{"id":69178,"date":"2023-10-01T10:33:07","date_gmt":"2023-10-01T10:33:07","guid":{"rendered":"https:\/\/www.zaptest.com\/programmaturas-automatizacijas-atra-inzenierija"},"modified":"2023-10-09T19:27:13","modified_gmt":"2023-10-09T19:27:13","slug":"programmaturas-automatizacijas-atra-inzenierija","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/lv\/programmaturas-automatizacijas-atra-inzenierija","title":{"rendered":"Programmat\u016bras automatiz\u0101cijas \u0101tr\u0101 in\u017eenierija"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">ChatGPT, Bard un citi paz\u012bstami lielie valodas mode\u013ci (LLM) p\u0113d\u0113j\u0101 gada laik\u0101 ir domin\u0113ju\u0161i m\u016bsu zi\u0146u pl\u016bsm\u0101s. Un tas ir pareizi. \u0160\u012bs aizraujo\u0161\u0101s tehnolo\u0123ijas sniedz ieskatu m\u0101ksl\u012bg\u0101 intelekta n\u0101kotn\u0113, t\u0101 jaud\u0101 un iesp\u0113j\u0101s.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lai gan sabiedr\u012bb\u0101 liela uzman\u012bba tiek piev\u0113rsta teksta, att\u0113lu un video izveidei, \u0161os r\u012bkus var izmantot ar\u012b daudz\u0101s cit\u0101s jom\u0101s, piem\u0113ram, programmat\u016bras automatiz\u0101cij\u0101.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0160aj\u0101 rakst\u0101 tiks padzi\u013cin\u0101ti apl\u016bkots, k\u0101 \u0101tr\u0101 in\u017eenierija var pal\u012bdz\u0113t mums ar programmat\u016bras automatiz\u0101ciju. Tom\u0113r vispirms mums b\u016btu j\u0101p\u0101rbauda pati \u0101tr\u0101s in\u017eenierijas sist\u0113ma.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 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\/programmaturas-automatizacijas-atra-inzenierija\/#Kas_ir_atra_inzenierija\" >Kas ir \u0101tr\u0101 in\u017eenierija?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.zaptest.com\/lv\/programmaturas-automatizacijas-atra-inzenierija\/#Ka_var_palidzet_tuliteja_inzeniertehniska_palidziba\" >K\u0101 var pal\u012bdz\u0113t t\u016bl\u012bt\u0113ja in\u017eeniertehnisk\u0101 pal\u012bdz\u012bba<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.zaptest.com\/lv\/programmaturas-automatizacijas-atra-inzenierija\/#ar_programmaturas_automatizaciju\" >ar programmat\u016bras automatiz\u0101ciju?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.zaptest.com\/lv\/programmaturas-automatizacijas-atra-inzenierija\/#1_Koda_generesana\" >#1. Koda \u0123ener\u0113\u0161ana<\/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\/programmaturas-automatizacijas-atra-inzenierija\/#2_Nestrukturetu_datu_konvertesana\" >#2. Nestruktur\u0113tu datu konvert\u0113\u0161ana<\/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\/programmaturas-automatizacijas-atra-inzenierija\/#3_Testesanas_automatizacija\" >#3. Test\u0113\u0161anas automatiz\u0101cija<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.zaptest.com\/lv\/programmaturas-automatizacijas-atra-inzenierija\/#Nobeiguma_domas\" >Nobeiguma domas<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Kas_ir_atra_inzenierija\"><\/span><strong>Kas ir \u0101tr\u0101 in\u017eenierija?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Lieli valodas mode\u013ci, piem\u0113ram, ChatGPT, rada rezult\u0101tus, pamatojoties uz m\u016bsu sniegtajiem ieteikumiem vai teikumiem. Tom\u0113r rezult\u0101ti iev\u0113rojami at\u0161\u0137iras atkar\u012bb\u0101 no izmantotajiem v\u0101rdiem vai nor\u0101d\u012bjumiem. Ja m\u0113s ievad\u0101m neskaidrus un neprec\u012bzus nor\u0101d\u012bjumus, rezult\u0101ts var neb\u016bt prec\u012bzs.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ar &#8220;Prompt engineering&#8221; apz\u012bm\u0113 p\u0101rdom\u0101tu ievades datu izstr\u0101di, kas pal\u012bdz no \u0161\u012bm aizraujo\u0161aj\u0101m m\u0101ksl\u012bg\u0101 intelekta sist\u0113m\u0101m ieg\u016bt prec\u012bz\u0101ku, prec\u012bz\u0101ku un galu gal\u0101 lietojamu saturu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lielo valodas mode\u013cu (LLM) sist\u0113mas izmanto dabisk\u0101s valodas apstr\u0101di (NLP), lai interpret\u0113tu m\u016bsu sniegtos pazi\u0146ojumus. Ma\u0161\u012bnas \u0161os jaut\u0101jumus vai nor\u0101d\u012bjumus (t. i., pamudin\u0101jumus) p\u0101rv\u0113r\u0161 kodos un apstr\u0101d\u0101 tos savos milz\u012bgajos datu kr\u0101tuv\u0113s, lai rad\u012btu saturu m\u016bsu nor\u0101d\u012btaj\u0101 form\u0101t\u0101 (t. i., tekstu, att\u0113lus, kodu).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">ChatGPT tika apm\u0101c\u012bts vair\u0101k nek\u0101<\/span><a href=\"https:\/\/www.sciencefocus.com\/future-technology\/gpt-3\"><br \/>\n  <span style=\"font-weight: 400;\"> 570 GB datu<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">. M\u0101c\u012bbu materi\u0101lus veido gr\u0101matas, raksti, t\u012bmek\u013ca teksti utt. Citiem v\u0101rdiem sakot, \u0161aj\u0101s datu kop\u0101s ir neiedom\u0101jami daudz zin\u0101\u0161anu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lai gan m\u0113s varam saprast \u0161o procesu, liela da\u013ca no t\u0101, kas notiek zem \u0161o sist\u0113mu p\u0101rsega, notiek \u0101rpus m\u016bsu redzesloka. Protams, m\u0113s kontrol\u0113jam ieejas un izejas datus un apm\u0101c\u0101m sist\u0113mu, ta\u010du tas, k\u0101 tie\u0161i \u0161ie algoritmi darbojas un pie\u0146em l\u0113mumus, joproj\u0101m ir nosl\u0113pums. \u0145ujorkas Universit\u0101tes m\u0101ksl\u012bg\u0101 intelekta profesors Sems Bovmens (Sam Bowman) saka,<\/span><a href=\"https:\/\/www.vox.com\/unexplainable\/2023\/7\/15\/23793840\/chat-gpt-ai-science-mystery-unexplainable-podcast\"><span style=\"font-weight: 400;\">  &#8220;M\u0113s to uzb\u016bv\u0113j\u0101m, m\u0113s to apm\u0101c\u012bj\u0101m, bet nezin\u0101m, ko tas dara.&#8221;<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">\u0100tr\u0101 in\u017eenierija pal\u012bdz mums p\u0101rvald\u012bt \u0161o haosu, izmantojot rezult\u0101tus, kas nodro\u0161ina paredzamus un izmantojamus rezult\u0101tus. T\u0101s pied\u0101v\u0101 mums iesp\u0113ju atkl\u0101t milz\u012bgo zin\u0101\u0161anu apjomu, kas ir \u0161aj\u0101s lietojumprogramm\u0101s.  <\/span><a href=\"https:\/\/tech.eu\/2023\/06\/09\/the-hot-new-job-that-pays-six-figures-ai-prompt-engineering\/#:~:text=The%20World%20Economic%20Forum%20(WEF,those%20roles%20is%20prompt%20engineering.\"><br \/>\n  <span style=\"font-weight: 400;\">\u0160\u012b discipl\u012bna k\u013c\u016bst par jaunu karjeras virzienu<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, kur visur tiek organiz\u0113ti kursi, jo uz\u0146\u0113mumi cen\u0161as noskaidrot, k\u0101 vi\u0146i var izmantot \u0161o sp\u0113c\u012bgo tehnolo\u0123iju. <\/span> <\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Ka_var_palidzet_tuliteja_inzeniertehniska_palidziba\"><\/span><strong>K\u0101 var pal\u012bdz\u0113t t\u016bl\u012bt\u0113ja in\u017eeniertehnisk\u0101 pal\u012bdz\u012bba  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"ar_programmaturas_automatizaciju\"><\/span><strong>ar programmat\u016bras automatiz\u0101ciju?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"0e0d0d\" data-has-transparency=\"false\" style=\"--dominant-color: #0e0d0d;\" decoding=\"async\" class=\"aligncenter wp-image-68719 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1024x683.webp\" alt=\"chatcpg izmanto\u0161ana da\u017e\u0101diem programmat\u016bras automatiz\u0101cijas un rpa uzdevumiem.\" width=\"518\" height=\"345\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-1280x853.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-480x320.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/10\/utilizing-chatcpg-for-various-software-automation-and-rpa-tasks-jpeg.webp 1920w\" sizes=\"(max-width: 518px) 100vw, 518px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Programmat\u016bras automatiz\u0101cijai un LLM ir daudz kop\u012bga. Abi \u0161ie uz\u0146\u0113mumi pied\u0101v\u0101 ieskatu n\u0101kotn\u0113, kur\u0101 ma\u0161\u012bnas papildin\u0101s cilv\u0113ku rado\u0161umu, lai rad\u012btu \u0101tr\u0101kas un produkt\u012bv\u0101kas darbavietas.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ir vair\u0101kas aizraujo\u0161as jomas, kur\u0101s abas \u0161\u012bs tehnolo\u0123ijas var sapl\u016bst. \u0160eit ir tr\u012bs veidi, k\u0101 programmat\u016bras automatiz\u0101cij\u0101 varam izmantot t\u016bl\u012bt\u0113ju in\u017eenieriju.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"1_Koda_generesana\"><\/span><strong>#1. Koda \u0123ener\u0113\u0161ana<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img data-dominant-color=\"606060\" data-has-transparency=\"false\" style=\"--dominant-color: #606060;\" decoding=\"async\" class=\"aligncenter wp-image-67409 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/tcoe-2-683x1024.webp\" alt=\"koda \u0123ener\u0113\u0161ana ar t\u016bl\u012bt\u0113ju in\u017eenieriju test\u0113\u0161anas automatiz\u0101cij\u0101.\" width=\"312\" height=\"468\"><\/p>\n<p><span style=\"font-weight: 400;\">Koda rakst\u012b\u0161ana ir viens no daudzsolo\u0161\u0101kajiem lielo valodas mode\u013cu lietojumiem. M\u0101ksl\u012bg\u0101 intelekta LLM ir tikai s\u0101kumstadij\u0101. Turpm\u0101kajos gados \u0161ai tehnolo\u0123ijai vajadz\u0113tu uzlaboties, jo tiks palielin\u0101ti gan skait\u013co\u0161anas, gan apm\u0101c\u012bbas resursi.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ilgtermi\u0146\u0101 \u0161ie sasniegumi var\u0113tu \u013caut m\u0101ksl\u012bgajam intelektam rakst\u012bt veselas programmas ar ierobe\u017eotu cilv\u0113ka iejauk\u0161anos vai bez t\u0101s. Tom\u0113r pagaid\u0101m LLM ir da\u017ei ierobe\u017eojumi. LLM kod\u0113\u0161anas izejas kvalit\u0101te galvenok\u0101rt ir atkar\u012bga no ievades kvalit\u0101tes. K\u0101 m\u0113dz teikt, atkritumi iek\u0161\u0101, atkritumi \u0101r\u0101.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Protams, ne tikai efekt\u012bva \u0101tr\u0101s rea\u0123\u0113\u0161anas in\u017eenierija ir \u0161\u0137\u0113rslis, kas kav\u0113 ce\u013cu.  <\/span><span style=\"font-weight: 400;\">K\u0101 ierosin\u0101ts  <\/span><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10339472\/\"><span style=\"font-weight: 400;\">ChatGPT un lieli valodas mode\u013ci akad\u0113miskaj\u0101 vid\u0113: Iesp\u0113jas un izaicin\u0101jumi<\/span><\/a><span style=\"font-weight: 400;\">  (Meyer, 2023): &#8220;Pa\u0161laik ChatGPT ir veiksm\u012bg\u0101ks, prec\u012bzi rakstot maz\u0101kus koda blokus, bet t\u0101 uzticam\u012bba, rakstot liel\u0101kas\/sare\u017e\u0123\u012bt\u0101kas programmas (piem\u0113ram, programmat\u016bras paketi), ir ap\u0161aub\u0101ma.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Turkl\u0101t nesen \u017eurn\u0101l\u0101 Nature public\u0113taj\u0101 rakst\u0101 da\u017ei datorzin\u0101tnieki br\u012bdin\u0101ja, ka kodu \u0123ener\u0113\u0161anai, izmantojot LLM, b\u016btu j\u0101pieiet piesardz\u012bgi. V\u0113l viens laikmet\u012bgs dokuments,  <\/span><a href=\"https:\/\/arxiv.org\/abs\/2303.11455\"><br \/>\n  <span style=\"font-weight: 400;\">Lieli valodas mode\u013ci un vienk\u0101r\u0161as, mu\u013c\u0137\u012bgas k\u013c\u016bdas <\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">(Jesse, 2023) demonstr\u0113ja, k\u0101 popul\u0101rais LLM, Codex, ko izmanto ra\u017eot\u0101js Copilot, rada &#8220;zin\u0101mus, burtiski pareizus SStuB, kas ir 2 reizes bie\u017e\u0101k nek\u0101 zin\u0101ms, burtiski pareizs kods&#8221;. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Lai gan \u0161\u012bs probl\u0113mas nevar ignor\u0113t, joproj\u0101m ir daudz pamatota satraukuma par to, k\u0101 \u0161\u012bs programmas var pal\u012bdz\u0113t demokratiz\u0113t programmat\u016bras izstr\u0101di, atbalstot gan tehnisk\u0101s, gan netehnisk\u0101s komandas.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Iesp\u0113jams, visiespaid\u012bg\u0101kais ir tas, ka t\u0101di r\u012bki k\u0101 ChatGPT sp\u0113j \u013coti \u0101tri rad\u012bt funkcion\u0101lu kodu. Izmantojot pareizo pal\u012bgr\u012bku, in\u017eenieri var samazin\u0101t laiku, kas nepiecie\u0161ams, lai programm\u0113tu noteikta veida kodu, t\u0101d\u0113j\u0101di nodro\u0161inot \u0101tr\u0101ku programmat\u016bras izstr\u0101des dz\u012bves ciklu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">2022. gada beig\u0101s popul\u0101rais programm\u0113\u0161anas centrs <\/span><a href=\"https:\/\/www.theverge.com\/2022\/12\/5\/23493932\/chatgpt-ai-generated-answers-temporarily-banned-stack-overflow-llms-dangers\"><br \/>\n  <span style=\"font-weight: 400;\">Stack Overflow aizliedza m\u0101ksl\u012bg\u0101 intelekta rad\u012btu <\/span><br \/>\n<\/a> <span style=\"font-weight: 400;\">atbildes t\u0101s forum\u0101. Vi\u0146i nor\u0101d\u012bja uz lielo k\u013c\u016bdu \u012bpatsvaru un neprecizit\u0101t\u0113m, kas saist\u012btas ar \u0161o lietojumprogrammu. Tom\u0113r \u0161\u012b tehnolo\u0123ija v\u0113l ir tikai att\u012bst\u012bbas stadij\u0101, turkl\u0101t neapmierin\u0101t\u012bba ar m\u0101ksl\u012bg\u0101 intelekta rad\u012btajiem rezult\u0101tiem ir saist\u012bta gan ar sliktu t\u016bl\u012bt\u0113ju izstr\u0101di, gan ar pa\u0161u tehnolo\u0123iju.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Neraugoties uz ba\u017e\u0101m par tehnolo\u0123iju, a <\/span><a href=\"https:\/\/www.mckinsey.com\/featured-insights\/mckinsey-explainers\/what-is-prompt-engineering\"><br \/>\n  <span style=\"font-weight: 400;\">McKinsey nesen public\u0113taj\u0101 darb\u0101<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  uzsver, k\u0101du ietekmi programm\u0113\u0161anas pasaul\u0113 jau tagad atst\u0101j t\u016bl\u012bt\u0113j\u0101 in\u017eenierija. Konsult\u0101ciju uz\u0146\u0113muma  <\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/quantumblack\/our-insights\/the-state-of-ai-in-2023-generative-ais-breakout-year\"><span style=\"font-weight: 400;\">M\u0101ksl\u012bg\u0101 intelekta st\u0101voklis 2023. gad\u0101: \u0122enerat\u012bv\u0101 m\u0101ksl\u012bg\u0101 intelekta izr\u0101viena gads<\/span><\/a><span style=\"font-weight: 400;\">  dal\u012bj\u0101s ar div\u0101m interesant\u0101m tendenc\u0113m. Pirmk\u0101rt, 7 % organiz\u0101ciju, kas ir ieguld\u012bju\u0161as m\u0101ksl\u012bg\u0101 intelekta att\u012bst\u012bb\u0101, nodarbina \u0101tros in\u017eenierus. Otrk\u0101rt, uz\u0146\u0113mumi, kas izmanto m\u0101ksl\u012bgo intelektu, ir samazin\u0101ju\u0161i ar m\u0101ksl\u012bgo intelektu saist\u012bto programmat\u016bras in\u017eenieru amatu skaitu no 38% l\u012bdz 28%.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Viens no veidiem, k\u0101 interpret\u0113t \u0161\u012bs tendences, ir t\u0101ds, ka uz\u0146\u0113mumi ir apmierin\u0101ti ar \u0161o iestat\u012bjumu un ir gatavi nodot programmat\u016bras automatiz\u0101ciju sav\u0101m iek\u0101rt\u0101m. Lai gan \u0161ie skait\u013ci var\u0113tu p\u0101rsteigt eso\u0161os in\u017eenierus, McKinsey aptauja liecina, ka &#8220;tikai 8 procenti no tiem apgalvo, ka vi\u0146u darbinieku skaits samazin\u0101sies vair\u0101k nek\u0101 par piektda\u013cu&#8221;. Kopum\u0101 in\u017eenieriem, visticam\u0101k, b\u016bs j\u0101p\u0101rkvalific\u0113jas, lai izmantotu m\u0101ksl\u012bg\u0101 intelekta rad\u012bt\u0101s programmat\u016bras automatiz\u0101cijas tendenci.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Viens no ac\u012bmredzamiem m\u0101ksl\u012bg\u0101 intelekta rad\u012btas programmat\u016bras automatiz\u0101cijas lietojumiem ir automatiz\u0101cijas robotu izveide. Tom\u0113r, lai gan, pateicoties savam uzsvaram uz sarun\u0101m, \u0101tr\u0101 in\u017eenierija ir \u0161\u0137ietami lietot\u0101jam draudz\u012bga saskarne, v\u0113l nav skaidrs, vai t\u0101 sp\u0113s aizst\u0101t eso\u0161os risin\u0101jumus.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Daudz\u0113j\u0101d\u0101 zi\u0146\u0101 t\u0101da programmat\u016bra k\u0101 <a href=\"https:\/\/www.zaptest.com\/\">ZAPTEST<\/a> jau ir demokratiz\u0113jusi programmat\u016bras automatiz\u0101cijas tirgu. Tagad ir pieejami nekod\u0113\u0161anas r\u012bki, kas \u013cauj komand\u0101m, kuras nav tehniskas personas, izveidot<a href=\"https:\/\/www.zaptest.com\/rpa\"> augstas kvalit\u0101tes RPA<\/a> robotus. Lai gan ar t\u0101du programmat\u016bru k\u0101 ChatGPT var izveidot robotus, to ievie\u0161ana un uztur\u0113\u0161ana var izr\u0101d\u012bties sare\u017e\u0123\u012bta ikvienam, kur\u0161 nav programmat\u016bras in\u017eenieris, un pat tiem, kuri ir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cilv\u0113ka un datora mijiedarb\u012bbas ierakst\u012b\u0161ana no j\u016bsu grafisk\u0101s saskarnes un \u0161o kust\u012bbu p\u0101rv\u0113r\u0161ana kod\u0101 ir daudz draudz\u012bg\u0101ka lietot\u0101jam nek\u0101 uzved\u0146u izmanto\u0161ana. \u0145emot v\u0113r\u0101 LLM potenci\u0101lu rad\u012bt nestabilu un k\u013c\u016bdu pilnu kodu, var apgalvot, ka RPA programmat\u016bra tuv\u0101kaj\u0101 n\u0101kotn\u0113 nekur nepazud\u012bs.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"2_Nestrukturetu_datu_konvertesana\"><\/span><strong>#2. Nestruktur\u0113tu datu konvert\u0113\u0161ana<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-56614\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/03\/checklist-uat-1024x683.jpeg\" alt=\"kontrolsaraksts uat, t\u012bmek\u013ca lietojumprogrammu test\u0113\u0161anas r\u012bki, automatiz\u0101cija un vair\u0101k\" width=\"572\" height=\"381\"><\/p>\n<p><span style=\"font-weight: 400;\">Nestrukturiz\u0113ti dati nav <a href=\"https:\/\/www.zaptest.com\/a-complete-guide-to-robotic-process-automation-rpa\">robotu procesu automatiz\u0101cijas<\/a>stipr\u0101 puse. Tehnolo\u0123ijas nebija paredz\u0113tas t\u0101du lietu apstr\u0101dei k\u0101 e-pasti, att\u0113li, audio un citas. RPA r\u012bkiem ir nepiecie\u0161ami iepriek\u0161 defin\u0113ti datu mode\u013ci ar organiz\u0113t\u0101m strukt\u016br\u0101m.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Liela da\u013ca nestruktur\u0113tu datu ir saist\u012bti ar dabisk\u0101s valodas tekstu. Tiek veidoti lieli valodas mode\u013ci, lai &#8220;saprastu&#8221; \u0161o inform\u0101ciju un ieg\u016btu no t\u0101s semantisko noz\u012bmi. T\u0101d\u0113j\u0101di tas rada iev\u0113rojamas iesp\u0113jas komand\u0101m, kas v\u0113las interpret\u0113t \u0161os tekstus un p\u0101rv\u0113rst tos form\u0101t\u0101, kas ir pie\u0146emams RPA r\u012bkiem.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Daudzas komandas jau gadiem ilgi izmanto dabisk\u0101s valodas apstr\u0101di (NLP), lai pal\u012bdz\u0113tu veikt noska\u0146ojuma anal\u012bzi. \u0160is process, ko d\u0113v\u0113 ar\u012b par viedok\u013cu izp\u0113ti, pal\u012bdz organiz\u0101cij\u0101m sekot l\u012bdzi pat\u0113r\u0113t\u0101ju j\u016bt\u0101m un attieksmei pret z\u012bmoliem. Vairum\u0101 gad\u012bjumu \u0161ie r\u012bki tiek izmantoti, lai tekst\u0101 noteiktu pozit\u012bvus, negat\u012bvus un neitr\u0101lus noska\u0146ojumus. Tom\u0113r \u0161\u012b tehnolo\u0123ija sp\u0113j noteikt ar\u012b daudz detaliz\u0113t\u0101kas emocijas.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lai gan tirg\u016b ir vair\u0101ki r\u012bki, kas pied\u0101v\u0101 \u0161\u0101du funkcionalit\u0101ti, LLM pied\u0101v\u0101 iesp\u0113ju izmantot to daudzpus\u012bg\u0101k, ne tikai lai saprastu, k\u0101 cilv\u0113ki j\u016btas par produktu vai pakalpojumu. Piem\u0113ram, p\u0113d\u0113jos gados ir strauji pieaugusi datu anal\u012btikas popularit\u0101te. Lielie dati sniedz uz\u0146\u0113mumiem priek\u0161roc\u012bbas, \u013caujot tiem g\u016bt ieskatu un izpratni, kas pal\u012bdz pie\u0146emt uz datiem balst\u012btus l\u0113mumus.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Robotiz\u0113to procesu automatiz\u0101cijas r\u012bki var pal\u012bdz\u0113t apkopot datus. Tom\u0113r, k\u0101 jau min\u0113j\u0101m iepriek\u0161, vi\u0146iem ir gr\u016bt\u012bbas ar noteikta veida inform\u0101ciju. Tom\u0113r, apvienojum\u0101 ar m\u0101ksl\u012bg\u0101 intelekta r\u012bkiem, kas izmanto lielos valodas mode\u013cus, RPA var apkopot lielu datu apjomu un izmantot to, lai \u0123ener\u0113tu inform\u0101ciju, kas nepiecie\u0161ama biznesa inteli\u0123ences (BI) r\u012bkiem.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Viens no aizraujo\u0161\u0101kajiem \u0123enerat\u012bv\u0101 m\u0101ksl\u012bg\u0101 intelekta aspektiem ir t\u0101 sp\u0113ja veidot datu ievades j\u0113gu. Izmantojot pareizo t\u016bl\u012bt\u0113jo in\u017eenierijas metodi, komandas var p\u0101rv\u0113rst \u0161os datus form\u0101t\u0101, kas ir piem\u0113rots RPA r\u012bkiem.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA var pal\u012bdz\u0113t padar\u012bt efekt\u012bv\u0101kas lielo datu darba pl\u016bsmas. Vispirms varat to izmantot, lai pal\u012bdz\u0113tu gan ievad\u012bt, gan ieg\u016bt datus. Tom\u0113r, iesp\u0113jams, v\u0113rt\u012bg\u0101kie un intri\u0123\u0113jo\u0161\u0101kie izmanto\u0161anas gad\u012bjumi ir saist\u012bti ar RPA r\u012bku izmanto\u0161anu datu p\u0101rveido\u0161anai, t\u012br\u012b\u0161anai un iel\u0101dei vai datu migr\u0101cijas \u0101trai, efekt\u012bvai un prec\u012bzai veik\u0161anai.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u0113l viens svar\u012bgs aspekts ir datu p\u0101rvald\u012bba. Datu piepras\u012bjumu automatiz\u0113\u0161ana pal\u012bdz organiz\u0101cij\u0101m saglab\u0101t atbilst\u012bbu un pasarg\u0101 datus no manu\u0101li str\u0101d\u0101jo\u0161o redzesloka.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_Testesanas_automatizacija\"><\/span><strong>#3. Test\u0113\u0161anas automatiz\u0101cija<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img alt=\"Top 30 Most Popular RPA (robotic process automation) Tools &amp; Software\" alt=\"Top 30 Most Popular RPA (robotic process automation) Tools &amp; Software\" decoding=\"async\" class=\"aligncenter size-large wp-image-51170\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/01\/zaptest-1-1024x512.gif\" alt=\"\" width=\"1024\" height=\"512\"><\/p>\n<p><span style=\"font-weight: 400;\">Programmat\u016bras izstr\u0101des aprind\u0101s <a href=\"https:\/\/www.zaptest.com\/a-complete-guide-to-software-testing-automation\">test\u0113\u0161anas automatiz\u0101cija<\/a> ir k\u013cuvusi popul\u0101ra, jo t\u0101 nodro\u0161ina \u0101tr\u0101ku programmat\u016bras p\u0101rbaudes veidu. Test\u0113\u0161ana un kvalit\u0101tes nodro\u0161in\u0101\u0161ana tradicion\u0101li ir biju\u0161i d\u0101rgi un laikietilp\u012bgi procesi; test\u0113\u0161anas automatiz\u0101cija pied\u0101v\u0101 risin\u0101jumu ab\u0101m \u0161\u012bm probl\u0113m\u0101m.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Viena no pirmaj\u0101m liet\u0101m, ko var izdar\u012bt \u0101tr\u0101 in\u017eenierija, ir uzlabot testa gad\u012bjumu kvalit\u0101ti. Izmantojot pareizos nor\u0101d\u012bjumus, \u0161\u012bs iek\u0101rtas var analiz\u0113t test\u0113\u0161anas gad\u012bjumus un identific\u0113t probl\u0113mas un to nov\u0113r\u0161anas l\u012bdzek\u013cus. \u0160is process var papla\u0161in\u0101t testa gad\u012bjumu darb\u012bbas jomu un rad\u012bt visaptvero\u0161\u0101kus testus.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Piem\u0113ram, lielam valodas mode\u013ca kodam varat ievad\u012bt kodu l\u012bdz\u012bgi k\u0101 cilv\u0113kam, kas veic p\u0101rskat\u012b\u0161anu. \u0160\u012bs iek\u0101rtas var \u0101tri p\u0101rbaud\u012bt kodu un paman\u012bt k\u013c\u016bdas, k\u013c\u016bdas un pat noteikt veiktsp\u0113jas probl\u0113mas. Iesp\u0113jams, v\u0113l intri\u0123\u0113jo\u0161\u0101k ir tas, ka LLM pied\u0101v\u0101 ar\u012b iesp\u0113ju pabeigt testa gad\u012bjumu kodu no vienk\u0101r\u0161iem fragmentiem, t\u0101d\u0113j\u0101di pa\u0101trinot testa gad\u012bjumu izveidi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Prompt engineering m\u0113r\u0137is ir risin\u0101t daudzas no probl\u0113m\u0101m, kas ir veicin\u0101ju\u0161as <a href=\"https:\/\/www.zaptest.com\/what-is-agile-testing-process-life-cycle-methods-implementation\">Agile\/DevOps<\/a> pieejas ra\u0161anos programmat\u016bras izstr\u0101d\u0113. In\u017eenieri v\u0113las efekt\u012bvus, viegli atk\u0101rtojamus testus, kas \u013cauj atkl\u0101t probl\u0113mas pirms lietojumprogrammu izvieto\u0161anas. Ideja ir t\u0101da, ka, atbr\u012bvojot laiku, programmat\u016bras izstr\u0101d\u0101t\u0101ji var koncentr\u0113ties uz rado\u0161\u0101kiem un uz v\u0113rt\u012bbu orient\u0113tiem uzdevumiem.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">K\u0101 izkl\u0101st\u012bts klasiskaj\u0101 dokument\u0101, <\/span><a href=\"https:\/\/www.researchgate.net\/publication\/254034665_Technical_Debt_in_Test_Automation\"><br \/>\n  <span style=\"font-weight: 400;\">Tehniskais par\u0101ds test\u0113\u0161anas automatiz\u0101cij\u0101<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  (K. Wiklund, 2012), programmat\u016bras izstr\u0101des komandas var saskarties ar probl\u0113m\u0101m, ja t\u0101s p\u0101r\u0101k daudz laika t\u0113r\u0113 manu\u0101lai programmat\u016bras test\u0113\u0161anai un verifik\u0101cijai. \u0160o pal\u0113nin\u0101\u0161anos var veicin\u0101t test\u0113\u0161anas automatiz\u0101cijas risin\u0101jumu s\u0101kotn\u0113j\u0101s izmaksas, automatiz\u0101cijas pieredzes tr\u016bkums un pat v\u0113lme izmantot vec\u0101kas metodes.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Viens no interesant\u0101kajiem Agile programmat\u016bras izstr\u0101des aspektiem ir saist\u012bts ar <\/span><a href=\"https:\/\/scaledagileframework.com\/behavior-driven-development\/\"><br \/>\n  <span style=\"font-weight: 400;\">uz uzved\u012bbu orient\u0113tu izstr\u0101di (Behavior-Driven Development &#8211; BDD).<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  \u0160is j\u0113dziens attiecas uz programmat\u016bras izstr\u0101di, \u0146emot v\u0113r\u0101 paredzamo lietot\u0101ja uzved\u012bbu. Lai gan \u0161\u0101das pieejas ievie\u0161ana var ietaup\u012bt laiku, daudzas komandas saskaras ar gr\u016bt\u012bb\u0101m, lai \u012bstenotu \u0161o automatiz\u0101ciju. Tom\u0113r LLM var pied\u0101v\u0101t risin\u0101jumu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Da\u017ei no visbie\u017e\u0101k sastopamajiem tehnisk\u0101 par\u0101da simptomiem ir slikta dokument\u0101cija un nepietiekami r\u016bp\u012bga test\u0113\u0161ana. \u0160\u012bs ir probl\u0113mas, kuras m\u016bsdien\u0101s var pal\u012bdz\u0113t atrisin\u0101t LLM. Tom\u0113r citi iev\u0113rojami simptomi, piem\u0113ram, refaktoriz\u0101cija, ir p\u0101r\u0101k sare\u017e\u0123\u012bti pa\u0161reiz\u0113jam \u0123enerat\u012bvajam m\u0101ksl\u012bgajam intelektam un var nenodro\u0161in\u0101t laika ietaup\u012bjumu.<\/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-59582\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/img80.png\" alt=\"alfa test\u0113\u0161ana pret beta test\u0113\u0161anu\" width=\"107\" height=\"179\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/img80.png 479w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/05\/img80-180x300.png 180w\" sizes=\"(max-width: 107px) 100vw, 107px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u0122enerat\u012bv\u0101 m\u0101ksl\u012bg\u0101 intelekta lietojumiem ir milz\u012bgs potenci\u0101ls. Tom\u0113r lietot\u0101jam draudz\u012bg\u0101, sarunvalodas saskarne var b\u016bt maldino\u0161a. Daudzi cilv\u0113ki uzskata, ka ir vienk\u0101r\u0161i rad\u012bt kvalitat\u012bvu produkciju no \u0161\u012bm iek\u0101rt\u0101m. Tom\u0113r izcila \u0101tr\u0101s rea\u0123\u0113\u0161anas in\u017eenierija ir sare\u017e\u0123\u012bt\u0101ka, nek\u0101 j\u016bs var\u0113tu gaid\u012bt.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Efekt\u012bvai t\u016bl\u012bt\u0113jai in\u017eenierijai ir nepiecie\u0161ams daudz izm\u0113\u0123in\u0101jumu un k\u013c\u016bdu. In\u017eenierim ir ar\u012b daudz j\u0101dom\u0101, lai nodro\u0161in\u0101tu, ka atbildes ir noder\u012bgas. Visbeidzot, darba p\u0101rbaude un atk\u0101rtota p\u0101rbaude ir svar\u012bga, \u0146emot v\u0113r\u0101 pla\u0161i izzi\u0146oto k\u013c\u016bdu iesp\u0113jam\u012bbu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lai gan \u0101tr\u0101s in\u017eenierijas darbavietu skaits, iesp\u0113jams, pieaug, ne visi ir p\u0101rliecin\u0101ti par to. Oguz A. Acar Harvard Business Review raksta aizraujo\u0161u argumentu, ka  <\/span><a href=\"https:\/\/hbr.org\/2023\/06\/ai-prompt-engineering-isnt-the-future\"><span style=\"font-weight: 400;\">&#8220;n\u0101kamo paaud\u017eu m\u0101ksl\u012bg\u0101 intelekta sist\u0113mas k\u013c\u016bs intuit\u012bv\u0101kas un prasm\u012bg\u0101k saprat\u012bs dabisko valodu, t\u0101d\u0113j\u0101di samazinot nepiecie\u0161am\u012bbu p\u0113c r\u016bp\u012bgi izstr\u0101d\u0101tiem ieteikumiem.&#8221;<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Lai k\u0101da b\u016btu n\u0101kotne, \u0123enerat\u012bvais m\u0101ksl\u012bgais intelekts b\u016bs t\u0101s sast\u0101vda\u013ca. Lai gan \u0101tr\u0101 in\u017eenierija ir daudzsolo\u0161a, ir gr\u016bti prec\u012bzi noteikt, k\u0101da b\u016bs t\u0101s loma.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Interesanti, ka programmat\u016bras test\u0113\u0161anas automatiz\u0101cijas programmat\u016bra jau ir pilna ar izmanto\u0161anas gad\u012bjumiem un veiksmes st\u0101stiem, kas apliecina t\u0101s piem\u0113rot\u012bbu programmat\u016bras izstr\u0101des pa\u0101trin\u0101\u0161anai, nemazinot precizit\u0101ti vai visaptvero\u0161u lietojumprogrammu p\u0101rbaudi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u0101di r\u012bki k\u0101 ZAPTEST jau tagad \u013cauj izstr\u0101d\u0101t\u0101jiem risin\u0101t t\u0101das probl\u0113mas k\u0101 nepietiekams laiks un resursi, tehniskais par\u0101ds, dokument\u0101cija, k\u0101 ar\u012b visaptvero\u0161a test\u0113\u0161ana un RPA. Turkl\u0101t \u0161ie r\u012bki ir lietot\u0101jam draudz\u012bg\u0101ki nek\u0101 \u0101tr\u0101s in\u017eenierijas r\u012bki, t\u0101p\u0113c tie ir daudz piem\u0113rot\u0101ki ar\u012b komand\u0101m, kas nav tehniskas personas. K\u0101 vienm\u0113r, re\u0101lais potenci\u0101ls sl\u0113pjas \u0161o aizraujo\u0161o automatiz\u0101cijas tehnolo\u0123iju krustpunkt\u0101.  <\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ChatGPT, Bard un citi paz\u012bstami lielie valodas mode\u013ci (LLM) p\u0113d\u0113j\u0101 gada laik\u0101 ir domin\u0113ju\u0161i m\u016bsu zi\u0146u pl\u016bsm\u0101s. Un tas ir pareizi. \u0160\u012bs aizraujo\u0161\u0101s tehnolo\u0123ijas sniedz ieskatu m\u0101ksl\u012bg\u0101 intelekta n\u0101kotn\u0113, t\u0101 jaud\u0101 un iesp\u0113j\u0101s. Lai gan sabiedr\u012bb\u0101 liela uzman\u012bba tiek piev\u0113rsta teksta, att\u0113lu un video izveidei, \u0161os r\u012bkus var izmantot ar\u012b daudz\u0101s cit\u0101s jom\u0101s, piem\u0113ram, programmat\u016bras [&hellip;]<\/p>\n","protected":false},"author":14624,"featured_media":69212,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"Prompt Engineering in Software Automation - Def. & process","_seopress_titles_desc":"Iepaz\u012bstieties ar \u0123enerat\u012bv\u0101 m\u0101ksl\u012bg\u0101 intelekta un propt in\u017eenierijas tehnolo\u0123ij\u0101m, uzziniet par konkr\u0113t\u0101m \u0161o tehnolo\u0123iju implement\u0101cij\u0101m un pielietojumiem programmat\u016bras test\u0113\u0161an\u0101 un 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":{"0":"post-69178","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-lv"},"acf":{"short_name":"Programmat\u016bras automatiz\u0101cijas \u0101tr\u0101 in\u017eenierija"},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/posts\/69178","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=69178"}],"version-history":[{"count":1,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/posts\/69178\/revisions"}],"predecessor-version":[{"id":69235,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/posts\/69178\/revisions\/69235"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/media\/69212"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/media?parent=69178"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/categories?post=69178"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/tags?post=69178"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}