{"id":69224,"date":"2023-10-01T10:33:07","date_gmt":"2023-10-01T10:33:07","guid":{"rendered":"https:\/\/www.zaptest.com\/promptne-inzinierstvo-v-oblasti-automatizacie-softveru"},"modified":"2023-10-09T19:27:15","modified_gmt":"2023-10-09T19:27:15","slug":"promptne-inzinierstvo-v-oblasti-automatizacie-softveru","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/sk\/promptne-inzinierstvo-v-oblasti-automatizacie-softveru","title":{"rendered":"Promptn\u00e9 in\u017einierstvo v oblasti automatiz\u00e1cie softv\u00e9ru"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">ChatGPT, Bard a \u010fal\u0161ie v\u00fdznamn\u00e9 ve\u013ek\u00e9 jazykov\u00e9 modely (LLM) dominovali na\u0161im spravodajsk\u00fdm kan\u00e1lom v minulom roku. A je to tak spr\u00e1vne. Tieto vzru\u0161uj\u00face technol\u00f3gie n\u00e1m pon\u00fakaj\u00fa poh\u013ead do bud\u00facnosti, silu a mo\u017enosti umelej inteligencie.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Aj ke\u010f sa verejnos\u0165 s\u00fastredila na vytv\u00e1ranie textu, obr\u00e1zkov a videa, tieto n\u00e1stroje sa daj\u00fa pou\u017ei\u0165 v mnoh\u00fdch \u010fal\u0161\u00edch oblastiach, napr\u00edklad pri automatiz\u00e1cii softv\u00e9ru.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tento \u010dl\u00e1nok bude sl\u00fa\u017ei\u0165 ako hlbok\u00fd ponor do toho, ako n\u00e1m m\u00f4\u017ee promptn\u00e9 in\u017einierstvo pom\u00f4c\u0165 pri automatiz\u00e1cii softv\u00e9ru. V prvom rade by sme v\u0161ak mali presk\u00fama\u0165 samotn\u00e9 pohotov\u00e9 in\u017einierstvo.<\/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\/sk\/promptne-inzinierstvo-v-oblasti-automatizacie-softveru\/#Co_je_to_pohotove_inzinierstvo\" >\u010co je to pohotov\u00e9 in\u017einierstvo?<\/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\/sk\/promptne-inzinierstvo-v-oblasti-automatizacie-softveru\/#Ako_moze_pomoct_rychle_inzinierstvo\" >Ako m\u00f4\u017ee pom\u00f4c\u0165 r\u00fdchle in\u017einierstvo<\/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\/sk\/promptne-inzinierstvo-v-oblasti-automatizacie-softveru\/#s_automatizaciou_softveru\" >s automatiz\u00e1ciou softv\u00e9ru?<\/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\/sk\/promptne-inzinierstvo-v-oblasti-automatizacie-softveru\/#1_Generovanie_kodu\" >#1. Generovanie k\u00f3du<\/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\/sk\/promptne-inzinierstvo-v-oblasti-automatizacie-softveru\/#2_Konverzia_nestrukturovanych_udajov\" >#2. Konverzia ne\u0161trukt\u00farovan\u00fdch \u00fadajov<\/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\/sk\/promptne-inzinierstvo-v-oblasti-automatizacie-softveru\/#3_Automatizacia_testovania\" >#3. Automatiz\u00e1cia testovania<\/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\/sk\/promptne-inzinierstvo-v-oblasti-automatizacie-softveru\/#Zaverecne_myslienky\" >Z\u00e1vere\u010dn\u00e9 my\u0161lienky<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Co_je_to_pohotove_inzinierstvo\"><\/span><strong>\u010co je to pohotov\u00e9 in\u017einierstvo?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Ve\u013ek\u00e9 jazykov\u00e9 modely ako ChatGPT vytv\u00e1raj\u00fa v\u00fdstupy na z\u00e1klade podnetov alebo viet, ktor\u00e9 im poskytneme. V\u00fdsledky sa v\u0161ak v\u00fdrazne l\u00ed\u0161ia v z\u00e1vislosti od slov alebo pokynov, ktor\u00e9 pou\u017e\u00edvame. Ke\u010f zad\u00e1vame nejasn\u00e9 a nepresn\u00e9 pokyny, v\u00fdstup nemus\u00ed by\u0165 presn\u00fd.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Promptn\u00e9 in\u017einierstvo sa vz\u0165ahuje na premyslen\u00fd n\u00e1vrh vstupov, ktor\u00e9 pom\u00e1haj\u00fa z\u00edska\u0165 presnej\u0161\u00ed, presnej\u0161\u00ed a v kone\u010dnom d\u00f4sledku pou\u017eite\u013enej\u0161\u00ed obsah z t\u00fdchto zauj\u00edmav\u00fdch syst\u00e9mov umelej inteligencie.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Syst\u00e9my LLM (Large Language Model) pou\u017e\u00edvaj\u00fa na interpret\u00e1ciu v\u00fdrokov, ktor\u00e9 im zad\u00e1vame, spracovanie prirodzen\u00e9ho jazyka (NLP). Stroje tieto ot\u00e1zky alebo pokyny (t. j. v\u00fdzvy) premenia na k\u00f3d a spustia ich cez svoje rozsiahle \u00falo\u017eisk\u00e1 \u00fadajov, aby vytvorili obsah v nami ur\u010denom form\u00e1te (t. j. text, obr\u00e1zky, k\u00f3d).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">ChatGPT bol vy\u0161kolen\u00fd na viac ako<\/span><a href=\"https:\/\/www.sciencefocus.com\/future-technology\/gpt-3\"><br \/>\n  <span style=\"font-weight: 400;\"> 570 GB \u00fadajov<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">. \u0160koliace materi\u00e1ly pozost\u00e1vaj\u00fa z kn\u00edh, \u010dl\u00e1nkov, webov\u00fdch textov at\u010f. In\u00fdmi slovami, tieto s\u00fabory \u00fadajov obsahuj\u00fa nepredstavite\u013en\u00e9 mno\u017estvo poznatkov.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Aj ke\u010f m\u00f4\u017eeme rozumie\u0165 tomuto procesu, v\u00e4\u010d\u0161ina toho, \u010do sa deje pod kapotou t\u00fdchto syst\u00e9mov, sa odohr\u00e1va mimo n\u00e1\u0161ho doh\u013eadu. Iste, kontrolujeme vstupy a v\u00fdstupy a tr\u00e9nujeme syst\u00e9m, ale ako presne tieto algoritmy funguj\u00fa a rozhoduj\u00fa, je st\u00e1le z\u00e1hadou. Pod\u013ea slov Sama Bowmana, profesora umelej inteligencie na Newyorskej univerzite,<\/span><a href=\"https:\/\/www.vox.com\/unexplainable\/2023\/7\/15\/23793840\/chat-gpt-ai-science-mystery-unexplainable-podcast\"><span style=\"font-weight: 400;\">  &#8222;Postavili sme ho, vycvi\u010dili sme ho, ale nevieme, \u010do rob\u00ed.&#8220;<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Promptn\u00e9 in\u017einierstvo n\u00e1m pom\u00e1ha zvl\u00e1da\u0165 tento chaos pomocou v\u00fdstupov, ktor\u00e9 prin\u00e1\u0161aj\u00fa predv\u00eddate\u013en\u00e9 a pou\u017eite\u013en\u00e9 v\u00fdsledky. Pon\u00fakaj\u00fa n\u00e1m cestu k odomknutiu obrovsk\u00e9ho mno\u017estva poznatkov v t\u00fdchto aplik\u00e1ci\u00e1ch.  <\/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;\">T\u00e1to discipl\u00edna sa st\u00e1va novou kari\u00e9rou<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">, pri\u010dom v\u0161ade vznikaj\u00fa kurzy, preto\u017ee podniky zis\u0165uj\u00fa, ako m\u00f4\u017eu vyu\u017ei\u0165 t\u00fato v\u00fdkonn\u00fa technol\u00f3giu. <\/span> <\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Ako_moze_pomoct_rychle_inzinierstvo\"><\/span><strong>Ako m\u00f4\u017ee pom\u00f4c\u0165 r\u00fdchle in\u017einierstvo  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"s_automatizaciou_softveru\"><\/span><strong>s automatiz\u00e1ciou softv\u00e9ru?<\/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=\"vyu\u017eitie chatcpg na r\u00f4zne \u00falohy automatiz\u00e1cie softv\u00e9ru a rpa\" 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;\">Automatiz\u00e1cia softv\u00e9ru a LLM maj\u00fa ve\u013ea spolo\u010dn\u00e9ho. Obe pon\u00fakaj\u00fa poh\u013ead na bud\u00facnos\u0165, v ktorej stroje roz\u0161\u00edria \u013eudsk\u00fa kreativitu a vytvoria r\u00fdchlej\u0161ie a produkt\u00edvnej\u0161ie pracovisk\u00e1.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Existuje nieko\u013eko zauj\u00edmav\u00fdch oblast\u00ed, v ktor\u00fdch sa m\u00f4\u017eu obe tieto technol\u00f3gie zbli\u017eova\u0165. Tu s\u00fa tri sp\u00f4soby, ako m\u00f4\u017eeme vyu\u017ei\u0165 promptn\u00e9 in\u017einierstvo pri automatiz\u00e1cii softv\u00e9ru.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"1_Generovanie_kodu\"><\/span><strong>#1. Generovanie k\u00f3du<\/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=\"generovanie k\u00f3du s okam\u017eit\u00fdm in\u017einierstvom v automatiz\u00e1cii testovania\" width=\"312\" height=\"468\"><\/p>\n<p><span style=\"font-weight: 400;\">P\u00edsanie k\u00f3du je jednou z najs\u013eubnej\u0161\u00edch aplik\u00e1ci\u00ed ve\u013ek\u00fdch jazykov\u00fdch modelov. Programy LLM v oblasti umelej inteligencie s\u00fa v plienkach. V nasleduj\u00facich rokoch by sa t\u00e1to technol\u00f3gia mala zlep\u0161i\u0165, preto\u017ee sa prid\u00e1 viac prostriedkov na v\u00fdpo\u010dtov\u00fa techniku aj na odborn\u00fa pr\u00edpravu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Z dlhodob\u00e9ho h\u013eadiska by tieto pokroky mohli vies\u0165 k tomu, \u017ee umel\u00e1 inteligencia bude p\u00edsa\u0165 cel\u00e9 programy s obmedzen\u00fdm alebo \u017eiadnym \u013eudsk\u00fdm z\u00e1sahom. V s\u00fa\u010dasnosti v\u0161ak maj\u00fa programy LLM ur\u010dit\u00e9 obmedzenia. Kvalita v\u00fdstupu k\u00f3dovania LLM z\u00e1vis\u00ed najm\u00e4 od kvality vstupu. Ako sa hovor\u00ed, odpadky dnu, odpadky von.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Samozrejme, prek\u00e1\u017ekou nie je len \u00fa\u010dinn\u00e1 pohotov\u00e1 technika.  <\/span><span style=\"font-weight: 400;\">Ako sa navrhuje v  <\/span><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10339472\/\"><span style=\"font-weight: 400;\">ChatGPT a ve\u013ek\u00e9 jazykov\u00e9 modely v akademickom prostred\u00ed: Pr\u00edle\u017eitosti a v\u00fdzvy<\/span><\/a><span style=\"font-weight: 400;\">  (Meyer, 2023): &#8222;V s\u00fa\u010dasnosti je pravdepodobnej\u0161ie, \u017ee ChatGPT bude \u00faspe\u0161n\u00fd pri presnom p\u00edsan\u00ed men\u0161\u00edch blokov k\u00f3du, zatia\u013e \u010do jeho spo\u013eahlivos\u0165 pri p\u00edsan\u00ed v\u00e4\u010d\u0161\u00edch\/zlo\u017eitej\u0161\u00edch programov (napr. softv\u00e9rov\u00e9ho bal\u00edka) je ot\u00e1zna.&#8220;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Okrem toho v ned\u00e1vnom \u010dl\u00e1nku v \u010dasopise Nature niektor\u00ed po\u010d\u00edta\u010dov\u00ed vedci varovali, \u017ee by sme mali pristupova\u0165 k tvorbe k\u00f3du pomocou LLM s ur\u010ditou opatrnos\u0165ou. \u010eal\u0161\u00ed s\u00fa\u010dasn\u00fd dokument,  <\/span><a href=\"https:\/\/arxiv.org\/abs\/2303.11455\"><br \/>\n  <span style=\"font-weight: 400;\">Ve\u013ek\u00e9 jazykov\u00e9 modely a jednoduch\u00e9, hl\u00fape chyby <\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">(Jesse, 2023), uk\u00e1zal, ako popul\u00e1rny LLM Codex, ktor\u00fd pou\u017e\u00edva dod\u00e1vate\u013e Copilot, produkuje &#8222;zn\u00e1me, doslovn\u00e9 SStuB a\u017e 2x pravdepodobnej\u0161ie ako zn\u00e1my, doslovne spr\u00e1vny k\u00f3d&#8220;. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Hoci tieto probl\u00e9my nemo\u017eno ignorova\u0165, st\u00e1le existuje ve\u013ea opr\u00e1vnen\u00e9ho nad\u0161enia z toho, ako tieto programy m\u00f4\u017eu pom\u00f4c\u0165 demokratizova\u0165 v\u00fdvoj softv\u00e9ru podporou technick\u00fdch aj netechnick\u00fdch t\u00edmov.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Azda najp\u00f4sobivej\u0161ie je, \u017ee n\u00e1stroje ako ChatGPT dok\u00e1\u017eu ve\u013emi r\u00fdchlo vytvori\u0165 funk\u010dn\u00fd k\u00f3d. V\u010faka spr\u00e1vnej v\u00fdzve m\u00f4\u017eu in\u017einieri skr\u00e1ti\u0165 \u010das potrebn\u00fd na naprogramovanie ur\u010dit\u00fdch typov k\u00f3du, \u010d\u00edm sa zabezpe\u010d\u00ed r\u00fdchlej\u0161\u00ed \u017eivotn\u00fd cyklus v\u00fdvoja softv\u00e9ru.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Koncom roka 2022 sa v popul\u00e1rnom programovacom centre <\/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 zak\u00e1zalo generova\u0165 umel\u00fa inteligenciu <\/span><br \/>\n<\/a> <span style=\"font-weight: 400;\">odpovede na svojom f\u00f3re. Uv\u00e1dzali vysok\u00fa chybovos\u0165 a nepresnosti spojen\u00e9 s aplik\u00e1ciou. T\u00e1to technol\u00f3gia je v\u0161ak v po\u010diato\u010dnom \u0161t\u00e1diu a navy\u0161e nespokojnos\u0165 s v\u00fdsledkami generovan\u00fdmi umelou inteligenciou je sp\u00f4soben\u00e1 rovnako zl\u00fdm pohotov\u00fdm in\u017einierstvom ako samotnou technol\u00f3giou.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Napriek obav\u00e1m z tejto technol\u00f3gie, a <\/span><a href=\"https:\/\/www.mckinsey.com\/featured-insights\/mckinsey-explainers\/what-is-prompt-engineering\"><br \/>\n  <span style=\"font-weight: 400;\">ned\u00e1vny \u010dl\u00e1nok spolo\u010dnosti McKinsey<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  poukazuje na vplyv, ktor\u00fd u\u017e m\u00e1 pohotov\u00e9 in\u017einierstvo na svet programovania. Poradensk\u00e1 spolo\u010dnos\u0165  <\/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;\">Stav umelej inteligencie v roku 2023: Generat\u00edvna umel\u00e1 inteligencia v prelomovom roku<\/span><\/a><span style=\"font-weight: 400;\">  sa podelili o dva zauj\u00edmav\u00e9 trendy. Po prv\u00e9, 7 % organiz\u00e1ci\u00ed, ktor\u00e9 investovali do umelej inteligencie, zamestn\u00e1va pohotov\u00fdch in\u017einierov. Po druh\u00e9, spolo\u010dnosti, ktor\u00e9 vyu\u017e\u00edvaj\u00fa AI, zn\u00ed\u017eili po\u010det pracovn\u00fdch poz\u00edci\u00ed v oblasti softv\u00e9rov\u00e9ho in\u017einierstva s\u00favisiacich s AI z 38 % na 28 %.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Jedn\u00fdm zo sp\u00f4sobov interpret\u00e1cie t\u00fdchto trendov je, \u017ee podniky s\u00fa s t\u00fdmto nastaven\u00edm spokojn\u00e9 a s\u00fa pripraven\u00e9 odovzda\u0165 automatiz\u00e1ciu softv\u00e9ru svojim strojom. Hoci tieto \u010d\u00edsla m\u00f4\u017eu s\u00fa\u010dasn\u00fdch in\u017einierov zasko\u010di\u0165, z prieskumu spolo\u010dnosti McKinsey vypl\u00fdva, \u017ee &#8222;len 8 % z nich tvrd\u00ed, \u017ee po\u010det ich zamestnancov sa zn\u00ed\u017ei o viac ako p\u00e4tinu&#8220;. In\u017einieri sa bud\u00fa musie\u0165 celkovo rekvalifikova\u0165, aby vyu\u017eili trend automatiz\u00e1cie softv\u00e9ru generovan\u00e9ho umelou inteligenciou.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Jednou zo zrejm\u00fdch aplik\u00e1ci\u00ed pre automatiz\u00e1ciu softv\u00e9ru generovan\u00fa umelou inteligenciou je vytv\u00e1ranie automatiza\u010dn\u00fdch botov. Hoci je promptn\u00e9 in\u017einierstvo v\u010faka svojmu zameraniu na konverz\u00e1ciu zdanlivo u\u017e\u00edvate\u013esky pr\u00edvetiv\u00e9 rozhranie, e\u0161te sa len uk\u00e1\u017ee, \u010di dok\u00e1\u017ee nahradi\u0165 existuj\u00face rie\u0161enia.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Softv\u00e9r ako <a href=\"https:\/\/www.zaptest.com\/\">ZAPTEST<\/a> u\u017e v mnoh\u00fdch oh\u013eadoch demokratizoval trh s automatiz\u00e1ciou softv\u00e9ru. Teraz s\u00fa tu n\u00e1stroje bez k\u00f3du, ktor\u00e9 umo\u017e\u0148uj\u00fa netechnick\u00fdm t\u00edmom vytv\u00e1ra\u0165<a href=\"https:\/\/www.zaptest.com\/rpa\"> vysokokvalitn\u00e9<\/a> roboty<a href=\"https:\/\/www.zaptest.com\/rpa\"> RPA<\/a>. Hoci softv\u00e9r ako ChatGPT dok\u00e1\u017ee vytv\u00e1ra\u0165 botov, implement\u00e1cia a \u00fadr\u017eba by mohla by\u0165 zlo\u017eit\u00e1 pre ka\u017ed\u00e9ho, kto nie je softv\u00e9rov\u00fd in\u017einier, a dokonca aj pre t\u00fdch, ktor\u00ed s\u00fa.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Zaznamen\u00e1vanie interakci\u00ed medzi \u010dlovekom a po\u010d\u00edta\u010dom z grafick\u00e9ho pou\u017e\u00edvate\u013esk\u00e9ho rozhrania a prevod t\u00fdchto pohybov do k\u00f3du je pre pou\u017e\u00edvate\u013ea ove\u013ea jednoduch\u0161ie ako pou\u017e\u00edvanie v\u00fdziev. V kombin\u00e1cii s potenci\u00e1lom LLM vytv\u00e1ra\u0165 nestabiln\u00fd a chybov\u00fd k\u00f3d mo\u017eno poveda\u0165, \u017ee softv\u00e9r RPA sa v doh\u013eadnej bud\u00facnosti nikam neposunie.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"2_Konverzia_nestrukturovanych_udajov\"><\/span><strong>#2. Konverzia ne\u0161trukt\u00farovan\u00fdch \u00fadajov<\/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=\"kontroln\u00fd zoznam uat, n\u00e1stroje na testovanie webov\u00fdch aplik\u00e1ci\u00ed, automatiz\u00e1cia a \u010fal\u0161ie\" width=\"572\" height=\"381\"><\/p>\n<p><span style=\"font-weight: 400;\">Ne\u0161trukt\u00farovan\u00e9 \u00fadaje nie s\u00fa silnou str\u00e1nkou <a href=\"https:\/\/www.zaptest.com\/a-complete-guide-to-robotic-process-automation-rpa\">robotickej automatiz\u00e1cie procesov<\/a>. T\u00e1to technol\u00f3gia nebola vytvoren\u00e1 na spracovanie tak\u00fdch vec\u00ed, ako s\u00fa e-maily, obr\u00e1zky, zvuk a \u010fal\u0161ie. N\u00e1stroje RPA potrebuj\u00fa preddefinovan\u00e9 d\u00e1tov\u00e9 modely s usporiadan\u00fdmi \u0161trukt\u00farami.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ve\u013ek\u00e1 \u010das\u0165 ne\u0161trukt\u00farovan\u00fdch \u00fadajov zah\u0155\u0148a text v prirodzenom jazyku. Na &#8222;pochopenie&#8220; t\u00fdchto inform\u00e1ci\u00ed a extrahovanie s\u00e9mantick\u00e9ho v\u00fdznamu z nich sa vytv\u00e1raj\u00fa ve\u013ek\u00e9 jazykov\u00e9 modely. To vytv\u00e1ra zna\u010dn\u00fa pr\u00edle\u017eitos\u0165 pre t\u00edmy, ktor\u00e9 chc\u00fa tieto texty interpretova\u0165 a konvertova\u0165 do form\u00e1tu prijate\u013en\u00e9ho pre n\u00e1stroje RPA.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Mnoh\u00e9 t\u00edmy u\u017e roky vyu\u017e\u00edvaj\u00fa spracovanie prirodzen\u00e9ho jazyka (NLP), ktor\u00e9 im pom\u00e1ha pri anal\u00fdze n\u00e1lad. Tento proces, zn\u00e1my aj ako prieskum verejnej mienky, pom\u00e1ha organiz\u00e1ci\u00e1m udr\u017ea\u0165 si preh\u013ead o pocitoch a postojoch spotrebite\u013eov k zna\u010dk\u00e1m. Vo v\u00e4\u010d\u0161ine pr\u00edpadov sa tieto n\u00e1stroje pou\u017e\u00edvaj\u00fa na zis\u0165ovanie pozit\u00edvnych, negat\u00edvnych a neutr\u00e1lnych n\u00e1lad v texte. T\u00e1to technol\u00f3gia je v\u0161ak schopn\u00e1 aj ove\u013ea podrobnej\u0161ej detekcie em\u00f3ci\u00ed.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hoci na trhu existuje nieko\u013eko n\u00e1strojov, ktor\u00e9 t\u00fato funkciu pon\u00fakaj\u00fa, LLM poskytuje cestu k v\u0161estrannej\u0161iemu vyu\u017eitiu, ktor\u00e9 presahuje pochopenie toho, ako sa \u013eudia c\u00edtia v s\u00favislosti s produktom alebo slu\u017ebou. V posledn\u00fdch rokoch sa napr\u00edklad prudko zv\u00fd\u0161ila popularita d\u00e1tovej anal\u00fdzy. Big Data poskytuj\u00fa spolo\u010dnostiam v\u00fdhodu, preto\u017ee im umo\u017e\u0148uj\u00fa z\u00edska\u0165 poznatky a porozumenie, ktor\u00e9 pom\u00e1haj\u00fa pri rozhodovan\u00ed zalo\u017eenom na \u00fadajoch.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">So zhroma\u017e\u010fovan\u00edm \u00fadajov m\u00f4\u017eu pom\u00f4c\u0165 n\u00e1stroje robotickej automatiz\u00e1cie procesov. Ako sme v\u0161ak spomenuli vy\u0161\u0161ie, maj\u00fa probl\u00e9my s ur\u010dit\u00fdmi typmi inform\u00e1ci\u00ed. V spojen\u00ed s n\u00e1strojmi umelej inteligencie, ktor\u00e9 vyu\u017e\u00edvaj\u00fa ve\u013ek\u00e9 jazykov\u00e9 modely, v\u0161ak RPA dok\u00e1\u017ee zhroma\u017e\u010fova\u0165 ve\u013ek\u00e9 mno\u017estvo \u00fadajov a vyu\u017e\u00edva\u0165 ich na generovanie inform\u00e1ci\u00ed potrebn\u00fdch pre n\u00e1stroje Business Intelligence (BI).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Jedn\u00fdm z najzauj\u00edmavej\u0161\u00edch aspektov generat\u00edvnej umelej inteligencie je jej schopnos\u0165 vytv\u00e1ra\u0165 zmysel d\u00e1tov\u00fdch vstupov. V\u010faka spr\u00e1vnemu in\u017einierstvu podnetov m\u00f4\u017eu t\u00edmy premeni\u0165 tieto \u00fadaje na form\u00e1t, ktor\u00fd funguje pre ich n\u00e1stroje RPA.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA m\u00f4\u017ee pom\u00f4c\u0165 zefekt\u00edvni\u0165 pracovn\u00e9 postupy s ve\u013ek\u00fdmi d\u00e1tami. Na za\u010diatok ho m\u00f4\u017eete pou\u017ei\u0165 na pomoc pri zad\u00e1van\u00ed aj extrakcii \u00fadajov. Najcennej\u0161ie a najzauj\u00edmavej\u0161ie pr\u00edpady pou\u017eitia v\u0161ak zah\u0155\u0148aj\u00fa vyu\u017eitie n\u00e1strojov RPA na transform\u00e1ciu, \u010distenie a na\u010d\u00edtanie \u00fadajov alebo zabezpe\u010denie r\u00fdchlej, efekt\u00edvnej a presnej migr\u00e1cie \u00fadajov.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u010eal\u0161\u00edm d\u00f4le\u017eit\u00fdm bodom je spr\u00e1va \u00fadajov. Automatiz\u00e1cia po\u017eiadaviek na \u00fadaje pom\u00e1ha organiz\u00e1ci\u00e1m dodr\u017eiava\u0165 predpisy a udr\u017eiava \u00fadaje mimo doh\u013eadu manu\u00e1lnych pracovn\u00edkov.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_Automatizacia_testovania\"><\/span><strong>#3. Automatiz\u00e1cia testovania<\/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;\"><a href=\"https:\/\/www.zaptest.com\/a-complete-guide-to-software-testing-automation\">Automatiz\u00e1cia testovania<\/a> sa v kruhoch v\u00fdvoja softv\u00e9ru ujala, preto\u017ee poskytuje r\u00fdchlej\u0161\u00ed sp\u00f4sob overovania softv\u00e9ru. Testovanie a zabezpe\u010denie kvality s\u00fa tradi\u010dne n\u00e1kladn\u00e9 a \u010dasovo n\u00e1ro\u010dn\u00e9 procesy; automatiz\u00e1cia testovania poskytuje rie\u0161enie oboch t\u00fdchto probl\u00e9mov.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Jednou z prv\u00fdch vec\u00ed, ktor\u00e9 m\u00f4\u017ee promptn\u00e9 in\u017einierstvo urobi\u0165, je zlep\u0161i\u0165 kvalitu testovac\u00edch pr\u00edpadov. So spr\u00e1vnymi pokynmi m\u00f4\u017eu tieto stroje analyzova\u0165 testovacie pr\u00edpady a identifikova\u0165 probl\u00e9my a n\u00e1pravn\u00e9 opatrenia. Tento proces m\u00f4\u017ee roz\u0161\u00edri\u0165 rozsah testovac\u00edch pr\u00edpadov a vies\u0165 ku komplexnej\u0161\u00edm testom.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Napr\u00edklad k\u00f3d ve\u013ek\u00e9ho jazykov\u00e9ho modelu m\u00f4\u017eete zad\u00e1va\u0165 rovnak\u00fdm sp\u00f4sobom ako \u013eudsk\u00e9mu recenzentovi. Tieto stroje dok\u00e1\u017eu r\u00fdchlo prejs\u0165 k\u00f3d a odhali\u0165 chyby, nedostatky a dokonca identifikova\u0165 probl\u00e9my s v\u00fdkonom. Mo\u017eno e\u0161te zauj\u00edmavej\u0161ie je, \u017ee LLM pon\u00faka aj mo\u017enos\u0165 dokon\u010di\u0165 k\u00f3d testovacieho pr\u00edpadu z jednoduch\u00fdch fragmentov, \u010d\u00edm sa ur\u00fdch\u013euje tvorba testovac\u00edch pr\u00edpadov.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Promptn\u00e9 in\u017einierstvo sa zameriava na rie\u0161enie mnoh\u00fdch probl\u00e9mov, ktor\u00e9 viedli k vzniku <a href=\"https:\/\/www.zaptest.com\/what-is-agile-testing-process-life-cycle-methods-implementation\">agiln\u00e9ho<\/a> pr\u00edstupu k v\u00fdvoju softv\u00e9ru. In\u017einieri chc\u00fa efekt\u00edvne, \u013eahko opakovate\u013en\u00e9 testy, ktor\u00e9 dok\u00e1\u017eu odhali\u0165 probl\u00e9my e\u0161te pred nasaden\u00edm aplik\u00e1ci\u00ed. Ide o to, \u017ee uvo\u013enen\u00edm \u010dasu sa v\u00fdvoj\u00e1ri softv\u00e9ru m\u00f4\u017eu s\u00fastredi\u0165 na kreat\u00edvnej\u0161ie \u00falohy, ktor\u00e9 s\u00fa zameran\u00e9 na hodnotu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ako sa uv\u00e1dza v klasickom dokumente, <\/span><a href=\"https:\/\/www.researchgate.net\/publication\/254034665_Technical_Debt_in_Test_Automation\"><br \/>\n  <span style=\"font-weight: 400;\">Technick\u00fd dlh v automatiz\u00e1cii testovania<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  (K. Wiklund, 2012), t\u00edmy vyv\u00edjaj\u00face softv\u00e9r sa m\u00f4\u017eu dosta\u0165 do probl\u00e9mov, ak str\u00e1via pr\u00edli\u0161 ve\u013ea \u010dasu manu\u00e1lnym testovan\u00edm a overovan\u00edm svojho softv\u00e9ru. K t\u00fdmto spomaleniam m\u00f4\u017eu prispie\u0165 po\u010diato\u010dn\u00e9 n\u00e1klady na rie\u0161enia na automatiz\u00e1ciu testovania, nedostatok sk\u00fasenost\u00ed s automatiz\u00e1ciou a dokonca aj uprednost\u0148ovanie star\u0161\u00edch met\u00f3d.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Jeden z najzauj\u00edmavej\u0161\u00edch aspektov agiln\u00e9ho v\u00fdvoja softv\u00e9ru zah\u0155\u0148a <\/span><a href=\"https:\/\/scaledagileframework.com\/behavior-driven-development\/\"><br \/>\n  <span style=\"font-weight: 400;\">v\u00fdvoj riaden\u00fd spr\u00e1van\u00edm (BDD).<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  Tento koncept sa vz\u0165ahuje na v\u00fdvoj softv\u00e9ru s o\u010dak\u00e1van\u00fdm spr\u00e1van\u00edm pou\u017e\u00edvate\u013eov. Hoci zavedenie tohto pr\u00edstupu m\u00f4\u017ee jednozna\u010dne u\u0161etri\u0165 \u010das, mnoh\u00e9 t\u00edmy maj\u00fa probl\u00e9m s uveden\u00edm tejto automatiz\u00e1cie do \u017eivota. Rie\u0161enie v\u0161ak m\u00f4\u017eu poskytn\u00fa\u0165 programy LLM.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Medzi naj\u010dastej\u0161ie pr\u00edznaky technick\u00e9ho dlhu patr\u00ed nedostato\u010dn\u00e1 dokument\u00e1cia a nedostato\u010dn\u00e9 testovanie. Tieto probl\u00e9my m\u00f4\u017eu pom\u00f4c\u0165 vyrie\u0161i\u0165 s\u00fa\u010dasn\u00ed \u0161tudenti LLM. \u010eal\u0161ie v\u00fdznamn\u00e9 pr\u00edznaky, ako napr\u00edklad refaktorovanie, s\u00fa v\u0161ak pre s\u00fa\u010dasn\u00fa generat\u00edvnu umel\u00fa inteligenciu pr\u00edli\u0161 zlo\u017eit\u00e9 a nemusia vies\u0165 k \u00faspore \u010dasu.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Zaverecne_myslienky\"><\/span><strong>Z\u00e1vere\u010dn\u00e9 my\u0161lienky<\/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 testovanie vs. beta testovanie\" 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;\">Generat\u00edvne aplik\u00e1cie AI maj\u00fa obrovsk\u00fd potenci\u00e1l. Pou\u017e\u00edvate\u013esky pr\u00edvetiv\u00e9 konverza\u010dn\u00e9 rozhranie v\u0161ak m\u00f4\u017ee by\u0165 zav\u00e1dzaj\u00face. Mnoh\u00ed \u013eudia sa domnievaj\u00fa, \u017ee je jednoduch\u00e9 vytv\u00e1ra\u0165 kvalitn\u00e9 v\u00fdstupy z t\u00fdchto strojov. Vynikaj\u00face pohotov\u00e9 in\u017einierstvo je v\u0161ak zlo\u017eitej\u0161ie, ne\u017e by ste mo\u017eno o\u010dak\u00e1vali.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00da\u010dinn\u00e9 r\u00fdchle in\u017einierstvo si vy\u017eaduje ve\u013ea pokusov a omylov. Takisto si vy\u017eaduje ve\u013ea predv\u00eddavosti zo strany in\u017einiera, aby sa zabezpe\u010dilo, \u017ee odpovede bud\u00fa u\u017eito\u010dn\u00e9. Nakoniec, kontrola a op\u00e4tovn\u00e1 kontrola pr\u00e1ce je d\u00f4le\u017eit\u00e1 vzh\u013eadom na dobre zn\u00e1mu mo\u017enos\u0165 vzniku ch\u00fdb.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Aj ke\u010f po\u010det pracovn\u00fdch miest v oblasti pohotov\u00e9ho in\u017einierstva rastie, nie ka\u017ed\u00fd je o tom presved\u010den\u00fd. Oguz A. Acar v \u010dasopise Harvard Business Review uv\u00e1dza fascinuj\u00faci argument, \u017ee  <\/span><a href=\"https:\/\/hbr.org\/2023\/06\/ai-prompt-engineering-isnt-the-future\"><span style=\"font-weight: 400;\">&#8222;bud\u00face gener\u00e1cie syst\u00e9mov umelej inteligencie bud\u00fa intuit\u00edvnej\u0161ie a zru\u010dnej\u0161ie v porozumen\u00ed prirodzen\u00e9mu jazyku, \u010d\u00edm sa zn\u00ed\u017ei potreba starostlivo navrhnut\u00fdch pokynov.&#8220;<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Nech u\u017e bud\u00facnos\u0165 prinesie \u010doko\u013evek, generat\u00edvna umel\u00e1 inteligencia bude s\u00fa\u010das\u0165ou tejto zmesi. Hoci je r\u00fdchle in\u017einierstvo ve\u013emi s\u013eubn\u00e9, je \u0165a\u017ek\u00e9 s istotou poveda\u0165, ak\u00fa presn\u00fa \u00falohu bude zohr\u00e1va\u0165.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Je zauj\u00edmav\u00e9, \u017ee softv\u00e9r na automatiz\u00e1ciu testovania softv\u00e9ru je u\u017e teraz pln\u00fd pr\u00edpadov pou\u017eitia a \u00faspe\u0161n\u00fdch pr\u00edkladov, ktor\u00e9 dokazuj\u00fa jeho vhodnos\u0165 na ur\u00fdchlenie v\u00fdvoja softv\u00e9ru bez toho, aby sa zn\u00ed\u017eila presnos\u0165 alebo komplexn\u00e9 overenie aplik\u00e1ci\u00ed.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">N\u00e1stroje ako ZAPTEST u\u017e umo\u017e\u0148uj\u00fa v\u00fdvoj\u00e1rom rie\u0161i\u0165 probl\u00e9my, ako je nedostatok \u010dasu a zdrojov, technick\u00fd dlh, dokument\u00e1cia a komplexn\u00e9 testovanie a RPA. Tieto n\u00e1stroje s\u00fa navy\u0161e pou\u017e\u00edvate\u013esky pr\u00edvetivej\u0161ie ako n\u00e1stroje na r\u00fdchle in\u017einierstvo, tak\u017ee s\u00fa ove\u013ea vhodnej\u0161ou vo\u013ebou pre netechnick\u00e9 t\u00edmy. Ako v\u017edy, skuto\u010dn\u00fd potenci\u00e1l sa skr\u00fdva v priese\u010dn\u00edku t\u00fdchto zauj\u00edmav\u00fdch automatiza\u010dn\u00fdch technol\u00f3gi\u00ed.  <\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ChatGPT, Bard a \u010fal\u0161ie v\u00fdznamn\u00e9 ve\u013ek\u00e9 jazykov\u00e9 modely (LLM) dominovali na\u0161im spravodajsk\u00fdm kan\u00e1lom v minulom roku. A je to tak spr\u00e1vne. Tieto vzru\u0161uj\u00face technol\u00f3gie n\u00e1m pon\u00fakaj\u00fa poh\u013ead do bud\u00facnosti, silu a mo\u017enosti umelej inteligencie. Aj ke\u010f sa verejnos\u0165 s\u00fastredila na vytv\u00e1ranie textu, obr\u00e1zkov a videa, tieto n\u00e1stroje sa daj\u00fa pou\u017ei\u0165 v mnoh\u00fdch \u010fal\u0161\u00edch oblastiach, napr\u00edklad [&hellip;]<\/p>\n","protected":false},"author":14624,"featured_media":69240,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"Promptn\u00e9 in\u017einierstvo v automatiz\u00e1cii softv\u00e9ru - Def. 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