{"id":65360,"date":"2023-09-01T19:31:43","date_gmt":"2023-09-01T19:31:43","guid":{"rendered":"https:\/\/www.zaptest.com\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci"},"modified":"2023-09-01T19:31:43","modified_gmt":"2023-09-01T19:31:43","slug":"maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci","title":{"rendered":"M\u0101ksl\u012bg\u0101 intelekta ietekme uz robotiz\u0113to procesu automatiz\u0101ciju &#8211; visaptvero\u0161a diskusija par m\u0101ksl\u012bg\u0101 intelekta un RPA konver\u0123enci"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Robotiz\u0113t\u0101 procesu automatiz\u0101cija ir b\u0113go\u0161s vilciens. Saska\u0146\u0101 ar Deloitte sniegto inform\u0101ciju tehnolo\u0123ija \u013caus sasniegt \u0161\u0101dus rezult\u0101tus.  <\/span><a href=\"https:\/\/www2.deloitte.com\/ro\/en\/pages\/technology-media-and-telecommunications\/articles\/deloitte-global-rpa-survey.html\"><span style=\"font-weight: 400;\">l\u012bdz 2025. gadam gandr\u012bz visp\u0101r\u0113ja ievie\u0161ana.<\/span><\/a><span style=\"font-weight: 400;\">  Tom\u0113r tas, ka RPA domin\u0113 biznesa pasaul\u0113, nenoz\u012bm\u0113, ka t\u0101 p\u0101rst\u0101s att\u012bst\u012bties.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">M\u0113s atrodamies aizraujo\u0161\u0101 tehnolo\u0123isk\u0101 punkt\u0101. M\u0101ksl\u012bg\u0101 intelekta att\u012bst\u012bba p\u0113d\u0113jos gados ir bijusi p\u0101rsteidzo\u0161a. ChatGPT un citi \u0123enerat\u012bv\u0101 m\u0101ksl\u012bg\u0101 intelekta veidi ir iekaroju\u0161i sabiedr\u012bbas apzi\u0146u. Tom\u0113r \u0161\u012b aizraujo\u0161\u0101 tehnolo\u0123ija ir tikai viena no m\u0101ksl\u012bg\u0101 intelekta potenci\u0101la izpausm\u0113m.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA ir vienk\u0101r\u0161s, bet efekt\u012bvs r\u012bks. Tom\u0113r RPA un m\u0101ksl\u012bg\u0101 intelekta konver\u0123ence sniedz bezgal\u012bgas inov\u0101cijas iesp\u0113jas. Klientu apkalpo\u0161ana ar sarunvalodas m\u0101ksl\u012bgo intelektu, uz anal\u012btiku balst\u012bta l\u0113mumu pie\u0146em\u0161ana un zin\u0101\u0161anu darba automatiz\u0101cija ir tikai da\u017ei no m\u0101ksl\u012bg\u0101 intelekta piem\u0113riem RPA.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tehnolo\u0123ij\u0101m att\u012bstoties, kognit\u012bv\u0101 robotiz\u0113t\u0101 procesu automatiz\u0101cija main\u012bs darba raksturu t\u0101, ka m\u0113s pat nevaram iedom\u0101ties. Izp\u0113t\u012bsim, k\u0101 m\u0101ksl\u012bgais intelekts ar RPA jau ir papla\u0161in\u0101jis automatiz\u0101cijas robe\u017eas, un tikai p\u0113c tam apl\u016bkosim t\u0101 ietekmi n\u0101kotn\u0113.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #b90000;color:#b90000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #b90000;color:#b90000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#RPA_ierobezojumi\" >RPA ierobe\u017eojumi<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#1_Darijumu_automatizacija_ir_gruti_parvaldama\" >1. Dar\u012bjumu automatiz\u0101cija ir gr\u016bti p\u0101rvald\u0101ma<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#2_RPA_cinas_ar_nestrukturetiem_datiem\" >2. RPA c\u012bn\u0101s ar nestruktur\u0113tiem datiem<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#3_RPA_rada_problemas_saistiba_ar_merogosanu\" >3. RPA rada probl\u0113mas saist\u012bb\u0101 ar m\u0113rogo\u0161anu<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#Robotizeta_procesu_automatizacija_un_maksligais_intelekts\" >Robotiz\u0113ta procesu automatiz\u0101cija un m\u0101ksl\u012bgais intelekts:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#Ideala_saderiba\" >Ide\u0101la sader\u012bba<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#1_RPA_ar_optisko_rakstzimju_atpazisanu\" >1. RPA ar optisko rakstz\u012bmju atpaz\u012b\u0161anu<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#2_Masinmacisanas_un_RPA\" >2. Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s un RPA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#3_RPA_ar_dzilo_macisanos\" >3. RPA ar dzi\u013co m\u0101c\u012b\u0161anos<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#4_RPA_un_attelu_atpazisana\" >4. RPA un att\u0113lu atpaz\u012b\u0161ana<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#5_RPA_ar_generativo_maksligo_intelektu\" >5. RPA ar \u0123enerat\u012bvo m\u0101ksl\u012bgo intelektu<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#6_Apmekleta_automatizacija\" >6. Apmekl\u0113ta automatiz\u0101cija<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#7_Pasdziedejosi_roboti\" >7. Pa\u0161dzied\u0113jo\u0161i roboti<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#8_Viedas_apstrades_ieguve\" >8. Vied\u0101s apstr\u0101des ieguve<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#9_Programmaturas_testesanas_automatizacija\" >9. Programmat\u016bras test\u0113\u0161anas automatiz\u0101cija<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#10_RPA_inteligenta_automatizacija\" >10. RPA inteli\u0123ent\u0101 automatiz\u0101cija<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#Ka_ar_maksligo_intelektu_darbinams_RPA_mainis_nakotni\" >K\u0101 ar m\u0101ksl\u012bgo intelektu darbin\u0101ms RPA main\u012bs n\u0101kotni<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#par_darbu_un_sabiedribu\" >par darbu un sabiedr\u012bbu<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#1_Rupnieciba_40\" >1. R\u016bpniec\u012bba 4.0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#2_Hiperautomatizacija\" >2. Hiperautomatiz\u0101cija<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#3_Mazaka_palausanas_uz_ekspertiem\" >3. Maz\u0101ka pa\u013cau\u0161an\u0101s uz ekspertiem<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#4_Lielaka_valdibas_efektivitate\" >4. Liel\u0101ka vald\u012bbas efektivit\u0101te<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.zaptest.com\/lv\/maksliga-intelekta-ietekme-uz-robotizeto-procesu-automatizaciju-visaptverosa-diskusija-par-maksliga-intelekta-un-rpa-konvergenci\/#Nobeiguma_domas\" >Nobeiguma domas<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"RPA_ierobezojumi\"><\/span><strong>RPA ierobe\u017eojumi<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"6a6c6f\" data-has-transparency=\"false\" style=\"--dominant-color: #6a6c6f;\" decoding=\"async\" class=\"aligncenter wp-image-65278 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1024x784.webp\" alt=\"M\u0101ksl\u012bgais intelekts pret RPA\" width=\"604\" height=\"462\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1024x784.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-300x230.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-768x588.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1536x1176.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1080x827.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1280x980.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-980x750.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-480x368.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-jpeg.webp 1920w\" sizes=\"(max-width: 604px) 100vw, 604px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Pla\u0161i izplat\u012bt\u0101 RPA ievie\u0161ana liecina par t\u0101s lietder\u012bbu. \u0160\u012b tehnolo\u0123ija ir pal\u012bdz\u0113jusi neskait\u0101miem uz\u0146\u0113mumiem sasniegt jaunu ra\u017eo\u0161anas, efektivit\u0101tes un precizit\u0101tes l\u012bmeni, automatiz\u0113jot k\u0101dreiz manu\u0101li veiktos uzdevumus. Tom\u0113r, t\u0101pat k\u0101 jebkurai tehnolo\u0123ijai, ar\u012b tai ir aug\u0161\u0113j\u0101s robe\u017eas.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Darijumu_automatizacija_ir_gruti_parvaldama\"><\/span><strong>1. Dar\u012bjumu automatiz\u0101cija ir gr\u016bti p\u0101rvald\u0101ma<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Lai gan RPA roboti uztic\u012bgi veiks procesus, tiem ir nepiecie\u0161ama neliela p\u0101rvald\u012bba un apkope. Piem\u0113ram, ja main\u0101s ieejas vai izejas, roboti ir j\u0101p\u0101rkonfigur\u0113 t\u0101, lai tie sp\u0113tu r\u012bkoties ar \u0161iem nedaudz main\u012bgajiem apst\u0101k\u013ciem. Dinamisk\u0101 darba vid\u0113 tas var izsmelt resursus un laiku.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_RPA_cinas_ar_nestrukturetiem_datiem\"><\/span><strong>2. RPA c\u012bn\u0101s ar nestruktur\u0113tiem datiem<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RPA r\u012bki ir veidoti, lai izpild\u012btu uzdevumus, izmantojot if\/then\/else lo\u0123iku. T\u0101p\u0113c t\u0101s balst\u0101s uz paredzam\u0101m datu strukt\u016br\u0101m. Jebkuras izmai\u0146as vai izmai\u0146as ievades datos izrais\u012bs k\u013c\u016bdas vai iz\u0146\u0113mumus, jo t\u0101s ir \u0101rpus noteiktaj\u0101m v\u0113rt\u012bb\u0101m, ko robots sagaida sa\u0146emt.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_rada_problemas_saistiba_ar_merogosanu\"><\/span><strong>3. RPA rada probl\u0113mas saist\u012bb\u0101 ar m\u0113rogo\u0161anu<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Da\u013c\u0113ji iepriek\u0161 min\u0113to iemeslu d\u0113\u013c j\u016bsu RPA procesu m\u0113rogo\u0161ana var b\u016bt sare\u017e\u0123\u012bta. Katrs process ir skaidri j\u0101defin\u0113, j\u0101p\u0101rvalda un j\u0101uztur, turkl\u0101t probl\u0113mas var rad\u012bt ar\u012b RPA piel\u0101go\u0161an\u0101s sp\u0113ju tr\u016bkums.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Par RPA ierobe\u017eojumiem nav j\u0101uztraucas. Ar m\u0101ksl\u012bg\u0101 intelekta atbalstu RPA var p\u0101rvar\u0113t visus \u0161os ierobe\u017eojumus, vienlaikus paverot jaunas un aizraujo\u0161as automatiz\u0101cijas iesp\u0113jas.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>L\u016bk, k\u0101 RPA ar m\u0101ksl\u012bgo intelektu ir main\u012bjusi automatiz\u0101ciju.<\/strong><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Robotizeta_procesu_automatizacija_un_maksligais_intelekts\"><\/span><strong>Robotiz\u0113ta procesu automatiz\u0101cija un m\u0101ksl\u012bgais intelekts:  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Ideala_saderiba\"><\/span><strong>Ide\u0101la sader\u012bba<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"b6baba\" data-has-transparency=\"false\" style=\"--dominant-color: #b6baba;\" decoding=\"async\" class=\"aligncenter wp-image-65239 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1024x683.webp\" alt=\"RPA dz\u012bves cikls un process - 10 so\u013ci robotiz\u0113tas procesu automatiz\u0101cijas ievie\u0161anai\" width=\"597\" height=\"398\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1280x853.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-480x320.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-jpeg.webp 1920w\" sizes=\"(max-width: 597px) 100vw, 597px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RPA p\u0113c savas koncepcijas ir vienk\u0101r\u0161s un nesare\u017e\u0123\u012bts r\u012bks, vismaz lietot\u0101ja l\u012bmen\u012b. T\u0101 ir veidota t\u0101, lai b\u016btu pieejama komand\u0101m, kas nav tehniskas personas. T\u0101d\u0113j\u0101di tas kontrol\u0113ti izpilda dotos nor\u0101d\u012bjumus. Cilv\u0113ku zi\u0146\u0101 ir identific\u0113t \u0161os procesus un uzdot RPA izpild\u012bt komandas.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Protams, detaliz\u0113tu instrukciju sagatavo\u0161ana soli pa solim var k\u013c\u016bt neiesp\u0113jama, ja ir pietiekami sare\u017e\u0123\u012bta, t\u0101p\u0113c automatiz\u0101cijas n\u0101kotne ir RPA un m\u0101ksl\u012bg\u0101 intelekta apvieno\u0161ana.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_RPA_ar_optisko_rakstzimju_atpazisanu\"><\/span><strong>1. RPA ar optisko rakstz\u012bmju atpaz\u012b\u0161anu<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">In <\/span><a href=\"https:\/\/ieeexplore.ieee.org\/document\/9532902\"><br \/>\n  <span style=\"font-weight: 400;\">Robotiz\u0113ta procesu automatiz\u0101cija ar m\u0101ksl\u012bgo intelektu un OCR, lai uzlabotu biznesa procesus<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  (Shidaganti, 2021), autors nor\u0101da uz RPA ierobe\u017eojumiem, ierosinot: &#8220;Jebkuras izmai\u0146as automatiz\u0113taj\u0101 proces\u0101 prasa tie\u0161as izmai\u0146as RPA lietojumprogramm\u0101.&#8221; \u0160idaganti ierosina AI k\u0101 risin\u0101jumu \u0161im procesam un argument\u0113 optisko rakstz\u012bmju atpaz\u012b\u0161anu (OCR) k\u0101 b\u016btisku RPA papildin\u0101jumu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">OCR patie\u0161\u0101m ir ietekm\u0113jusi uz\u0146\u0113mumus, nodro\u0161inot RPA piek\u013cuvi nestruktur\u0113tiem datiem. Ar m\u0101ksl\u012bgo intelektu darbin\u0101mie RPA OCR r\u012bki sp\u0113j nolas\u012bt inform\u0101ciju no druk\u0101tiem dokumentiem un pat rakst\u012bta teksta. Ir tr\u012bs galven\u0101s RPA iesp\u0113jas, ko atvieglo OCR integr\u0101cija.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">OCR kod\u0113 struktur\u0113tus datus, \u013caujot RPA str\u0101d\u0101t ar neparedzamiem ievades datiem.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">RPA var automatiz\u0113t att\u0101lin\u0101t\u0101s ma\u0161\u012bnas, at\u0161ifr\u0113jot to, kas notiek to attiec\u012bgajos ekr\u0101nos.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">OCR kop\u0101 ar ma\u0161\u012bnm\u0101c\u012b\u0161anos, sken\u0113jot dokumentus, var pal\u012bdz\u0113t &#8220;Paz\u012bsti savu klientu&#8221; (KYC), nelikum\u012bgi ieg\u016btu l\u012bdzek\u013cu legaliz\u0101cijas nov\u0113r\u0161anas (AML) un kr\u0101p\u0161anas atkl\u0101\u0161anas jom\u0101. Tehnolo\u0123iju ieg\u016bt\u0101s zin\u0101\u0161anas un l\u0113mumus var integr\u0113t ar RPA, \u013caujot \u0101tr\u0101k atv\u0113rt kontus, veikt klientu uz\u0146em\u0161anu, pie\u0146emt l\u0113mumus par aizdevumiem u. c.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Masinmacisanas_un_RPA\"><\/span><strong>2. Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s un RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Robotiz\u0113ta procesu automatiz\u0101cija un ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s ir v\u0113l viens piem\u0113rs m\u0101ksl\u012bg\u0101 intelekta izmanto\u0161anai, lai p\u0101rvar\u0113tu RPA rakstur\u012bgos ierobe\u017eojumus. Jau 2016. gad\u0101 apdro\u0161in\u0101\u0161anas nozares automatiz\u0101cijas eksperti konstat\u0113ja.  <\/span><a href=\"https:\/\/www.ma.imperial.ac.uk\/~dbrigo\/roboticsinsurance.pdf\"><span style=\"font-weight: 400;\">kognit\u012bv\u0101s robotiz\u0113t\u0101s procesu automatiz\u0101cijas (RPA) iesp\u0113jas.<\/span><\/a><span style=\"font-weight: 400;\">  Min\u0113taj\u0101 dokument\u0101 autori k\u0101 iesp\u0113jamos horizontus apl\u016bko &#8220;pa\u0161optimiz\u0113jo\u0161u klientu apkalpo\u0161anu, aizdevumu cenu noteik\u0161anu, finan\u0161u konsult\u0101cijas vai pras\u012bbu vai s\u016bdz\u012bbu izskat\u012b\u0161anu&#8221;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Interesanti ir redz\u0113t, k\u0101 robotiz\u0113t\u0101s procesu automatiz\u0101cijas ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s r\u012bki \u012bs\u0101 laika posm\u0101 ir k\u013cuvu\u0161i pla\u0161i izplat\u012bti, un tas liecina par progresu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s ir visur. T\u0101 apraksta procesu, kur\u0101 ma\u0161\u012bna tiek apm\u0101c\u012bta izpild\u012bt uzdevumus, izmantojot skaidrus programm\u0113\u0161anas nor\u0101d\u012bjumus. K\u0101 j\u016bs, iesp\u0113jams, zin\u0101t, tas noz\u012bm\u0113, ka ma\u0161\u012bnas izmanto algoritmus, lai analiz\u0113tu un atrastu mode\u013cus datu kop\u0101. Kad ma\u0161\u012bna ir apm\u0101c\u012bta, t\u0101 var apstr\u0101d\u0101t citus datus un sniegt ieskatu un prognozes.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA un ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s lieliski sader, jo tas noz\u012bm\u0113, ka RPA k\u013c\u016bst gudr\u0101ka, intuit\u012bv\u0101ka un sp\u0113j str\u0101d\u0101t ar nestruktur\u0113tiem datiem.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_ar_dzilo_macisanos\"><\/span><strong>3. RPA ar dzi\u013co m\u0101c\u012b\u0161anos<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s ir m\u0101ksl\u012bg\u0101 intelekta apak\u0161grupa, savuk\u0101rt dzi\u013c\u0101 m\u0101c\u012b\u0161an\u0101s ir ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s apak\u0161grupa. Da\u017eiem cilv\u0113kiem at\u0161\u0137ir\u012bba starp padzi\u013cin\u0101to m\u0101c\u012b\u0161anos un ma\u0161\u012bnm\u0101c\u012b\u0161anos, iesp\u0113jams, ir smalka, ta\u010du to ir v\u0113rts izp\u0113t\u012bt. Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s tiek apm\u0101c\u012bta, izmantojot datus, lai pal\u012bdz\u0113tu pie\u0146emt l\u0113mumus un prognoz\u0113t.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">  Tom\u0113r \u0161ai tehnolo\u0123ijai parasti tr\u016bkst sp\u0113jas laika gait\u0101 pa\u0161ai sevi uzlabot. Turpret\u012b dzi\u013c\u0101 m\u0101c\u012b\u0161an\u0101s ietver neironu t\u012bklu izmanto\u0161anu, lai m\u0101c\u012btos un uzlabotu t\u0101s veiktsp\u0113ju. Citiem v\u0101rdiem sakot, pateicoties dzi\u013cajai m\u0101c\u012b\u0161anai, RPA un ML apvienojas, lai izveidotu automatiz\u0101cijas, kas k\u013c\u016bst arvien lab\u0101kas, pateicoties pieredzei.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Protams, lai veiktu \u0161o funkciju, ir nepiecie\u0161ams neticami liels datu apjoms. V\u0113l viens piem\u0113rs dzi\u013cajai simbiozei starp m\u0101ksl\u012bgo intelektu un RPA ir tas, ka roboti ir ide\u0101li piem\u0113roti, lai pal\u012bdz\u0113tu veikt \u0161o m\u0101c\u012bbu datu v\u0101k\u0161anas darbietilp\u012bgo procesu. RPA r\u012bki var piek\u013c\u016bt da\u017e\u0101d\u0101m vietn\u0113m un cit\u0101m inform\u0101cijas kr\u0101tuv\u0113m, lai apkopotu \u0161o inform\u0101ciju, t\u0101d\u0113j\u0101di nodro\u0161inot, ka dzi\u013c\u0101s m\u0101c\u012b\u0161an\u0101s algoritmam ir daudz datu, lai to uzlabotu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Padzi\u013cin\u0101t\u0101 m\u0101c\u012b\u0161an\u0101s ar\u012b \u013cauj robotiem izmantot prognoz\u0113\u0161anas anal\u012btikas priek\u0161roc\u012bbas. Kad RPA saskaras ar iz\u0146\u0113mumiem, t\u0101 var tos sal\u012bdzin\u0101t ar gaid\u012btiem vai negaid\u012btiem mode\u013ciem, t\u0101d\u0113j\u0101di nov\u0113r\u0161ot atkar\u012bbu no cilv\u0113ka iejauk\u0161an\u0101s.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kad viedie roboti var pie\u0146emt uz datiem balst\u012btus l\u0113mumus, tie var optim\u0101li rea\u0123\u0113t uz klientiem. K\u0101 piem\u0113ru \u0161\u0101diem RPA lietojumiem var min\u0113t noska\u0146ojuma anal\u012bzes r\u012bkus, kas izmanto dabisk\u0101s valodas apstr\u0101di (NLP), lai at\u0161ifr\u0113tu pat\u0113r\u0113t\u0101ju noska\u0146ojumu. Savuk\u0101rt roboti var modul\u0113t savu reakciju, lai pan\u0101ktu atbilsto\u0161u nots. \u0160\u012b dinamika var daudz pal\u012bdz\u0113t p\u0101rvar\u0113t plaisu starp emp\u0101tisku, cilv\u0113cisku klientu apkalpo\u0161anu un t\u0101s mehaniz\u0113to alternat\u012bvu.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_RPA_un_attelu_atpazisana\"><\/span><strong>4. RPA un att\u0113lu atpaz\u012b\u0161ana<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RPA apvieno\u0161ana ar att\u0113lu atpaz\u012b\u0161anas programmat\u016bru ir v\u0113l viens piem\u0113rs, k\u0101 izmantot m\u0101ksl\u012bgo intelektu, lai p\u0101rvar\u0113tu RPA nesp\u0113ju str\u0101d\u0101t ar haotiskiem vai nestruktur\u0113tiem datiem. \u0160aj\u0101 dokument\u0101  <\/span><a href=\"https:\/\/pdf.sciencedirectassets.com\/280203\/1-s2.0-S1877050922X00161\/1-s2.0-S1877050922017616\/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEA8aCXVzLWVhc3QtMSJHMEUCIEuUMh3a5WW5fXmhw0IFpxHDtt2gWniLP43qoZ1aLcZEAiEAyCagZ9kgzfr1D1eQtk7ih6z8jIp67S7thrzTs6lsS74quwUI2P%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FARAFGgwwNTkwMDM1NDY4NjUiDDaFmkwWSu5cy%2FHptiqPBZuSfYYDja5z8F9uqxwHnvRYjMxR0r5%2BSfMTzryExnapZOKun95qKMkMTXPpgUoqjKxO0FVGdngfY8hL7RYvyiJczPhGO%2F4GFA2kf1hwgQw50a2PrPBxSjKF4cidFuZtnamulWeGQcJ%2FvPSsdiE6RZXTwJDCQGsEHaX4J%2Fh5zjEA%2FRL86YGh6T0BECyXiZYZEov4FHHFKe4faeF%2BNVrv0S58GaQKUa2de9OjCyB0ZzHkDAkv3z6ezxegUj%2B%2Fto%2ByS4M8rCRDoSxFHZa9XJTqyuY2bMtRSGKMW9%2BigY23OKPufBDMDmOGYsq1GCgXBC5u2KQq26PfujXxGqdFzQitge0yDY51vynTBN0i9%2Fr5%2FP2SetihBxEJx1IZ6UTcXTxylyU6gbnX8YNpj6M5g%2FiBuvLOtSwDCp1ZgIIHI581HcEM2ofZ%2FTefHIFSCc9agRhJ9THEdxXWGOP069UpL8d%2F3sCVig6aaew8DR6Z%2FO51x9T6u34tUXSV4pBeEIpxbm%2BcEBHDZRX5Y4BGWambz9g7v6waul%2B%2FsRgeaebgB9TUHoCvMWlL4d8auuI5v2KveAm1JSyMwS4idqGlKZofqEWbrtLVap7Ebrb0ap%2BqT7APQmEgxAt%2B1ETUuOAMMnzouDuIQvE8uwGt2Z3G4RmR1i313jzquKfYKs%2F%2Fgn2AMyv4s10WgCo1R%2F836DNQO3hu8xirlZwW499x7By6vdc%2FnD060V12fce61t5MPiP%2FLnj85U5sR%2BVffeSVXXUqZ%2B0OpI7jRl0sGfJSgEmrOW0dNSkGZdZEkmWwoAjVv%2Fi6gGtzUPvpEYUcYCU5hf7%2BVct0Ch98nlEyfUfmU0F2neo5d4Se2phDQOrT7DKSPcqnd%2B7%2F5MYwu9XCpwY6sQELP7WJLjQ69cCUm95n48i7DWsdyYGu0bJ21or3qzNwWN2pinGRd9hE2axNeqn8epKh3RFq6%2Bxo785oGD9d7Auql50kFHajCj8E3D%2BrpbFnU61SOplvrnicgQy4p4l4d7SrNQYFbn7L2P8W56E8w6UQbELjskRJUGzesb3XNk4LkSn3RC0Mi0Y3dG3tBo076xCtODMPMfzZPXVYZWqeKM8brqBSZF%2BtzJtZJN66Hzm7AwM%3D&amp;X-Amz-Algorithm=AWS4-HMAC-SHA256&amp;X-Amz-Date=20230831T160417Z&amp;X-Amz-SignedHeaders=host&amp;X-Amz-Expires=299&amp;X-Amz-Credential=ASIAQ3PHCVTY5Q3R56OE%2F20230831%2Fus-east-1%2Fs3%2Faws4_request&amp;X-Amz-Signature=937db94bc3f282e396392600e44d4cb49a161d9571b5b38d195e4df64486a4a5&amp;hash=8805d7e5d20cc191ffc1d0ac7e7bb86dadc1819976686afe38257dc7bcac75c6&amp;host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&amp;pii=S1877050922017616&amp;tid=spdf-e88767af-a8fc-47c6-964d-a2d6771c3eec&amp;sid=da5415535af719478748c051114ecfe62ba9gxrqb&amp;type=client&amp;tsoh=d3d3LnNjaWVuY\"><br \/>\n  <span style=\"font-weight: 400;\">M\u0101ksl\u012bg\u0101 intelekta tehnolo\u0123iju anal\u012bze un pielietojam\u012bba RPA programmat\u016bras robotu jom\u0101 biznesa procesu automatiz\u0101cijai.<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> (Kanakov, 2022) autors izkl\u0101sta da\u017eus aizraujo\u0161us RPA un att\u0113lu atpaz\u012b\u0161anas izmanto\u0161anas veidus saist\u012bb\u0101 ar darb\u0101 pie\u0146em\u0161anas automatiz\u0113\u0161anu vai pal\u012bdz\u012bbu kr\u0101p\u0161anas atkl\u0101\u0161an\u0101. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Citi Kanakova ierosin\u0101tie izmanto\u0161anas gad\u012bjumi ietver sejas atpaz\u012b\u0161anas izmanto\u0161anu \u0113ku dro\u0161\u012bbai, izmantojot RPA r\u012bkus, kas savienoti ar kamer\u0101m. Pielietojuma iesp\u0113jas ir patie\u0161\u0101m bezgal\u012bgas. Piem\u0113ram, ar droniem vai kamer\u0101m var sken\u0113t jebkuru vidi, mekl\u0113jot anom\u0101lijas. P\u0113c probl\u0113mu atkl\u0101\u0161anas RPA sist\u0113ma var\u0113tu zi\u0146ot par t\u0101m attiec\u012bgaj\u0101m pus\u0113m, nodro\u0161inot \u0101tru to nov\u0113r\u0161anu.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_RPA_ar_generativo_maksligo_intelektu\"><\/span><strong>5. RPA ar \u0123enerat\u012bvo m\u0101ksl\u012bgo intelektu<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">In an <\/span><a href=\"https:\/\/www.forbes.com\/sites\/delltechnologies\/2023\/02\/16\/generative-ai-and-rpa-why-your-business-needs-both\/https:\/\/www.forbes.com\/sites\/delltechnologies\/2023\/02\/16\/generative-ai-and-rpa-why-your-business-needs-both\/\"><br \/>\n  <span style=\"font-weight: 400;\">rakst\u0101 \u017eurn\u0101l\u0101 Forbes<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, DELL p\u0101rst\u0101vis Klints Boultons izmanto fantastisku analo\u0123iju, sal\u012bdzinot RPA un \u0123enerat\u012bvo m\u0101ksl\u012bgo intelektu. Vi\u0146\u0161 nor\u0101da, ka &#8220;svin\u012bg\u0101 pas\u0101kum\u0101 RPA p\u0101rbauda viesu sarakstu, skaita bi\u013cetes un uzrauga t\u0101das lietas k\u0101 telpu ietilp\u012bba, apkure un apgaismojums.&#8221; P\u0113c tam vi\u0146\u0161 apgalvo: &#8220;Tikm\u0113r \u0123enerat\u012bvais m\u0101ksl\u012bgais intelekts veido pas\u0101kuma rekl\u0101mu, raksta apsveikuma runas godalgotajiem dal\u012bbniekiem un sarun\u0101jas ar katru viesi.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0160\u012b analo\u0123ija ir tik sp\u0113c\u012bga, jo t\u0101 lieliski atspogu\u013co to, ko m\u0113s visi esam nov\u0113roju\u0161i p\u0113d\u0113j\u0101 gada laik\u0101. \u0122enerat\u012bvais m\u0101ksl\u012bgais intelekts ir tik interesants un jaud\u012bgs, ka m\u0113s nevaram vien apbr\u012bnot t\u0101 rezult\u0101tus. Tom\u0113r bez k\u0101da (RPA), kas str\u0101d\u0101 fon\u0101 un veic mazsvar\u012bgus uzdevumus, nav iesp\u0113jams neviens pas\u0101kums vai vismaz ne funkcion\u0101ls pas\u0101kums.  <\/span><\/p>\n<p><a href=\"https:\/\/www.gartner.com\/en\/topics\/generative-ai\"><span style=\"font-weight: 400;\">Saska\u0146\u0101 ar Gartner datiem \u0123enerat\u012bvais m\u0101ksl\u012bgais intelekts pied\u0101v\u0101 daudz iesp\u0113ju.<\/span><\/a><span style=\"font-weight: 400;\">  T\u0101 var \u0101tri \u0123ener\u0113t rakstisku saturu, att\u0113lus, videoklipus, m\u016bziku un pat kodu. Da\u017eas no iesp\u0113j\u0101m ir ac\u012bmredzamas uzreiz, piem\u0113ram, klientu apkalpo\u0161ana sarunvalodas re\u017e\u012bm\u0101.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ta\u010du uzlabotie t\u0113rz\u0113\u0161anas roboti ir tikai s\u0101kums; citi RPA un \u0123enerat\u012bv\u0101 m\u0101ksl\u012bg\u0101 intelekta izmanto\u0161anas gad\u012bjumi ietver pal\u012bdz\u012bbu RPA izprast da\u017e\u0101du veidu nestruktur\u0113tus datus un pat papildin\u0101t RPA ar l\u0113mumu pie\u0146em\u0161anu, datu anal\u012bzi u. c..<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Apmekleta_automatizacija\"><\/span><strong>6. Apmekl\u0113ta automatiz\u0101cija<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Automatiz\u0101ciju var iedal\u012bt div\u0101s kategorij\u0101s: Automatiz\u0101ciju var iedal\u012bt div\u0101s kategorij\u0101s: automatiz\u0101cija ar kl\u0101tb\u016btni un automatiz\u0101cija bez kl\u0101tb\u016btnes. K\u0101 jau var\u0113ja gaid\u012bt, neuzraudz\u012bta automatiz\u0101cija noz\u012bm\u0113, ka robots izpilda procesus bez cilv\u0113ka iejauk\u0161an\u0101s. Turpret\u012b ar j\u0113dzienu &#8220;autom\u0101tisk\u0101 automatiz\u0101cija&#8221; apz\u012bm\u0113 uzdevumus, kuru veik\u0161anai nepiecie\u0161ama cilv\u0113ka mijiedarb\u012bba vismaz vien\u0101 posm\u0101.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ir vair\u0101ki veidi, k\u0101 tas var notikt. Piem\u0113ram, automatiz\u0113tam procesam var b\u016bt nepiecie\u0161ams manu\u0101ls palai\u0161anas meh\u0101nisms. Alternat\u012bvi k\u0101d\u0101 no so\u013ciem procesa laik\u0101 var b\u016bt nepiecie\u0161ami dro\u0161\u012bbas akredit\u0101cijas dati. Tom\u0113r, pateicoties robotiz\u0113tai darbvirsmas automatiz\u0101cijai (Robotic Desktop Automation, RDA), ir iesp\u0113jamas ar\u012b sare\u017e\u0123\u012bt\u0101kas or\u0137estr\u0101cijas.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Robotiz\u0113t\u0101 darbvirsmas automatiz\u0101cija (RDA) ir kl\u0101tienes automatiz\u0101cijas veids. Tom\u0113r, pateicoties t\u0101diem m\u0101ksl\u012bg\u0101 intelekta r\u012bkiem k\u0101 ML un optisk\u0101 rakstz\u012bmju atpaz\u012b\u0161ana, \u0161ie roboti dinamiski savieno vair\u0101kus darba pl\u016bsmas procesus, past\u0101v\u012bgi automatiz\u0113jot da\u017e\u0101dus individu\u0101la lietot\u0101ja uzdevumus. \u0160aj\u0101 scen\u0101rij\u0101 RDA robots darbojas k\u0101 virtu\u0101lais asistents, ieg\u016bstot datus, nos\u016btot failus un \u0123ener\u0113jot p\u0101rskatus, kam\u0113r cilv\u0113ks run\u0101 ar klientu.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Pasdziedejosi_roboti\"><\/span><strong>7. Pa\u0161dzied\u0113jo\u0161i roboti<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">A <\/span><a href=\"https:\/\/insidebigdata.com\/2022\/06\/25\/survey-results-identifying-the-benefits-and-challenges-of-rpa\/\"><br \/>\n  <span style=\"font-weight: 400;\">2022. gada apsekojums par RPA st\u0101vokli<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  atkl\u0101ja probl\u0113mu, kas skar da\u017eus uz\u0146\u0113mumus, kuri izmanto RPA risin\u0101jumus. Vair\u0101k nek\u0101 69 % respondentu nor\u0101da, ka katru ned\u0113\u013cu saskaras ar boj\u0101tu RPA robotu. V\u0113l slikt\u0101k, vair\u0101k nek\u0101 40 % respondentu nor\u0101d\u012bja, ka bota labo\u0161ana aiz\u0146em vair\u0101k nek\u0101 5 stundas, bet citi respondenti nor\u0101d\u012bja, ka labo\u0161ana var aiz\u0146emt vair\u0101k nek\u0101 dienu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0160ie skait\u013ci ir nepie\u0146emami augsti. Tom\u0113r apsekojum\u0101 nav apl\u016bkotas konkr\u0113tas probl\u0113mas. Bie\u017e\u0101k sastopamie RPA neveiksmju iemesli ir ievades izmai\u0146as, roboti, kas saskaras ar iz\u0146\u0113mumiem, nepiln\u012bgi dati, slikta test\u0113\u0161ana vai apkopes tr\u016bkums.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pa\u0161atjaunojo\u0161a RPA apraksta sist\u0113mu, kas var pati sevi salabot bez cilv\u0113ka ieguld\u012bjuma.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pa\u0161atjaunojo\u0161i RPA roboti ir iesp\u0113jami, izmantojot m\u0101ksl\u012bg\u0101 intelekta algoritmus, kas uzrauga automatiz\u0113t\u0101 uzdevuma izpildi. Kad rodas probl\u0113mas, \u0161ie noder\u012bgie r\u012bki nekav\u0113joties s\u0101k darboties, identific\u0113 to galveno c\u0113loni un veic to nov\u0113r\u0161anu. Priek\u0161roc\u012bba ir liel\u0101ka veiktsp\u0113ja un ilg\u0101ks darbsp\u0113jas laiks.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Viedas_apstrades_ieguve\"><\/span><strong>8. Vied\u0101s apstr\u0101des ieguve<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Procesu izp\u0113te RPA kontekst\u0101 ietver to uzdevumu atkl\u0101\u0161anu, kurus uz\u0146\u0113mumi var automatiz\u0113t. Izmantojot m\u0101ksl\u012bg\u0101 intelekta uzlabot\u0101s anal\u012btisk\u0101s iesp\u0113jas, komandas var izp\u0113t\u012bt savas biznesa darba pl\u016bsmas, lai atrastu uzdevumus, kurus var automatiz\u0113t, un izstr\u0101d\u0101t prognozes par \u0161\u012bs automatiz\u0101cijas ietekmi.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Procesu ieguvei izmanto ML un datu anal\u012bzi. Piem\u0113ram, t\u0101 izmanto ekr\u0101na ierakst\u012b\u0161anas programmat\u016bru, lai fiks\u0113tu darba pl\u016bsmas datus, sadalot tos pa posmiem. P\u0113c tam ar ML vai anal\u012btiskajiem r\u012bkiem tiek palaisti \u0161o uzdevumu mode\u013ci un atrastas jomas, kuras var p\u0101rv\u0113rst automatiz\u0113tos procesos. M\u0101ksl\u012bg\u0101 intelekta r\u012bki nodro\u0161ina uz\u0146\u0113mumiem lab\u0101ku p\u0101rraudz\u012bbu un izpratni par uzdevumiem, \u013caujot noteikt atkar\u012bbas, v\u0101j\u0101s vietas un neefektivit\u0101ti.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA un procesu izp\u0113tes apvieno\u0161ana ir \u013coti sp\u0113c\u012bga, jo t\u0101 var pal\u012bdz\u0113t uz\u0146\u0113mumiem atkl\u0101t procesus, kurus tie cit\u0101di nevar\u0113tu atkl\u0101t. Tas noz\u012bm\u0113, ka j\u016bs varat ieg\u016bt liel\u0101ku v\u0113rt\u012bbu no j\u016bsu RPA invest\u012bcij\u0101m un v\u0113l vair\u0101k palielin\u0101t citas RPA priek\u0161roc\u012bbas, piem\u0113ram, samazin\u0101t izmaksas un palielin\u0101t produktivit\u0101ti.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Otra lieta, ko \u0161eit var\u0113tu paman\u012bt, ir t\u0101, ka procesu izp\u0113te var sa\u012bsin\u0101t atbilsto\u0161u RPA procesu atkl\u0101\u0161anas laiku. Tas noz\u012bm\u0113, ka j\u016bsu \u012bsteno\u0161ana tiks uzs\u0101kta daudz \u0101tr\u0101k.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Programmaturas_testesanas_automatizacija\"><\/span><strong>9. Programmat\u016bras test\u0113\u0161anas automatiz\u0101cija<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Programmat\u016bras izstr\u0101d\u0101t\u0101ji un izdev\u0113ji ir rad\u012bju\u0161i da\u017eas no p\u0113d\u0113jo desmitga\u017eu laik\u0101 visvair\u0101k revolucion\u0101raj\u0101m tehnolo\u0123ij\u0101m. Tom\u0113r ar\u012b pati nozare ir piedz\u012bvojusi zin\u0101mu revol\u016bciju. DevOps un Agile metodolo\u0123ijas ir pal\u012bdz\u0113ju\u0161as izstr\u0101d\u0101t\u0101jiem apmierin\u0101t piepras\u012bjumu p\u0113c ziben\u012bgiem, nep\u0101rtraukti uzlabojamiem produktiem, savuk\u0101rt CI\/CD cauru\u013cvadi ar\u012b pal\u012bdz \u0101tr\u0101k non\u0101kt tirg\u016b.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA ir fantastisks r\u012bks \u012bpa\u0161iem programmat\u016bras test\u0113\u0161anas veidiem. McKinsey nor\u0101da, ka n\u0101kam\u0101s paaudzes programmat\u016bras izstr\u0101de ir tikai nedaudz aiz m\u0101ksl\u012bg\u0101 intelekta, jo  <\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/mckinsey-digital\/our-insights\/the-top-trends-in-tech#tech-trends-2023\"><span style=\"font-weight: 400;\">liel\u0101k\u0101s tehnolo\u0123iju tendences 2023. gad\u0101<\/span><\/a><span style=\"font-weight: 400;\">. Programmat\u016bras test\u0113\u0161anas automatiz\u0101cija, ko nodro\u0161ina gan RPA, gan m\u0101ksl\u012bgais intelekts, b\u016bs \u0161\u012bs tendences priek\u0161pl\u0101n\u0101, jo \u0123enerat\u012bvais m\u0101ksl\u012bgais intelekts rakst\u012bs kodu un, pateicoties r\u012bkiem bez koda, tiks atbalst\u012btas ar\u012b netehniskas komandas.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">K\u0101 nor\u0101da konsult\u0101ciju uz\u0146\u0113muma partneris Santjago Komela-Dorda (Santiago Comella-Dorda), &#8220;izstr\u0101d\u0101t\u0101ji, iesp\u0113jams, ir viens no v\u0113rt\u012bg\u0101kajiem m\u016bsdienu digit\u0101l\u0101 uz\u0146\u0113muma akt\u012bviem, tom\u0113r vi\u0146i vair\u0101k nek\u0101 40 % sava laika pavada, veicot atk\u0101rtotus, mazv\u0113rt\u012bgus uzdevumus, kurus var\u0113tu viegli automatiz\u0113t ar m\u016bsdien\u012bgu r\u012bku komplektu.&#8221;<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_RPA_inteligenta_automatizacija\"><\/span><strong>10. RPA inteli\u0123ent\u0101 automatiz\u0101cija<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">M\u0101ksl\u012bgais intelekts Robotiz\u0113t\u0101 procesu automatiz\u0101cija, saukta ar\u012b par inteli\u0123ento procesu automatiz\u0101ciju (IPA), tiek uzskat\u012bta par n\u0101kamo automatiz\u0101cijas posmu. T\u0101 izmanto RPA un ar m\u0101ksl\u012bg\u0101 intelekta pal\u012bdz\u012bbu papildina kognit\u012bv\u0101s sp\u0113jas. T\u0101 var ietvert RPA ar vis\u0101m vai da\u017e\u0101m cit\u0101m iepriek\u0161 min\u0113taj\u0101m m\u0101ksl\u012bg\u0101 intelekta tehnolo\u0123ij\u0101m.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">In an <\/span><a href=\"https:\/\/www.ibm.com\/thought-leadership\/institute-business-value\/en-us\/report\/automation-workflows\"><br \/>\n  <span style=\"font-weight: 400;\">IBM veiktaj\u0101 C-Suite vad\u012bt\u0101ju aptauj\u0101<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, 90 % respondentu nor\u0101d\u012bja, ka inteli\u0123ent\u0101 automatiz\u0101cija pal\u012bdz\u0113ja vi\u0146iem &#8220;virs vid\u0113j\u0101 l\u012bme\u0146a p\u0101rvald\u012bt organizatorisk\u0101s p\u0101rmai\u0146as, rea\u0123\u0113jot uz jaun\u0101m uz\u0146\u0113m\u0113jdarb\u012bbas tendenc\u0113m&#8221;. \u0160is viedoklis liecina par RPA un m\u0101ksl\u012bg\u0101 intelekta sp\u0113ju rad\u012bt elast\u012bgus un stabilus risin\u0101jumus, kas var sniegt patiesas konkurences priek\u0161roc\u012bbas.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Par RPA un m\u0101ksl\u012bg\u0101 intelekta sp\u0113ju rad\u012bt organizatoriskas p\u0101rmai\u0146as liecina uz\u0146\u0113m\u0113ju kopienas reakcija uz COVID-19 pand\u0113miju.  <\/span><a href=\"https:\/\/www.mdpi.com\/2071-1050\/13\/14\/8020\"><span style=\"font-weight: 400;\">Robotiz\u0113to procesu automatiz\u0101cijas tehnolo\u0123iju izmanto\u0161ana, lai nodro\u0161in\u0101tu biznesa procesus COVID-19 pand\u0113mijas laik\u0101  <\/span><\/a><span style=\"font-weight: 400;\">(Siderska, 2021) par\u0101d\u012bja, ka 60 % p\u0113t\u012bto Polijas uz\u0146\u0113mumu sp\u0113ja \u012bstenot darb\u012bbas nep\u0101rtraukt\u012bbu, pateicoties RPA r\u012bkiem. P\u0113t\u012bjum\u0101 nor\u0101d\u012bts, ka AI un anal\u012btika ir galvenie faktori, kas veicin\u0101ju\u0161i \u0161o procesu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nesen notiku\u0161aj\u0101 <\/span><a href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2022-08-22-gartner-survey-reveals-80-percent-of-executives-think-automation-can-be-applied-to-any-business-decision\"><br \/>\n  <span style=\"font-weight: 400;\">Gartner aptauja<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, 80 % vad\u012bt\u0101ju pauda p\u0101rliec\u012bbu, ka automatiz\u0101ciju var piem\u0113rot jebkuram uz\u0146\u0113m\u0113jdarb\u012bbas procesam. \u0160\u012b statistika ir iev\u0113rojams apliecin\u0101jums RPA sp\u0113jai, ja to izmanto kop\u0101 ar m\u0101ksl\u012bgo intelektu. Nav iesp\u0113jams iedom\u0101ties, ka \u0161is skaitlis var\u0113tu b\u016bt tik liels, ja m\u0101ksl\u012bgais intelekts netiktu papildin\u0101ts ar RPA.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Attiec\u012bb\u0101 uz n\u0101kotni, p\u0113t\u012bjumi par <\/span><a href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/1741-2560\/13\/5\/051001\/pdf\"><br \/>\n  <span style=\"font-weight: 400;\">neiromorfisk\u0101 apstr\u0101de<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  &#8211; inform\u0101cijas apstr\u0101des sist\u0113ma, kuras pamat\u0101 ir smadze\u0146u strukt\u016bra, var\u0113tu veicin\u0101t lab\u0101ku izzi\u0146u un ma\u0161\u012bntehnolo\u0123iju. \u0160\u0101da iesp\u0113ja ir \u013coti aizraujo\u0161a, jo \u0161iem izl\u016bko\u0161anas mode\u013ciem ir nepiecie\u0161ams daudz maz\u0101k m\u0101c\u012bbu datu, kas noz\u012bm\u0113, ka tie var\u0113tu b\u016bt pieejami uz\u0146\u0113mumiem.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Ka_ar_maksligo_intelektu_darbinams_RPA_mainis_nakotni\"><\/span><strong>K\u0101 ar m\u0101ksl\u012bgo intelektu darbin\u0101ms RPA main\u012bs n\u0101kotni<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"par_darbu_un_sabiedribu\"><\/span><strong>  par darbu un sabiedr\u012bbu  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"976e4d\" data-has-transparency=\"false\" style=\"--dominant-color: #976e4d;\" decoding=\"async\" class=\"aligncenter wp-image-64841 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1024x683.webp\" alt=\"Inteli\u0123ent\u0101 procesu automatiz\u0101cija vs. RPA - at\u0161\u0137ir\u012bbas, kop\u012bg\u0101s iez\u012bmes, r\u012bki un krustojumi\/p\u0101rkl\u0101\u0161an\u0101s\" width=\"641\" height=\"427\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1280x853.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-480x320.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-jpeg.webp 1920w\" sizes=\"(max-width: 641px) 100vw, 641px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">M\u0101ksl\u012bg\u0101 intelekta procesu automatiz\u0101cijas r\u012bki tikai iesilda. \u0160eit ir da\u017eas jomas, kur\u0101s m\u0101ksl\u012bgais intelekts v\u0113l vair\u0101k ietekm\u0113s automatiz\u0101ciju.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Rupnieciba_40\"><\/span><strong>1. R\u016bpniec\u012bba 4.0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Pirmo industri\u0101lo revol\u016bciju darbin\u0101ja tvaiks, otro &#8211; elektr\u012bba. Tre\u0161o industri\u0101lo revol\u016bciju 20. gadsimta 70. gados veicin\u0101ja digit\u0101l\u0101s tehnolo\u0123ijas. Run\u0101jot par ceturto industri\u0101lo revol\u016bciju, kas paz\u012bstama ar\u012b k\u0101 4.0 r\u016bpniec\u012bba, ir vair\u0101ki tehnolo\u0123iskie kandid\u0101ti, piem\u0113ram, digit\u0101lie dv\u012b\u0146i, virtu\u0101l\u0101 realit\u0101te, lietu internets (IoT), m\u0101ksl\u012bgais intelekts un ML, un pat 3D druk\u0101\u0161ana.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tom\u0113r <\/span><a href=\"https:\/\/www.imd.org\/ibyimd\/supply-chain\/the-supply-chain-agenda-keeps-growing-how-will-you-adapt\/\"><br \/>\n  <span style=\"font-weight: 400;\">IMD Glob\u0101l\u0101s pieg\u0101des \u0137\u0113des apsekojums<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  no 2022. gada atkl\u0101j satrauco\u0161u paties\u012bbu. No vair\u0101k nek\u0101 200 aptauj\u0101tajiem ra\u017eo\u0161anas uz\u0146\u0113mumu vad\u012bt\u0101jiem tikai da\u017ei no tiem k\u0101 galveno priorit\u0101ti min\u0113ja ar 4.0 nozari saist\u012bt\u0101s tehnolo\u0123ijas. Tas ir t\u0101lu no 2019. gada, kad  <\/span><a href=\"https:\/\/www.mckinsey.com\/industries\/industrials-and-electronics\/our-insights\/capturing-value-at-scale-in-discrete-manufacturing-with-industry-4-0\"><span style=\"font-weight: 400;\">68% McKinsey aptauj\u0101 respondentu nor\u0101d\u012bja, ka Industry 4.0 ir galven\u0101 strat\u0113\u0123isk\u0101 priorit\u0101te.<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">P\u0113tniec\u012bbas dokument\u0101  <\/span><a href=\"https:\/\/www.researchgate.net\/publication\/349526158_Robotic_Process_Automation_and_Artificial_Intelligence_in_Industry_40_-_A_Literature_review\"><span style=\"font-weight: 400;\">Robotiz\u0113ta procesu automatiz\u0101cija un m\u0101ksl\u012bgais intelekts r\u016bpniec\u012bb\u0101  <\/span><\/a><a href=\"https:\/\/www.researchgate.net\/publication\/349526158_Robotic_Process_Automation_and_Artificial_Intelligence_in_Industry_40_-_A_Literature_review\"><span style=\"font-weight: 400;\">4.0 &#8211; Literat\u016bras apskats  <\/span><\/a><span style=\"font-weight: 400;\">(Riberio, 2021) autors nor\u0101da, ka &#8220;\u0146emot v\u0113r\u0101 m\u0101ksl\u012bg\u0101 intelekta pielietojam\u012bbas jomu, RPA pak\u0101peniski pievieno automatiz\u0101cijas funkcij\u0101m algoritmu vai m\u0101ksl\u012bg\u0101 intelekta meto\u017eu implement\u0101cijas, kas tiek izmantotas noteiktos kontekstos (piem\u0113ram, uz\u0146\u0113mumu resursu pl\u0101no\u0161an\u0101, gr\u0101matved\u012bb\u0101, cilv\u0113kresursos), lai klasific\u0113tu, atpaz\u012btu, kategoriz\u0113tu utt.&#8221;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tehnolo\u0123ij\u0101m turpinot att\u012bst\u012bties, jauni r\u012bki un iesp\u0113jas pal\u012bdz\u0113s industrijai 4.0 k\u013c\u016bt par m\u0101ksl\u012bg\u0101 intelekta darbin\u0101mu realit\u0101ti.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Hiperautomatizacija\"><\/span><strong>2. Hiperautomatiz\u0101cija<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hiperautomatiz\u0101cija ir dabiska automatiz\u0101cijas evol\u016bcija. Tom\u0113r t\u0101 viet\u0101, lai automatiz\u0113tu konkr\u0113tu uzdevumu vai biznesa procesu, t\u0101 cen\u0161as papla\u0161in\u0101t automatiz\u0101cijas iesp\u0113jas vis\u0101 organiz\u0101cij\u0101. Gal\u012bg\u0101 versija b\u016bs piln\u012bb\u0101 savienots un liel\u0101 m\u0113r\u0101 autonoms uz\u0146\u0113mums, kur\u0101 darba pl\u016bsmas un l\u0113mumi b\u016bs racionaliz\u0113ti, elast\u012bgi un elast\u012bgi.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hiperautomatiz\u0101cija ietver vair\u0101ku tehnolo\u0123iju kombin\u0101ciju. Tas ietver:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RPA<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI  <\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Biznesa procesu automatiz\u0101cija (BPA)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ML<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Inteli\u0123enta dokumentu apstr\u0101de (IDP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Darba pl\u016bsmas or\u0137estr\u0113\u0161ana<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Procesu ieguve<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Dabisk\u0101s valodas apstr\u0101de (NLP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Organiz\u0101cijas digit\u0101lais dv\u012b\u0146nieks (DTO)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Konversat\u012bv\u0101 RPA<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Datorredze RPA<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">K\u0101 min\u0113ts dokument\u0101  <\/span><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2666351121000450#bib20\"><span style=\"font-weight: 400;\">Hiperautomatiz\u0101cija automatiz\u0101cijas uzlabo\u0161anai r\u016bpniec\u012bb\u0101  <\/span><\/a><span style=\"font-weight: 400;\">(Haleem, 2021), &#8220;Izmantojot automatiz\u0101cijas tehnolo\u0123iju kombin\u0101ciju, hiperautomatiz\u0101cija var p\u0101rvar\u0113t da\u017eus ierobe\u017eojumus, kas saist\u012bti ar vienas automatiz\u0101cijas ier\u012bces metodi. Tas \u013cauj uz\u0146\u0113mumiem p\u0101rsniegt katra procesa robe\u017eas un automatiz\u0113t gandr\u012bz jebkuru sare\u017e\u0123\u012btu un m\u0113rogojamu oper\u0101ciju.&#8221;.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Mazaka_palausanas_uz_ekspertiem\"><\/span><strong>3. Maz\u0101ka pa\u013cau\u0161an\u0101s uz ekspertiem<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Programmat\u016bras izstr\u0101des uzplaukums p\u0113d\u0113jos gados ir atkl\u0101jis probl\u0113mu. Lai gan piepras\u012bjums p\u0113c lietotn\u0113m un mobilaj\u0101m tehnolo\u0123ij\u0101m pieauga, pied\u0101v\u0101jums ar to nesp\u0113ja tikt l\u012bdzi. Tr\u016bka programmat\u016bras izstr\u0101d\u0101t\u0101ju, t\u0101p\u0113c daudzas poz\u012bcijas m\u0113ne\u0161iem ilgi palika neaizpild\u012btas.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u0101 k\u0101 kvalific\u0113tus kandid\u0101tus gaida presti\u017eas, se\u0161ciparu darba vietas, var\u0113tu b\u016bt piedodams, ka cilv\u0113ki vienk\u0101r\u0161i p\u0101rkvalific\u0113sies un g\u016bs atalgojumu. Skolas un universit\u0101tes ar\u012b tika r\u016bp\u012bgi p\u0101rbaud\u012btas, vald\u012bb\u0101m nor\u0101dot, ka t\u0101s dara nepietiekami, lai veicin\u0101tu STEM priek\u0161metu apguvi. Tom\u0113r realit\u0101te ir t\u0101da, ka programm\u0113\u0161ana ir sare\u017e\u0123\u012bta. Tikai neliela iedz\u012bvot\u0101ju da\u013ca ir sp\u0113j\u012bga veikt \u0161o darbu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u0101 k\u0101 m\u016bsu pasaule k\u013c\u016bst arvien digit\u0101l\u0101ka, programm\u0113t\u0101ju tr\u016bkums var\u0113tu tikt uzskat\u012bts par br\u012bdin\u0101jumu, ko m\u0113s neesam \u0146\u0113mu\u0161i v\u0113r\u0101. Par laimi, m\u0101ksl\u012bg\u0101 intelekta automatiz\u0101cija var nodro\u0161in\u0101t pretl\u012bdzekli \u0161ai probl\u0113mai.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vado\u0161ajos amatos ir nepiecie\u0161amas gan vad\u012bbas prasmes, gan padzi\u013cin\u0101tas zin\u0101\u0161anas attiec\u012bgaj\u0101 jom\u0101. Las\u012b\u0161ana un m\u0101c\u012b\u0161an\u0101s ir tikai da\u013ca no t\u0101, kas padara vad\u012bt\u0101jus un augst\u0101k\u0101 l\u012bme\u0146a komandas locek\u013cus v\u0113rt\u012bgus organiz\u0101cijai. Tom\u0113r, t\u0101 k\u0101 arvien vair\u0101k nozaru izmanto tehnolo\u0123ijas, \u0161is talantu kopums izs\u012bks.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">M\u0101ksl\u012bg\u0101 intelekta anal\u012btika var izmantot lielus v\u0113sturisko datu apjomus, lai atrastu ieskatu un pamat\u0101 eso\u0161\u0101s sakar\u012bbas un veiktu prognozes. \u0160ie r\u012bki pal\u012bdz\u0113s p\u0101rvar\u0113t pieredzes tr\u016bkumu. Tas var ar\u012b pal\u012bdz\u0113t demokratiz\u0113t p\u0101rdom\u0101tu l\u0113mumu pie\u0146em\u0161anu, kas l\u012bdz \u0161im bija tikai uz\u0146\u0113mumu ar milz\u012bgiem bud\u017eetiem privil\u0113\u0123ija.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lai gan pieredz\u0113ju\u0161i l\u0113mumu pie\u0146\u0113m\u0113ji un strat\u0113\u0123i nekad neizpaliks no modes, hiperautomatiz\u0113ts bizness, ko virza ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s (ML) un datu anal\u012btika, darbosies visu diennakti, pie\u0146emot l\u0113mumus, pamatojoties uz faktoriem, kurus cilv\u0113ks nevar apzin\u0101ti \u0146emt v\u0113r\u0101.<\/span><\/p>\n<p><a href=\"https:\/\/www.mckinsey.com\/capabilities\/mckinsey-digital\/our-insights\/the-economic-potential-of-generative-ai-the-next-productivity-frontier#introduction\"><span style=\"font-weight: 400;\">McKinsey uzskata, ka zin\u0101\u0161anu darba automatiz\u0101cija ir tuvu priek\u0161\u0101.<\/span><\/a><span style=\"font-weight: 400;\">. Ties\u012bbu, ekonomikas, izgl\u012bt\u012bbas, m\u0101kslas un tehnolo\u0123iju jom\u0101 notiks trauc\u0113jumi, kas iepriek\u0161 tika uzskat\u012bti par t\u0101diem, kas apdraud tikai maz\u0101k kvalific\u0113tas darbavietas. Tom\u0113r v\u0113l nav zin\u0101ms, ko tas noz\u012bm\u0113 darbasp\u0113kam kopum\u0101.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Lielaka_valdibas_efektivitate\"><\/span><strong>4. Liel\u0101ka vald\u012bbas efektivit\u0101te<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Vald\u012bbas izdevumi ir m\u016b\u017e\u012bgi str\u012bd\u012bgs jaut\u0101jums. Vis\u0101 pasaul\u0113 demokr\u0101tisk\u0101s administr\u0101cijas ir slavenas ar p\u0101rm\u0113r\u012bgu l\u012bdzek\u013cu iz\u0161\u0137\u0113rd\u0113\u0161anu un nepareiziem t\u0113ri\u0146iem. Par  <\/span><a href=\"https:\/\/www.brookings.edu\/articles\/how-robotic-process-and-intelligent-automation-are-altering-government-performance\/\"><br \/>\n  <span style=\"font-weight: 400;\">slaven\u0101 Bruckinga instit\u016bta p\u0113t\u012bjums<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, ASV vald\u012bbas iest\u0101des izmanto m\u0101ksl\u012bgo intelektu un automatiz\u0113to automatiz\u0113to automatiz\u0101ciju. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Lai paaugstin\u0101tu produktivit\u0101ti un samazin\u0101tu svar\u012bg\u0101ko pakalpojumu izmaksas, m\u0101ksl\u012bgo intelektu un RPA ir izmantoju\u0161as t\u0101das da\u017e\u0101das iest\u0101des k\u0101 P\u0101rtikas un z\u0101\u013cu p\u0101rvalde, Soci\u0101l\u0101s dro\u0161\u012bbas dienests, Aizsardz\u012bbas lo\u0123istikas a\u0123ent\u016bra un Valsts kases departaments. Turkl\u0101t  <\/span><a href=\"https:\/\/www.actiac.org\/documents\/act-iac-white-paper-process-automation-product-survey\"><br \/>\n  <span style=\"font-weight: 400;\">Amerikas Tehnolo\u0123iju padomes un R\u016bpniec\u012bbas konsultat\u012bv\u0101s padomes (ACT-IAC) aptauja. <\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">demonstr\u0113 izmanto\u0161anas gad\u012bjumus no aptuveni desmit vald\u012bbas organiz\u0101cij\u0101m.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Efekt\u012bv\u0101ka un rentabl\u0101ka valsts p\u0101rvalde var\u0113tu rad\u012bt p\u0101rveidojo\u0161u ietekmi uz sabiedr\u012bbu kopum\u0101. Pakalpojumi var\u0113tu k\u013c\u016bt efekt\u012bv\u0101ki un lietder\u012bg\u0101ki, un nodok\u013cus var\u0113tu novirz\u012bt programm\u0101m, kas var\u0113tu main\u012bt miljoniem cilv\u0113ku dz\u012bvi. Tom\u0113r \u0161\u012b pla\u0161\u0101 pie\u0146em\u0161ana uzsver, cik svar\u012bgi ir likvid\u0113t<\/span> <a href=\"https:\/\/hbr.org\/2019\/10\/what-do-we-do-about-the-biases-in-ai\"><br \/>\n  <span style=\"font-weight: 400;\"> m\u0101ksl\u012bg\u0101 intelekta neobjektivit\u0101te,<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> jo \u012bpa\u0161i, ja pasaules valstu vald\u012bbas izmanto \u0161o tehnolo\u0123iju, lai pie\u0146emtu politiskus l\u0113mumus. <\/span> <\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Nobeiguma_domas\"><\/span><strong>Nobeiguma domas<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-56671\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/03\/person-wondering-about-software-testing-1024x683.jpeg\" alt=\"da\u017eu neskaidr\u012bbu noskaidro\u0161ana programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101\" width=\"452\" height=\"301\"><\/p>\n<p><span style=\"font-weight: 400;\">M\u0101ksl\u012bgais intelekts ir b\u016btiski ietekm\u0113jis RPA tehnolo\u0123iju. Agr\u012bnie automatiz\u0101cijas r\u012bki sp\u0113ja veikt daudzus rut\u012bnas un ikdieni\u0161\u0137us uzdevumus darbaviet\u0101. Tom\u0113r, pieaugot kolekt\u012bvai v\u0113lmei p\u0113c automatiz\u0101cijas, RPA sask\u0101r\u0101s ar sav\u0101m iesp\u0113j\u0101m. M\u0101ksl\u012bgais intelekts nojauc \u0161os \u0161\u0137\u0113r\u0161\u013cus.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA un m\u0101ksl\u012bg\u0101 intelekta apvieno\u0161ana papla\u0161ina abu r\u012bku potenci\u0101lu. Uz\u0146\u0113mumi jau g\u016bst labumu no inteli\u0123ent\u0101s automatiz\u0101cijas, piem\u0113ram, uzlabo klientu apkalpo\u0161anu, palielina organiz\u0101cijas efektivit\u0101ti un samazina darb\u012bbas izmaksas. M\u0101ksl\u012bgais intelekts ir papla\u0161in\u0101jis RPA darb\u012bbas jomu t\u0101, ka v\u0113l pirms desmit gadiem tas \u0161\u0137ita maz ticams.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tom\u0113r robotiz\u0113t\u0101s procesu automatiz\u0101cijas un m\u0101ksl\u012bg\u0101 intelekta st\u0101sts \u0161eit nebeidzas. Turpm\u0101ki ieguvumi tiks g\u016bti, p\u0101rejot uz hiperautomatiz\u0101cijas laikmetu. Tas b\u016bs me\u017eon\u012bgs brauciens, t\u0101p\u0113c neatpalieciet.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Robotiz\u0113t\u0101 procesu automatiz\u0101cija ir b\u0113go\u0161s vilciens. Saska\u0146\u0101 ar Deloitte sniegto inform\u0101ciju tehnolo\u0123ija \u013caus sasniegt \u0161\u0101dus rezult\u0101tus. l\u012bdz 2025. gadam gandr\u012bz visp\u0101r\u0113ja ievie\u0161ana. Tom\u0113r tas, ka RPA domin\u0113 biznesa pasaul\u0113, nenoz\u012bm\u0113, ka t\u0101 p\u0101rst\u0101s att\u012bst\u012bties. M\u0113s atrodamies aizraujo\u0161\u0101 tehnolo\u0123isk\u0101 punkt\u0101. M\u0101ksl\u012bg\u0101 intelekta att\u012bst\u012bba p\u0113d\u0113jos gados ir bijusi p\u0101rsteidzo\u0161a. ChatGPT un citi \u0123enerat\u012bv\u0101 m\u0101ksl\u012bg\u0101 intelekta veidi ir [&hellip;]<\/p>\n","protected":false},"author":14624,"featured_media":65222,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"M\u0101ksl\u012bgais intelekts robotiz\u0113t\u0101 procesu automatiz\u0101cij\u0101 - m\u0101ksl\u012bg\u0101 intelekta un RPA konver\u0123ence","_seopress_titles_desc":"No RPA veidiem un t\u0101s ierobe\u017eojumiem l\u012bdz pa\u0161reiz\u0113jai m\u0101ksl\u012bg\u0101 intelekta palielin\u0101\u0161anas ietekmei robotiz\u0113taj\u0101 procesu automatiz\u0101cij\u0101, uzziniet visu, kas j\u0101zina par m\u0101ksl\u012bgo intelektu RPA!","_seopress_robots_index":"","_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","content-type":"","footnotes":"","beyondwords_generate_audio":"","beyondwords_integration_method":"","beyondwords_project_id":"","beyondwords_content_id":"","beyondwords_preview_token":"","beyondwords_player_content":"","beyondwords_player_style":"","beyondwords_language_code":"","beyondwords_language_id":"","beyondwords_title_voice_id":"","beyondwords_body_voice_id":"","beyondwords_summary_voice_id":"","beyondwords_error_message":"","beyondwords_disabled":"","beyondwords_delete_content":"","beyondwords_podcast_id":"","beyondwords_hash":"","publish_post_to_speechkit":"","speechkit_hash":"","speechkit_generate_audio":"","speechkit_project_id":"","speechkit_podcast_id":"","speechkit_error_message":"","speechkit_disabled":"","speechkit_access_key":"","speechkit_error":"","speechkit_info":"","speechkit_response":"","speechkit_retries":"","speechkit_status":"","speechkit_updated_at":"","_speechkit_link":"","_speechkit_text":""},"categories":[477],"tags":[],"class_list":["post-65360","post","type-post","status-publish","format-standard","has-post-thumbnail","category-ai-lv"],"acf":{"short_name":"M\u0101ksl\u012bg\u0101 intelekta ietekme uz RPA"},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/posts\/65360","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/users\/14624"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/comments?post=65360"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/posts\/65360\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/media\/65222"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/media?parent=65360"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/categories?post=65360"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/tags?post=65360"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}