0173 simbioz\u0117<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p class=\"wp-block-paragraph\">Palygindama su \u017emogaus smegenimis, \u201eUiPath\u201c traktuoja robotus ir agentus kaip papildan\u010dias j\u0117gas:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Robotai<\/strong>: pana\u0161\u016bs \u012f kairi\u0105j\u0105 smegen\u0173 pus\u0119 \u2013 strukt\u016bruoti, logi\u0161ki ir determinuoti. Robotai puikiai atlieka pasikartojan\u010dias, taisykl\u0117mis gr\u012fstas u\u017eduotis, reikalaujan\u010dias didelio patikimumo ir efektyvumo, pavyzd\u017eiui, sandori\u0173 apdorojim\u0105 ERP sistemose. <\/li>\n\n\n\n<li><strong>DI agentai<\/strong>: pana\u0161\u016bs \u012f de\u0161in\u0119 smegen\u0173 pus\u0119 \u2013 k\u016brybi\u0161ki, prisitaikantys ir tiksl\u0173 siekiantys. Agentai puikiai veikia neapibr\u0117\u017etose, nestrukt\u016brizuotose u\u017eduotyse, reikalaujan\u010diose samprotavimo, pavyzd\u017eiui, dokument\u0173 interpretavime, klausim\u0173 atsakymuose ir komunikacijos valdyme. <\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">Ta\u010diau DI agent\u0173 lankstumas turi ir savo rizik\u0105 d\u0117l nei\u0161vengiamos nenusp\u0117jamumo. Nor\u0117dama tai spr\u0119sti, \u201eUiPath\u201c taiko <strong>\u201ekontroliuojamos savaranki\u0161kumo\u201c<\/strong> koncepcij\u0105 \u2013 taktikas ir funkcijas, skirtas didinti agent\u0173 patikimum\u0105 ir pasitik\u0117jim\u0105 jais. <\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a2fcc624ad7f&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a2fcc624ad7f\" 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--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/Agents-level-of-control-1024x576.jpg\" alt=\"Agent's level of control\" class=\"wp-image-18155\" srcset=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/Agents-level-of-control-1024x576.jpg 1024w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/Agents-level-of-control-300x169.jpg 300w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/Agents-level-of-control-768x432.jpg 768w, https:\/\/office-samurai.studionext.digital\/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\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\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.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\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\"><\/span><strong>Patikim\u0173 DI agent\u0173 u\u017etikrinimas<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p class=\"wp-block-paragraph\">Kontroliuojamos savaranki\u0161kumo koncepcija apima agent\u0173 iteratyv\u0173 k\u016brim\u0105 ir testavim\u0105 \u012fvairiomis priemon\u0117mis:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Raginim\u0173 eksperimentavimas<\/strong>: k\u016br\u0117jai gali interaktyviai testuoti ir tobulinti nat\u016bralios kalbos raginimus, kurie apibr\u0117\u017eia agento elges\u012f.<\/li>\n\n\n\n<li><strong>Dinaminiai vertinimai<\/strong>: test\u0173 rinkiniai sukuria kokyb\u0117s \u012fvertinim\u0105 (0\u2013100), kuris nukreipia nuolatinius patobulinimus.<\/li>\n\n\n\n<li><strong>Konteksto pagrindimas<\/strong>: pasitelkiant retrieval-augmented generation, agentai kontroliuojamai pasiekia didelius \u012fmon\u0117s duomen\u0173 kiekius, kad priimt\u0173 sprendimus.<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">\u0160ie elementai susijungia, kad sukurt\u0173 DI agentus, geban\u010dius pasiekti \u017einias ir suprasti kontekst\u0105 \u2013 konsoliduoti informacij\u0105, apibendrinti duomenis ir priimti sprendimus \u2013 tuo pa\u010diu i\u0161laikant skaidrum\u0105 ir kontrol\u0119.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"DI_agento_pagrindiniai_komponentai\"><\/span><strong>DI agento pagrindiniai komponentai<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p class=\"wp-block-paragraph\">Kiekvienas DI agentas susideda i\u0161 keli\u0173 pagrindini\u0173 komponent\u0173:<\/p>\n\n<ol class=\"wp-block-list\">\n<li><strong>Nat\u016bralios kalbos raginimas<\/strong>: agento \u201edarbo apra\u0161ymas\u201c, nurodantis tiksl\u0105 ir metod\u0105.<\/li>\n\n\n\n<li><strong>Kontekstas<\/strong>: \u012fmon\u0117s specifin\u0117s \u017einios, tokios kaip duomen\u0173 baz\u0117s, dokumentai ir taisykl\u0117s, kurios formuoja agento supratim\u0105.<\/li>\n\n\n\n<li><strong>\u012erankiai<\/strong>: integracijos paslaug\u0173 veiksmai, kitos automatizacijos ar net kiti agentai, kuriuos DI agentas gali i\u0161kviesti u\u017eduotims atlikti.<\/li>\n\n\n\n<li><strong>Eskalacija<\/strong>: mechanizmai, leid\u017eiantys agentui pra\u0161yti \u017emogaus \u012fsiki\u0161imo susid\u016brus su neai\u0161kiomis ar ne\u012fprastomis situacijomis.<\/li>\n\n\n\n<li><strong>Atmintis<\/strong>: gav\u0119s \u017emogaus gr\u012f\u017etam\u0105j\u012f ry\u0161\u012f, agentas saugo \u012fgytas pamokas, kad i\u0161vengt\u0173 klaid\u0173 pasikartojimo.<\/li>\n<\/ol>\n\n<p class=\"wp-block-paragraph\">Vienas svarbiausi\u0173 agentin\u0117s DI aspekt\u0173 yra u\u017etikrinti \u017emogaus prie\u017ei\u016br\u0105. Agentai sukurti taip, kad neai\u0161kiais atvejais eskaluot\u0173 sprendimus \u017emon\u0117ms, garantuodami tikslum\u0105 ir kontrol\u0119. Tai ypa\u010d svarbu dirbant su generatyvi\u0105ja DI, kuri kartais gali generuoti nenusp\u0117jamus rezultatus.  <\/p>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a2fcc624b4dd&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a2fcc624b4dd\" 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--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/what-are-components-of-an-agent-1024x576.jpg\" alt=\"components of an agent\" class=\"wp-image-18159\" srcset=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/what-are-components-of-an-agent-1024x576.jpg 1024w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/what-are-components-of-an-agent-300x169.jpg 300w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/what-are-components-of-an-agent-768x432.jpg 768w, https:\/\/office-samurai.studionext.digital\/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\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\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.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\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 class=\"wp-block-paragraph\">\u0160is modulinis dizainas leid\u017eia DI agentams s\u0105veikauti su sud\u0117tingomis \u012fmoni\u0173 sistemomis, bendradarbiauti su robotais ir prireikus kreiptis \u012f \u017emones, tod\u0117l jie tampa lanks\u010diais automatizacijos komponentais.<\/p>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Sudetingu_end-to-end_procesu_valdymas_su_Maestro\"><\/span><strong>Sud\u0117ting\u0173 end-to-end proces\u0173 valdymas su Maestro<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p class=\"wp-block-paragraph\">Realiuose versluose verslo procesai retai b\u016bna tik vienoje sistemoje. Da\u017enai jie apima kelias programas \u2013 Salesforce, SAP, Excel \u2013 ir daug \u017emoni\u0173. Kad b\u016bt\u0173 valdomas \u0161is sud\u0117tingumas, \u201eUiPath\u201c pristato <strong>\u201eMaestro\u201c<\/strong> \u2013 procesams skirt\u0105 orkestravimo \u012frank\u012f, kuris suteikia tiek bendr\u0105, tiek i\u0161sam\u0173 automatizacijos darbo sraut\u0173 vaizd\u0105.  <\/p>\n\n<p class=\"wp-block-paragraph\">Maestro leid\u017eia organizacijoms:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Vaizd\u017eiai modeliuoti procesus naudojant BPMN 2.0 standartin\u0119 notacij\u0105 arba importuoti esamus proces\u0173 \u017eem\u0117lapius.<\/li>\n\n\n\n<li>\u012egyvendinti procesus susiedami BPMN blokus su \u201eUiPath\u201c veiklomis, \u012fskaitant agentinius u\u017edavinius, tradicin\u0119 RPA, \u017emogaus \u012fsiki\u0161im\u0105 (human-in-the-loop) ir tre\u010di\u0173j\u0173 \u0161ali\u0173 agentus.<\/li>\n\n\n\n<li>Vykdyti ir steb\u0117ti proceso vykdym\u0105, turint i\u0161sami\u0105 atskir\u0173 atvej\u0173 matomum\u0105.<\/li>\n\n\n\n<li>Naudoti pakartotinio bandymo mechanizmus ir atsparum\u0105 klaidoms, kad b\u016bt\u0173 i\u0161saugotas pa\u017eanga ilgai trunkan\u010diuose procesuose.<\/li>\n\n\n\n<li>Analizuoti na\u0161um\u0105 naudodami kar\u0161t\u0173j\u0173 zon\u0173 \u017eem\u0117lapius (heat maps) ir proces\u0173 kasyb\u0105 (process mining), siekiant identifikuoti kli\u016btis ir optimizuoti darbo eigas.<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">Maestro veikia kaip centrin\u0117 platforma, kurioje bendradarbiauja agentai, robotai ir \u017emon\u0117s.<\/p>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-maestro-1024x576.jpg\" alt=\"orchestrate ai agents, robots, and people to exceed business outcomes\" class=\"wp-image-18163\" srcset=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-maestro-1024x576.jpg 1024w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-maestro-300x169.jpg 300w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-maestro-768x432.jpg 768w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-maestro.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<h3 class=\"wp-block-heading\"><strong>Maestro privalumai skirtingoms naudotoj\u0173 grup\u0117ms<\/strong><\/h3>\n\n<ul class=\"wp-block-list\">\n<li><strong>Automatizavimo ir DI vadovai<\/strong>: saugiai integruoti DI agentus i\u0161 \u012fvairi\u0173 sistem\u0173, orkestruoti sud\u0117tingus darbo srautus ir steb\u0117ti veiklos rezultatus.<\/li>\n\n\n\n<li><strong>Proces\u0173 savininkai<\/strong>: valdyti vis\u0105 proceso gyvavimo cikl\u0105 \u2013 nuo modeliavim\u0105 ir \u012fgyvendinimo iki steb\u0117jimo ir nuolatinio tobulinimo \u2013 naudojant vien\u0105 \u012frank\u012f.<\/li>\n\n\n\n<li><strong>IT vadovai<\/strong>: suma\u017einti bendr\u0105 nuosavyb\u0117s kain\u0105 konsoliduojant darbo sraut\u0173 valdym\u0105 ir valdym\u0105 vienoje platformoje, palaikant verslo taisykles ir kontrol\u0117s mechanizmus.<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Praktine_demonstracija_personalo_atrankos_automatizavimas_naudojant_DI_agentus_ir_robotus\"><\/span><strong>Praktin\u0117 demonstracija: personalo atrankos automatizavimas naudojant DI agentus ir robotus<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p class=\"wp-block-paragraph\">Norint parodyti agentin\u0117s DI galimybes praktikoje, panagrin\u0117kime personalo atrankos proces\u0105, automatizuot\u0105 naudojant \u201eUiPath\u201c Agent Builder ir Maestro. \u0160iame scenarijuje kandidatai teikia parai\u0161kas \u012f RPA k\u016br\u0117jo pozicij\u0105, si\u0173sdami el. lai\u0161kus su prid\u0117tais gyvenimo apra\u0161ymais. Procesas apima kelias rankines u\u017eduotis HR specialistams:  <\/p>\n\n<ul class=\"wp-block-list\">\n<li>Gyvenimo apra\u0161ymo pilnumo tikrinimas.<\/li>\n\n\n\n<li>Da\u017eniausiai u\u017eduodam\u0173 kandidat\u0173 klausim\u0173 atsakymas pagal vidines taisykles.<\/li>\n\n\n\n<li>Kandidat\u0173 parai\u0161k\u0173 surinkimas.<\/li>\n<\/ul>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"596\" src=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents-1024x596.jpg\" alt=\"automating recruitment with AI agents\" class=\"wp-image-18167\" srcset=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents-1024x596.jpg 1024w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents-300x175.jpg 300w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents-768x447.jpg 768w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automating-recruitment-with-ai-agents.jpg 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<p class=\"wp-block-paragraph\">Automatizuotas darbo srautas sprend\u017eia \u0161ias problemas derindamas DI agentus, robotizuotas automatizacijas ir \u017emogaus \u012fsiki\u0161im\u0105 patvirtinimui:<\/p>\n\n<ol class=\"wp-block-list\">\n<li><strong>El. pa\u0161to gavimas:<\/strong> sistema aptinka nauj\u0105 parai\u0161kos el. lai\u0161k\u0105.<\/li>\n\n\n\n<li><strong>Pirminio atrankos agentas<\/strong>: tikrina el. lai\u0161k\u0105 d\u0117l \u012ftartino turinio.<\/li>\n\n\n\n<li><strong>Gyvenimo apra\u0161ymo tikrinimo agentas:<\/strong> analizuoja prid\u0117t\u0105 CV d\u0117l tr\u016bkstamos informacijos, pavyzd\u017eiui, kalbos \u012fg\u016bd\u017ei\u0173.<\/li>\n\n\n\n<li><strong>Atsakym\u0173 generavimo agentas:<\/strong> atsako \u012f kandidat\u0173 klausimus, naudodamas \u012fmon\u0117s politikos dokumentus kaip kontekst\u0105.<\/li>\n\n\n\n<li><strong>Atsakym\u0173 sudarymo agentas:<\/strong> sujungia gyvenimo apra\u0161ymo atsiliepimus ir atsakymus \u012f atsakymo juodra\u0161t\u012f.<\/li>\n\n\n\n<li><strong>\u017dmogaus patvirtinimas:<\/strong> atrankos specialistas per\u017ei\u016bri ir patvirtina atsakym\u0105 prie\u0161 jo i\u0161siuntim\u0105.<\/li>\n\n\n\n<li><strong>Duomen\u0173 saugojimas<\/strong>: kandidato informacija saugoma duomen\u0173 baz\u0117je, o nepilnos parai\u0161kos pa\u017eymimos.<\/li>\n\n\n\n<li><strong>Tolimesni agentai: <\/strong>generuoja pokalbio klausimus ir vertina kandidato tinkamum\u0105 pagal profilio duomenis.<\/li>\n\n\n\n<li><strong>Galutinis duomen\u0173 apdorojimas:<\/strong> gryni RPA srautai i\u0161saugo kandidat\u0173 duomenis \u201eSharePoint\u201c per\u017ei\u016brai HR skyriui.<\/li>\n<\/ol>\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a2fcc624cde5&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"6a2fcc624cde5\" 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--pointerdown=\"actions.preloadImage\" data-wp-on--pointerenter=\"actions.preloadImageWithDelay\" data-wp-on--pointerleave=\"actions.cancelPreload\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data.jpg\" alt=\"automated workflow for handling unstructured data\" class=\"wp-image-18171\" srcset=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data.jpg 1696w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data-300x119.jpg 300w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data-1024x408.jpg 1024w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/automated-workflow-for-handling-unstructured-data-768x306.jpg 768w, https:\/\/office-samurai.studionext.digital\/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\tdata-wp-bind--aria-label=\"state.thisImage.triggerButtonAriaLabel\"\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.thisImage.buttonRight\"\n\t\t\tdata-wp-style--top=\"state.thisImage.buttonTop\"\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 class=\"wp-block-paragraph\">\u0160i demonstracija parodo agentin\u0117s DI geb\u0117jim\u0105 tvarkyti nestrukt\u016brizuotus duomenis (el. lai\u0161kus ir gyvenimo apra\u0161ymus), interpretuoti taisykles ir bendrauti su \u017emon\u0117mis \u2013 tai reik\u0161mingas \u0161uolis \u012f priek\u012f, palyginti su tradiciniais taisykl\u0117mis pagr\u012fstais robotais.<\/p>\n\n<p class=\"wp-block-paragraph\">Prakti\u0161kai tai rei\u0161kia, kad atrankos specialistams nebereikia rankiniu b\u016bdu per\u017ei\u016br\u0117ti \u0161imt\u0173 el. lai\u0161k\u0173, ie\u0161kant tr\u016bkstamos informacijos ar rengiant pasikartojan\u010dius atsakymus. Agentai gali i\u0161ankstiniu b\u016bdu patikrinti parai\u0161kas, papra\u0161yti tr\u016bkstam\u0173 duomen\u0173 ir net atsakyti \u012f standartinius kandidat\u0173 klausimus \u2013 taip sutaupoma vertingo laiko ir suma\u017einama rizika praleisti kvalifikuot\u0105 kandidat\u0105 d\u0117l didelio parai\u0161k\u0173 kiekio. Automatizuojant \u0161ias ankstyvas, pasikartojan\u010dias u\u017eduotis, u\u017etikrinamas nuoseklumas ir greitas reagavimas visoms parai\u0161koms, nepriklausomai nuo j\u0173 skai\u010diaus.  <\/p>\n\n<p class=\"wp-block-paragraph\">Svarbu, kad \u017emogaus vaidmuo lieka esminis. Nors DI agentai palengvina pradinius kontaktus ir rengia strukt\u016bruot\u0105 gr\u012f\u017etam\u0105j\u012f ry\u0161\u012f, vis tiek atrankos specialistas patvirtina komunikacij\u0105 ir priima sprendimus d\u0117l \u012fdarbinimo. \u0160is hibridinis modelis u\u017etikrina tinkam\u0105 pusiausvyr\u0105: didina efektyvum\u0105, neprarandant svarbi\u0173 sprendim\u0173 galios algoritmams. Didelio parai\u0161k\u0173 kiekio atvejais tai ne tik laiko taupymas \u2013 tai suteikia galimyb\u0119 HR komandoms susitelkti \u012f svarbiausi\u0105 u\u017eduot\u012f: tinkam\u0173 \u017emoni\u0173 pasirinkim\u0105.   <\/p>\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"497\" src=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-1024x497.jpg\" alt=\"uipath actions center recruitment example\" class=\"wp-image-18175\" srcset=\"https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-1024x497.jpg 1024w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-300x146.jpg 300w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-768x373.jpg 768w, https:\/\/office-samurai.studionext.digital\/wp-content\/uploads\/2025\/07\/uipath-action-center-human-in-the-loop-1536x746.jpg 1536w, https:\/\/office-samurai.studionext.digital\/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=\"Frequently_Asked_Questions_FAQ\"><\/span><strong>Frequently Asked Questions (FAQ)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p class=\"wp-block-paragraph\">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 class=\"wp-block-paragraph\">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 class=\"wp-block-paragraph\">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 class=\"wp-block-paragraph\">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 class=\"wp-block-paragraph\">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 class=\"wp-block-paragraph\">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 class=\"wp-block-paragraph\">\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 class=\"wp-block-paragraph\">\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 class=\"wp-block-paragraph\">\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=\"Prisijunkite_prie_agentines_DI_revoliucijos\"><\/span><strong>Prisijunkite prie agentin\u0117s DI revoliucijos<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n<p class=\"wp-block-paragraph\">DI agent\u0173 ir robotizuotos proces\u0173 automatizacijos (RPA) sujungimas atv\u0117r\u0117 nauj\u0105 verslo automatizacijos er\u0105 \u2013 toki\u0105, kurioje kompiuteriai ne tik beprasmi\u0161kai vykdo nurodymus, bet ir \u201em\u0105sto\u201c, prisitaiko bei bendradarbiauja su \u017emon\u0117mis. \u201eUiPath\u201c Agent Builder ir Maestro suteikia galing\u0105 integruot\u0105 platform\u0105 \u0161iam potencialui i\u0161naudoti, leid\u017eian\u010di\u0105 \u012fmon\u0117ms saugiai ir patikimai automatizuoti sud\u0117tingus, nestrukt\u016brizuotus darbo srautus dideliu mastu. <\/p>\n\n<p class=\"wp-block-paragraph\">Jei susiduriate su sud\u0117tingais procesais, apiman\u010diais komunikacij\u0105, dokument\u0173 interpretavim\u0105 ar reikalaujan\u010diais lanks\u010di\u0173 sprendim\u0173, pats laikas apsvarstyti <strong>agentin\u0117s DI<\/strong> sprendimus. Nesvarbu, ar esate automatizavimo vadovas, proceso savininkas ar IT specialistas \u2013 \u0161ie \u012frankiai leid\u017eia sukurti intelektualius asistentus, kurie dirba kartu su j\u016bs\u0173 komandomis, didindami produktyvum\u0105 ir inovatyvum\u0105. <\/p>\n\n<p class=\"wp-block-paragraph\">Pasiruo\u0161\u0119 prad\u0117ti savo agentin\u0117s DI kelion\u0119? Susisiekite su ekspertais, kurie pad\u0117s jums sukurti ir \u012fdiegti DI agentus, atitinkan\u010dius j\u016bs\u0173 verslo poreikius. <\/p>\n\n<p class=\"wp-block-paragraph\">Automatizacijos ateitis jau formuojasi \u2013 dabar pats tinkamiausias laikas prisijungti prie \u0161ios kelion\u0117s.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Spar\u010diai besikei\u010dian\u010diame i\u0161maniosios automatizacijos pasaulyje agentinio dirbtinio intelekto samprata kei\u010dia verslo po\u017ei\u016br\u012f \u012f robotin\u0119 proces\u0173 automatizacij\u0105 (RPA). <\/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.studionext.digital\/lt\/wp-json\/wp\/v2\/posts\/18401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/office-samurai.studionext.digital\/lt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/office-samurai.studionext.digital\/lt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/office-samurai.studionext.digital\/lt\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/office-samurai.studionext.digital\/lt\/wp-json\/wp\/v2\/comments?post=18401"}],"version-history":[{"count":0,"href":"https:\/\/office-samurai.studionext.digital\/lt\/wp-json\/wp\/v2\/posts\/18401\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/office-samurai.studionext.digital\/lt\/wp-json\/wp\/v2\/media\/18197"}],"wp:attachment":[{"href":"https:\/\/office-samurai.studionext.digital\/lt\/wp-json\/wp\/v2\/media?parent=18401"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/office-samurai.studionext.digital\/lt\/wp-json\/wp\/v2\/categories?post=18401"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/office-samurai.studionext.digital\/lt\/wp-json\/wp\/v2\/tags?post=18401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}