{"id":4700,"date":"2026-02-20T09:59:00","date_gmt":"2026-02-20T09:59:00","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=4700"},"modified":"2026-03-05T17:03:52","modified_gmt":"2026-03-05T17:03:52","slug":"naucit-se-myslet-v-dialogu-s-ki-proc-jsou-dobre-otazky-dulezitejsi-nez-dobre-modely","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/cs\/2026\/02\/naucit-se-myslet-v-dialogu-s-ki-proc-jsou-dobre-otazky-dulezitejsi-nez-dobre-modely\/","title":{"rendered":"Nau\u010dit se myslet v dialogu s um\u011blou inteligenc\u00ed: Pro\u010d jsou dobr\u00e9 ot\u00e1zky d\u016fle\u017eit\u011bj\u0161\u00ed ne\u017e dobr\u00e9 modely"},"content":{"rendered":"<p>Term\u00edn <em>\u201eUm\u011bl\u00e1 inteligence jako sparingpartner\u201c<\/em> se nyn\u00ed objevuje \u010dasto. Obvykle to znamen\u00e1, \u017ee um\u011bl\u00e1 inteligence pom\u00e1h\u00e1 p\u0159i psan\u00ed, generuje n\u00e1pady nebo rychleji dokon\u010duje \u00fakoly. Prvn\u00ed z\u00e1kladn\u00ed \u010dl\u00e1nek na toto t\u00e9ma ji\u017e byl v \u010dasopise publikov\u00e1n. Tento \u010dl\u00e1nek si nyn\u00ed klade za c\u00edl uk\u00e1zat v praxi, jak lze um\u011blou inteligenci vyu\u017e\u00edt jako efektivn\u00edho partnera p\u0159i p\u0159em\u00fd\u0161len\u00ed. V praxi je z\u0159ejm\u00e9, \u017ee AI se st\u00e1v\u00e1 skute\u010dn\u011b zaj\u00edmavou a\u017e tehdy, kdy\u017e se s n\u00ed nezach\u00e1z\u00ed jako s n\u00e1strojem, ale jako s partnerem. Ne ve smyslu lidsk\u00e9m, ale jako n\u011bco, co odpov\u00edd\u00e1, odporuje, vede d\u00e1l - nebo dokonce nemilosrdn\u011b odhaluje, kde je va\u0161e vlastn\u00ed my\u0161len\u00ed chybn\u00e9.<\/p>\n<p>Pr\u00e1v\u011b zde za\u010d\u00edn\u00e1 skute\u010dn\u00fd p\u0159\u00ednos. Ne tam, kde um\u011bl\u00e1 inteligence \u201edod\u00e1v\u00e1\u201c, ale tam, kde reaguje. Tam, kde pouze nezpracov\u00e1v\u00e1, ale zviditel\u0148uje my\u0161lenkov\u00e9 procesy. To je nepohodln\u011bj\u0161\u00ed ne\u017e klasick\u00fd n\u00e1stroj - ale tak\u00e9 udr\u017eiteln\u011bj\u0161\u00ed.<!--more--><\/p>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-951 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-951 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Soci\u00e1ln\u00ed ot\u00e1zky sou\u010dasnosti<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-951\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"der iran\u2013israel-konflikt: warum diese eskalation der strategische albtraum des westens ist\" data-id=\"5212\"  data-category=\"allgemein gesellschaft\" data-post_tag=\"denkmodelle energiepolitik europa geopolitik krisen k\u00fcnstliche intelligenz meinungsfreiheit sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/03\/iransko-izraelsky-konflikt-proc-je-eskalace-konfliktu-strategickou-nocni-murou-zapadu\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">\u00cdr\u00e1nsko-izraelsk\u00fd konflikt: Pro\u010d je eskalace konfliktu strategickou no\u010dn\u00ed m\u016frou Z\u00e1padu?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Izrael-Ir\u00e1n - strategick\u00e1 no\u010dn\u00ed m\u016fra\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Israel-Iran-Strategischer-Albtraum.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Israel-Iran-Strategischer-Albtraum.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Israel-Iran-Strategischer-Albtraum-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Israel-Iran-Strategischer-Albtraum-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Israel-Iran-Strategischer-Albtraum-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Israel-Iran-Strategischer-Albtraum-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" 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href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/helge-schneider-postoj-humor-a-svoboda-nemuset-vysvetlovat-sam-sebe\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Helge Schneider: P\u0159\u00edstup, humor a svoboda nemuset se vysv\u011btlovat<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Helge Schneider Portr\u00e9t\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Helge-Schneider.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Helge-Schneider.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Helge-Schneider-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Helge-Schneider-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Helge-Schneider-768x512.jpg 768w, 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class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/energeticka-sila-a-zavislost-prechod-evropy-ze-svetoveho-exportniho-sampiona-na-spotrebitele\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Energie, moc a z\u00e1vislost: cesta Evropy od sv\u011btov\u00e9ho exportn\u00edho \u0161ampiona ke spot\u0159ebiteli<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Evropa a energie\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Europa-Energie.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Europa-Energie.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Europa-Energie-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Europa-Energie-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Europa-Energie-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Europa-Energie-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/energeticka-sila-a-zavislost-prechod-evropy-ze-svetoveho-exportniho-sampiona-na-spotrebitele\/\" rel=\"bookmark\">Energie, moc a z\u00e1vislost: cesta Evropy od sv\u011btov\u00e9ho exportn\u00edho \u0161ampiona ke spot\u0159ebiteli<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>Moje vlastn\u00ed praxe: hodn\u011b um\u011bl\u00e9 inteligence, m\u00e1lo n\u00e1stroj\u016f<\/h2>\n<p>S\u00e1m hodn\u011b pracuji s um\u011blou inteligenc\u00ed, proto\u017ee m\u00e1m pocit, \u017ee mohu dos\u00e1hnout lep\u0161\u00edch v\u00fdsledk\u016f p\u011btkr\u00e1t a\u017e desetkr\u00e1t efektivn\u011bji. N\u011bkolik hodin denn\u011b, po mnoho m\u011bs\u00edc\u016f. A pr\u00e1v\u011b proto je moje nastaven\u00ed p\u0159ekvapiv\u011b nev\u00fdrazn\u00e9. Nepou\u017e\u00edv\u00e1m \u017e\u00e1dn\u00e9 sofistikovan\u00e9 pohotov\u00e9 r\u00e1mce, \u017e\u00e1dn\u00e1 specializovan\u00e1 rozhran\u00ed, \u017e\u00e1dn\u00e9 automatizovan\u00e9 pracovn\u00ed postupy. V podstat\u011b pracuji t\u00e9m\u011b\u0159 v\u00fdhradn\u011b s b\u011b\u017en\u00fdm oknem chatu.<\/p>\n<p>V z\u00e1vislosti na \u00fakolu se v\u0161ak nem\u011bn\u00ed n\u00e1stroj, ale model. Jeden model se l\u00e9pe hod\u00ed k uva\u017eov\u00e1n\u00ed, strukturov\u00e1n\u00ed a p\u0159em\u00fd\u0161len\u00ed ve smy\u010dk\u00e1ch ne\u017e jin\u00fd. Jin\u00fd m\u016f\u017ee b\u00fdt u\u017eite\u010dn\u011bj\u0161\u00ed pro programov\u00e1n\u00ed, jin\u00fd pro anal\u00fdzu nebo korektury. To nen\u00ed ideologick\u00e1, ale pragmatick\u00e1 ot\u00e1zka.<\/p>\n<p>Rozhoduj\u00edc\u00ed v\u0161ak je, \u017ee princip fungov\u00e1n\u00ed z\u016fst\u00e1v\u00e1 st\u00e1le stejn\u00fd.<\/p>\n<p>Mluv\u00edm s um\u011blou inteligenc\u00ed. P\u0159em\u00fd\u0161l\u00edm nahlas. Ujas\u0148uji si to. Opravuji. Rozporuji. Nech\u00e1v\u00e1m si rozpory zrcadlit. P\u0159idanou hodnotu nevytv\u00e1\u0159ej\u00ed speci\u00e1ln\u00ed funkce, ale samotn\u00fd dialog.<\/p>\n<h3>Od \u00favodu k prohlouben\u00ed: Ch\u00e1p\u00e1n\u00ed um\u011bl\u00e9 inteligence jako partnera pro my\u0161len\u00ed<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/pouziti-ki-jako-sparingpartnera-jak-se-mysleni-v-dialogu-stava-produktivnejsim\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-4126 size-medium\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-als-sparringspartner-laptop-300x200.jpg\" alt=\"AI jako partner pro \u00faspory\" width=\"300\" height=\"200\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-als-sparringspartner-laptop-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-als-sparringspartner-laptop-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-als-sparringspartner-laptop-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-als-sparringspartner-laptop-18x12.jpg 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-als-sparringspartner-laptop.jpg 1536w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>Ne\u017e se budeme v\u011bnovat discipl\u00edn\u011b v my\u0161len\u00ed, zralosti a strukturovan\u00e9mu dotazov\u00e1n\u00ed, je dobr\u00e9 se pod\u00edvat na z\u00e1kladn\u00ed informace. V \u00favodn\u00edm \u010dl\u00e1nku <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/pouziti-ki-jako-sparingpartnera-jak-se-mysleni-v-dialogu-stava-produktivnejsim\/\"><em><strong>\u201eUm\u011bl\u00e1 inteligence jako sparingpartner\u201c<\/strong><\/em><\/a> nejprve prakticky popisuje, jak lze um\u011blou inteligenci vyu\u017e\u00edt v ka\u017edodenn\u00edm \u017eivot\u011b - jako strategick\u00e9ho poradce, gener\u00e1tora kreativn\u00edch n\u00e1pad\u016f nebo partnera pro strukturovan\u00fd dialog. Zam\u011b\u0159uje se m\u00e9n\u011b na teorii a v\u00edce na konkr\u00e9tn\u00ed oblasti pou\u017eit\u00ed. Pro ka\u017ed\u00e9ho, kdo s AI za\u010d\u00edn\u00e1 nebo chce z\u00edskat p\u0159ehled, bude tento text jasn\u00fdm a p\u0159\u00edstupn\u00fdm v\u00fdchoz\u00edm bodem - ne\u017e za\u010dne hloubkov\u00e9 zkoum\u00e1n\u00ed p\u0159\u00edstupu a my\u0161len\u00ed.<\/p>\n<h3>Pro\u010d je \u010dist\u00fd chat podce\u0148ov\u00e1n<\/h3>\n<p>Mnoho u\u017eivatel\u016f hled\u00e1 zkratky ji\u017e na za\u010d\u00e1tku: lep\u0161\u00ed n\u00e1pov\u011bdy, lep\u0161\u00ed n\u00e1stroje, lep\u0161\u00ed modely. To je pochopiteln\u00e9 - a \u010dasto to d\u00e1v\u00e1 smysl. Skr\u00fdv\u00e1 v\u0161ak nep\u0159\u00edjemnou pravdu: nejv\u011bt\u0161\u00ed p\u00e1ka nespo\u010d\u00edv\u00e1 v technologii, ale v my\u0161len\u00ed u\u017eivatele.<\/p>\n<p>\u010cist\u00fd chat je tak \u00fa\u010dinn\u00fd, proto\u017ee nic neskr\u00fdv\u00e1. Nut\u00ed my\u0161lenky p\u0159ev\u00e9st do jazyka. Zviditel\u0148uje nejednozna\u010dnosti. Reaguje p\u0159esn\u011b na to, co formulujete - ne na to, co \u201evlastn\u011b mysl\u00edte\u201c.<\/p>\n<ul>\n<li>Pokud p\u0159em\u00fd\u0161l\u00edte rozost\u0159en\u011b, dostanete nejasn\u00e9 odpov\u011bdi.<\/li>\n<li>Pokud kladete protich\u016fdn\u00e9 ot\u00e1zky, dostanete protich\u016fdn\u00e9 v\u00fdsledky.<\/li>\n<\/ul>\n<p>A ka\u017ed\u00fd, kdo se domn\u00edv\u00e1, \u017ee um\u011bl\u00e1 inteligence ji\u017e mus\u00ed \u201ev\u011bd\u011bt, co je my\u0161leno\u201c, rychle zjist\u00ed, jak je tento p\u0159edpoklad o\u0161idn\u00fd.<\/p>\n<h3>Um\u011bl\u00e1 inteligence jako zrcadlo, ne jako or\u00e1kulum<\/h3>\n<p>V mnoha diskus\u00edch se s um\u011blou inteligenc\u00ed st\u00e1le zach\u00e1z\u00ed jako s jak\u00fdmsi or\u00e1kulem: Pt\u00e1te se, dostanete odpov\u011b\u010f a hodnot\u00edte ji jako spr\u00e1vnou nebo \u0161patnou. Jako sparingpartner v\u0161ak AI funguje \u00fapln\u011b jinak. Neodpov\u00edd\u00e1 pouze na ot\u00e1zky - reaguje na my\u0161lenkov\u00e9 procesy.<br \/>\nTo je \u010din\u00ed cenn\u00fdmi. A z\u00e1rove\u0148 je odhaluje.<\/p>\n<p>Proto\u017ee nenahrazuje my\u0161len\u00ed, zralost ani zku\u0161enosti. Pouze odhaluje, co je k dispozici - a co ne. Ti, kdo p\u0159em\u00fd\u0161lej\u00ed strukturovan\u011b, z toho maj\u00ed prosp\u011bch. Ti, kte\u0159\u00ed hledaj\u00ed zkratky, rychle naraz\u00ed na sv\u00e9 limity.<\/p>\n<p>V tomto smyslu um\u011bl\u00e1 inteligence nezaru\u010duje pokrok. Je to zesilova\u010d. Jak pro srozumitelnost, tak pro nejednozna\u010dnost.<\/p>\n<h3>Pro\u010d je tento \u010dl\u00e1nek prakti\u010dt\u011bj\u0161\u00ed<\/h3>\n<p>P\u0159edchoz\u00ed text na toto t\u00e9ma <em>\u201eUm\u011bl\u00e1 inteligence jako sparingpartner\u201c<\/em> byla z\u00e1m\u011brn\u011b ponech\u00e1na z\u00e1kladn\u00ed. Tento \u010dl\u00e1nek jde o krok d\u00e1l - od kategorizace k praxi. Ne ve smyslu <em>\u201eTakhle se to d\u011bl\u00e1 spr\u00e1vn\u011b\u201c<\/em>, ale ve smyslu pozorov\u00e1n\u00ed, vzorc\u016f a my\u0161lenkov\u00fdch past\u00ed. Jde o ot\u00e1zky jako nap\u0159:<\/p>\n<ul>\n<li>Pro\u010d se dialogy um\u011bl\u00e9 inteligence v pr\u016fb\u011bhu \u010dasu m\u011bn\u00ed?<\/li>\n<li>Pro\u010d jsou dobr\u00e9 ot\u00e1zky d\u016fle\u017eit\u011bj\u0161\u00ed ne\u017e dobr\u00e9 modely?<\/li>\n<li>A pro\u010d je pro mnoho u\u017eivatel\u016f um\u011bl\u00e1 inteligence v ur\u010dit\u00e9m okam\u017eiku \u201ezklam\u00e1n\u00edm\u201c, zat\u00edmco jin\u00ed do n\u00ed pronikaj\u00ed st\u00e1le hloub\u011bji?<\/li>\n<\/ul>\n<p>Hlavn\u00ed teze zn\u00ed: um\u011bl\u00e1 inteligence nenahrazuje my\u0161len\u00ed, ale je pro n\u011bj vynikaj\u00edc\u00edm tr\u00e9ninkov\u00fdm n\u00e1strojem. Za p\u0159edpokladu, \u017ee jste p\u0159ipraveni sledovat sami sebe, jak to d\u011bl\u00e1te.<\/p>\n<p>Odtud stoj\u00ed za to pod\u00edvat se na z\u00e1klad ka\u017ed\u00e9 interakce: na samotnou ot\u00e1zku. Pr\u00e1v\u011b zde se toti\u017e rozhoduje o tom, zda vznikne dialog - nebo jen dal\u0161\u00ed n\u00e1hodn\u00e1 odpov\u011b\u010f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4996\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-schlechte-Fragen.jpg\" alt=\"\u0160patn\u00e9 ot\u00e1zky, \u0161patn\u00e9 v\u00fdsledky\" width=\"1536\" height=\"1024\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-schlechte-Fragen.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-schlechte-Fragen-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-schlechte-Fragen-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-schlechte-Fragen-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-schlechte-Fragen-18x12.jpg 18w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>\u0160patn\u00e9 ot\u00e1zky, \u0161patn\u00e9 v\u00fdsledky - nep\u0159\u00edjemn\u00fd z\u00e1kladn\u00ed z\u00e1kon<\/h2>\n<p>\u0160patn\u00e1 ot\u00e1zka je m\u00e1lokdy hloup\u00e1. Obvykle je nev\u00fdrazn\u00e1. A zaml\u017een\u00e9 ot\u00e1zky maj\u00ed tu nep\u0159\u00edjemnou vlastnost, \u017ee se zpo\u010d\u00e1tku jev\u00ed jako ne\u0161kodn\u00e9. P\u0159i pr\u00e1ci s um\u011blou inteligenc\u00ed jsou v\u0161ak okam\u017eit\u011b n\u00e1padn\u00e9 - ne proto, \u017ee by je um\u011bl\u00e1 inteligence kritizovala, ale proto, \u017ee odpov\u011bdi na n\u011b z\u016fst\u00e1vaj\u00ed nejasn\u00e9. Typick\u00fdmi charakteristikami \u0161patn\u00fdch ot\u00e1zek jsou<\/p>\n<ul>\n<li>nejasn\u00fd \u00fa\u010del (<em>\u201eChci vid\u011bt, co z toho vzejde.\u201c<\/em>),<\/li>\n<li>n\u011bkolik t\u00e9mat v jedn\u00e9 ot\u00e1zce,<\/li>\n<li>implicitn\u00ed p\u0159edpoklady, kter\u00e9 nejsou vyj\u00e1d\u0159eny,<\/li>\n<li>nebo skryt\u00e1 touha po potvrzen\u00ed m\u00edsto realizace.<\/li>\n<\/ul>\n<p>Rozhoduj\u00edc\u00edm faktorem je, \u017ee um\u011bl\u00e1 inteligence tyto nedostatky nedok\u00e1\u017ee vykompenzovat. Ani je nekompenzuje. Pracuje p\u0159esn\u011b s materi\u00e1lem, kter\u00fd j\u00ed zad\u00e1te. A pr\u00e1v\u011b proto se zpo\u010d\u00e1tku jev\u00ed pro mnoho u\u017eivatel\u016f jako zklam\u00e1n\u00ed - a\u010dkoli ve skute\u010dnosti je pouze konzistentn\u00ed.<\/p>\n<h3>Typick\u00e9 vzory z praxe<\/h3>\n<p>P\u0159i sv\u00e9 ka\u017edodenn\u00ed pr\u00e1ci se st\u00e1le znovu setk\u00e1v\u00e1me s ur\u010dit\u00fdmi ot\u00e1zkami. Na prvn\u00ed pohled zn\u011bj\u00ed rozumn\u011b, ale t\u00e9m\u011b\u0159 nevyhnuteln\u011b vedou k pr\u016fm\u011brn\u00fdm v\u00fdsledk\u016fm. Klasick\u00fdm p\u0159\u00edkladem je otev\u0159en\u00e1, ale bezc\u00edln\u00e1 ot\u00e1zka:<\/p>\n<blockquote><p><em>\u201eNapi\u0161te mi n\u011bco o...\u201c<\/em><\/p><\/blockquote>\n<p>Chyb\u00ed zde nejen kontext, ale tak\u00e9 rozhodnut\u00ed, k \u010demu je text pot\u0159ebn\u00fd, kdo ho m\u00e1 \u010d\u00edst a \u010deho m\u00e1 dos\u00e1hnout. UI logicky odpov\u00edd\u00e1 obecn\u011b. Dal\u0161\u00edm vzorem je implicitn\u00ed tvrzen\u00ed:<\/p>\n<blockquote><p><em>\u201e\u0158ekni mi, co je spr\u00e1vn\u00e9.\u201c<\/em><\/p><\/blockquote>\n<p>Nejde ani tak o ot\u00e1zku, jako sp\u00ed\u0161e o p\u0159enesen\u00ed odpov\u011bdnosti. Um\u011bl\u00e1 inteligence m\u016f\u017ee poskytnout perspektivu, zv\u00e1\u017eit argumenty, vysv\u011btlit souvislosti - ale nem\u016f\u017ee nahradit zralost. Pokud kladete takov\u00e9to ot\u00e1zky, \u010dasto dostanete odpov\u011bdi, kter\u00e9 v\u00e1m p\u0159ipadaj\u00ed spr\u00e1vn\u00e9, ale nejsou nosn\u00e9. Stejn\u011b tak je to b\u011b\u017en\u00e9:<\/p>\n<blockquote><p><em>\u201eUd\u011blej to l\u00e9pe.\u201c<\/em><\/p><\/blockquote>\n<p>Lep\u0161\u00ed ne\u017e co? Podle jak\u00fdch krit\u00e9ri\u00ed? Pro jak\u00fd \u00fa\u010del? Bez tohoto vyjasn\u011bn\u00ed z\u016fst\u00e1v\u00e1 slovo \u201elep\u0161\u00ed\u201c pr\u00e1zdnou slupkou - a odpov\u011b\u010f je odpov\u00eddaj\u00edc\u00edm zp\u016fsobem libovoln\u00e1.<\/p>\n<h3>Pro\u010d je zde AI nemilosrdn\u00e1<\/h3>\n<p>Na rozd\u00edl od lidsk\u00fdch partner\u016f v dialogu je um\u011bl\u00e1 inteligence zdvo\u0159il\u00e1, ale ne kompenza\u010dn\u00ed. Nesk\u00e1\u010de do \u0159e\u010di, kdy\u017e j\u00ed n\u011bco chyb\u00ed. Nepokl\u00e1d\u00e1 automaticky ot\u00e1zky, kdy\u017e jsou c\u00edle nejasn\u00e9. Neinterpretuje p\u0159\u00edzniv\u011b to, co jste mo\u017en\u00e1 m\u011bli na mysli.<\/p>\n<p>N\u011bkter\u00fdm u\u017eivatel\u016fm to p\u0159ipad\u00e1 chladn\u00e9 nebo mechanick\u00e9. Ve skute\u010dnosti je to siln\u00e1 str\u00e1nka. Pr\u00e1v\u011b to toti\u017e vytv\u00e1\u0159\u00ed transparentnost. Um\u011bl\u00e1 inteligence velmi rychle uk\u00e1\u017ee, kde byly my\u0161lenkov\u00e9 procesy zkratkovit\u00e9, kde je\u0161t\u011b nebyla u\u010din\u011bna rozhodnut\u00ed nebo kde si n\u011bco nalh\u00e1v\u00e1te.<\/p>\n<p>Dalo by se \u0159\u00edci, \u017ee um\u011bl\u00e1 inteligence nen\u00ed hrub\u00e1 - je p\u0159esn\u00e1.<\/p>\n<h3>Kdy\u017e se odpov\u011bdi zdaj\u00ed b\u00fdt libovoln\u00e9<\/h3>\n<p>\u010cast\u00fdm obvin\u011bn\u00edm je: <em>\u201eUm\u011bl\u00e1 inteligence p\u00ed\u0161e po\u0159\u00e1d to sam\u00e9.\u201c<\/em> V mnoha p\u0159\u00edpadech je to pravda - ale ne z d\u016fvodu, kter\u00fd si mo\u017en\u00e1 mysl\u00edte. Nejde o model, kter\u00fd je zam\u011bniteln\u00fd, ale o ot\u00e1zku.<\/p>\n<ul>\n<li>Pokud se zept\u00e1te obecn\u011b, dostanete obecn\u00e9 informace.<\/li>\n<li>Ti, kte\u0159\u00ed nezaujmou \u017e\u00e1dnou pozici, jsou vyrovn\u00e1ni.<\/li>\n<li>Pokud neur\u010d\u00edte sm\u011br, dos\u00e1hnete pr\u016fm\u011brnosti.<\/li>\n<\/ul>\n<p>Um\u011bl\u00e1 inteligence pak poskytuje texty, kter\u00e9 jsou jazykov\u011b spr\u00e1vn\u00e9, ale obsahov\u011b pr\u00e1zdn\u00e9. To je \u010dasto vy\u010d\u00edt\u00e1no syst\u00e9mu. Ve skute\u010dnosti to odhaluje struktur\u00e1ln\u00ed probl\u00e9m: ani ta nejlep\u0161\u00ed um\u011bl\u00e1 inteligence nem\u016f\u017ee dos\u00e1hnout ni\u010deho podstatn\u00e9ho bez ment\u00e1ln\u00edho z\u00e1kladu.<\/p>\n<h3>\u0160patn\u00e9 ot\u00e1zky jsou \u010dasto formou sebeobrany.<\/h3>\n<p>Nep\u0159\u00edjemn\u00e1 my\u0161lenka: \u0161patn\u00e9 ot\u00e1zky nejsou v\u017edy n\u00e1hoda. \u010casto chr\u00e1n\u00ed p\u0159ed jasnost\u00ed. Proto\u017ee jasnost m\u00e1 sv\u00e9 d\u016fsledky. Pokud kladete p\u0159esn\u00e9 ot\u00e1zky, nut\u00edte se zaujmout stanovisko, pojmenovat c\u00edle a stanovit priority.<\/p>\n<p>Neur\u010dit\u00e1 ot\u00e1zka v\u00e1m umo\u017en\u00ed, abyste se n\u00e1sledn\u011b nemuseli zavazovat. Odpov\u011b\u010f m\u016f\u017eete p\u0159ijmout nebo odm\u00edtnout, ani\u017e byste se museli pt\u00e1t sami sebe. UI se tak st\u00e1v\u00e1 dodavatelem - nikoli sparingpartnerem. Ale pr\u00e1v\u011b zde se promar\u0148uje potenci\u00e1l.<\/p>\n<h3>Z\u00e1kladn\u00ed z\u00e1kon p\u0159i pr\u00e1ci s UI<\/h3>\n<p>Nakonec lze celou v\u011bc zredukovat na jednoduch\u00fd, nep\u0159\u00edjemn\u00fd z\u00e1kladn\u00ed z\u00e1kon:<\/p>\n<blockquote><p>Kvalita odpov\u011bdi se odv\u00edj\u00ed od kvality ot\u00e1zky.<\/p><\/blockquote>\n<p>Ne line\u00e1rn\u00ed, ale konzistentn\u00ed. Nen\u00ed okam\u017eit\u011b viditeln\u00fd, ale je spolehliv\u00fd. Ka\u017ed\u00fd, kdo to za\u010dne br\u00e1t v\u00e1\u017en\u011b, z\u00e1sadn\u011b zm\u011bn\u00ed sv\u016fj p\u0159\u00edstup k UI. Ot\u00e1zka ji\u017e nebude vn\u00edm\u00e1na jako prost\u0159edek k dosa\u017een\u00ed c\u00edle, ale jako sou\u010d\u00e1st samotn\u00e9ho my\u0161lenkov\u00e9ho procesu. A pr\u00e1v\u011b v tomto bod\u011b za\u010d\u00edn\u00e1 p\u0159echod od pouh\u00e9ho pou\u017e\u00edv\u00e1n\u00ed ke skute\u010dn\u00e9mu dialogu.<\/p>\n<p>V dal\u0161\u00edm kroku je proto vhodn\u00e9 se na n\u011b pod\u00edvat bl\u00ed\u017ee: Co vlastn\u011b tvo\u0159\u00ed dobrou ot\u00e1zku - a pro\u010d je t\u00e9m\u011b\u0159 v\u017edy v\u00fdsledkem ji\u017e vykonan\u00e9 pr\u00e1ce?<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4997\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-gute-Fragen.jpg\" alt=\"Dobr\u00e9 ot\u00e1zky, dobr\u00e9 v\u00fdsledky\" width=\"1536\" height=\"1024\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-gute-Fragen.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-gute-Fragen-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-gute-Fragen-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-gute-Fragen-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-gute-Fragen-18x12.jpg 18w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>Dobr\u00e9 ot\u00e1zky jsou strukturovan\u00e9 my\u0161lenky<\/h2>\n<p>Obecn\u011b se p\u0159edpokl\u00e1d\u00e1, \u017ee dobr\u00e9 ot\u00e1zky jsou ot\u00e1zkou spr\u00e1vn\u00e9 formulace. Sta\u010d\u00ed jen trochu doladit a up\u0159esnit p\u00e1r slov - a z pr\u016fm\u011brn\u00e9ho dotazu se stane dobr\u00fd. V praxi se v\u0161ak ukazuje n\u011bco jin\u00e9ho: dobr\u00e9 ot\u00e1zky m\u00e1lokdy vznikaj\u00ed spont\u00e1nn\u011b. T\u00e9m\u011b\u0159 v\u017edy jsou v\u00fdsledkem p\u0159\u00edpravn\u00e9 pr\u00e1ce.<\/p>\n<p>D\u0159\u00edve ne\u017e je mo\u017en\u00e9 polo\u017eit dobrou ot\u00e1zku, n\u011bco se ji\u017e v mysli odehr\u00e1lo. Bylo provedeno rozli\u0161en\u00ed, alespo\u0148 p\u0159ibli\u017en\u011b definov\u00e1n c\u00edl, z\u00fa\u017een probl\u00e9m. Ot\u00e1zka pak nen\u00ed po\u010d\u00e1tkem my\u0161len\u00ed, ale jeho viditeln\u00fdm vyj\u00e1d\u0159en\u00edm. Ka\u017ed\u00fd, kdo se sna\u017e\u00ed p\u0159enechat my\u0161len\u00ed um\u011bl\u00e9 inteligenci, rychle zjist\u00ed, \u017ee tato p\u0159\u00edpravn\u00e1 pr\u00e1ce chyb\u00ed - a \u017ee ji nelze p\u0159esko\u010dit.<\/p>\n<p>V tomto smyslu nen\u00ed dobr\u00e1 ot\u00e1zka trikem, ale vedlej\u0161\u00edm produktem jasnosti.<\/p>\n<h3>P\u0159em\u00fd\u0161len\u00ed p\u0159ed v\u00fdzvou<\/h3>\n<p>Ka\u017ed\u00fd, kdo pracuje s um\u011blou inteligenc\u00ed, si \u010dasem vytvo\u0159\u00ed cit pro to, kdy je podn\u011bt \u201eje\u0161t\u011b nep\u0159ipraven\u201c. \u010casto se to projevuje jako vnit\u0159n\u00ed v\u00e1h\u00e1n\u00ed: n\u011bco zad\u00e1te, znovu to sma\u017eete, p\u0159eformulujete. Ne proto, \u017ee by chyb\u011bla slova, ale proto, \u017ee my\u0161lenka sama je\u0161t\u011b nen\u00ed p\u0159ipraven\u00e1.<\/p>\n<p>Toto zav\u00e1h\u00e1n\u00ed nen\u00ed p\u0159ek\u00e1\u017ekou, ale sign\u00e1lem. Nazna\u010duje, \u017ee vlastn\u00ed p\u0159em\u00fd\u0161len\u00ed je\u0161t\u011b nebylo dokon\u010deno. Pokud se v t\u00e9to chv\u00edli p\u0159esto zept\u00e1te, dostanete odpov\u011b\u010f - ta v\u0161ak nevyhnuteln\u011b z\u016fstane povrchn\u00ed. Um\u011bl\u00e1 inteligence odpov\u00edd\u00e1 spr\u00e1vn\u011b, ale ne do hloubky. Pouze tehdy, kdy\u017e je to jasn\u00e9:<\/p>\n<ul>\n<li>O co vlastn\u011b jde,<\/li>\n<li>pro\u010d je tato ot\u00e1zka nyn\u00ed aktu\u00e1ln\u00ed,<\/li>\n<li>a co by se m\u011blo ud\u011blat s odpov\u011bd\u00ed,<\/li>\n<\/ul>\n<p>vyvst\u00e1v\u00e1 ot\u00e1zka, kter\u00e1 je nositelem dialogu. V\u0161e ostatn\u00ed je jen p\u0159edmluva.<\/p>\n<h3>Charakteristiky dobr\u00fdch ot\u00e1zek<\/h3>\n<p>Dobr\u00e9 ot\u00e1zky maj\u00ed ur\u010dit\u00e9 vlastnosti. Ne jako kontroln\u00ed seznam, ale jako opakuj\u00edc\u00ed se vzorce. Vytv\u00e1\u0159ej\u00ed kontext. UI v\u00ed, v jak\u00e9m kontextu odpov\u00edd\u00e1, jakou perspektivu by m\u011bla zaujmout a co u\u017e je zn\u00e1mo.<\/p>\n<ul>\n<li>Vyjmenujte c\u00edl. Ne nutn\u011b v\u00fdsledek, ale sm\u011br.<\/li>\n<li>Stanovte si limity. Co nen\u00ed my\u0161leno? Kter\u00e9 aspekty jsou z\u00e1m\u011brn\u011b vylou\u010deny?<\/li>\n<li>A umo\u017e\u0148uj\u00ed otev\u0159enost. Nejsou to maskovan\u00e9 pokyny, ale skute\u010dn\u00e9 hleda\u010dsk\u00e9 pohyby.<\/li>\n<\/ul>\n<p>Je patrn\u00e9, \u017ee dobr\u00e9 ot\u00e1zky se \u010dasto zdaj\u00ed b\u00fdt del\u0161\u00ed a slo\u017eit\u011bj\u0161\u00ed ne\u017e ty \u0161patn\u00e9. Ne proto, \u017ee by byly slo\u017eit\u011bj\u0161\u00ed, ale proto, \u017ee jsou p\u0159esn\u011bj\u0161\u00ed. Obsahuj\u00ed toti\u017e ji\u017e ment\u00e1ln\u00ed pr\u00e1ci.<\/p>\n<h3>Praktick\u00fd p\u0159\u00edklad: od chud\u00fdch k udr\u017eiteln\u00fdm<\/h3>\n<p>Rozd\u00edl ilustruje jednoduch\u00fd p\u0159\u00edklad. \u0160patn\u00e1 ot\u00e1zka by mohla zn\u00edt:<\/p>\n<blockquote><p><em>\u201eNapi\u0161te mi text o um\u011bl\u00e9 inteligenci a my\u0161len\u00ed.\u201c<\/em><\/p><\/blockquote>\n<p>Odpov\u011b\u010f na tuto ot\u00e1zku z\u016fstane nevyhnuteln\u011b obecn\u00e1. UI nev\u00ed, komu je text ur\u010den, ani jak\u00fd postoj m\u00e1 zaujmout a jak\u00fd \u00fa\u010del pln\u00ed. Lep\u0161\u00ed mo\u017enost\u00ed by bylo:<\/p>\n<blockquote><p><em>\u201eNapi\u0161te mi v\u011bcn\u00fd \u010dl\u00e1nek o tom, jak v\u00e1m m\u016f\u017ee um\u011bl\u00e1 inteligence pomoci myslet.\u201c<\/em><\/p><\/blockquote>\n<p>Tato ot\u00e1zka ji\u017e byla z\u00fa\u017eena, ale z\u016fst\u00e1v\u00e1 nejasn\u00e1. Jak pomoci? Komu pomoci? V jak\u00e9m kontextu? Koneckonc\u016f, dobr\u00e1 ot\u00e1zka by mohla vypadat takto:<\/p>\n<blockquote><p><em>\u201eCht\u011bl bych napsat klidn\u00fd, netechnick\u00fd \u010dl\u00e1nek pro zku\u0161en\u00e9 \u010dten\u00e1\u0159e, ve kter\u00e9m nen\u00ed um\u011bl\u00e1 inteligence pops\u00e1na jako \u0159e\u0161en\u00ed, ale jako zrcadlo vlastn\u00edho my\u0161len\u00ed. Kter\u00e9 \u00fast\u0159edn\u00ed linie argumentace jsou k tomu vhodn\u00e9 - a v \u010dem spo\u010d\u00edvaj\u00ed typick\u00e1 nedorozum\u011bn\u00ed?\u201c<\/em><\/p><\/blockquote>\n<p>My\u0161len\u00ed je zde ji\u017e patrn\u00e9. Um\u011bl\u00e1 inteligence dok\u00e1\u017ee propojovat, prohlubovat, rozporovat a strukturovat. Ne proto, \u017ee by byla chyt\u0159ej\u0161\u00ed, ale proto, \u017ee nyn\u00ed v\u00ed, kde m\u00e1 zakotvit.<\/p>\n<h3>Pro\u010d jsou dobr\u00e9 ot\u00e1zky vy\u010derp\u00e1vaj\u00edc\u00ed<\/h3>\n<p>Dobr\u00e9 ot\u00e1zky stoj\u00ed energii. Vy\u017eaduj\u00ed rozhodnut\u00ed je\u0161t\u011b p\u0159edt\u00edm, ne\u017e na n\u011b dostaneme odpov\u011b\u010f. Mus\u00edte se zav\u00e1zat, ani\u017e byste ji\u017e v\u011bd\u011bli, zda m\u00e1te pravdu. Pr\u00e1v\u011b proto se jim \u010dasto vyh\u00fdb\u00e1me.<\/p>\n<p>\u0160patn\u00e9 ot\u00e1zky jsou v\u00fdhodn\u00e9. Nech\u00e1vaj\u00ed v\u0161echny mo\u017enosti otev\u0159en\u00e9. Dobr\u00e9 ot\u00e1zky naopak mo\u017enosti vylu\u010duj\u00ed. Nut\u00ed v\u00e1s zaujmout vlastn\u00ed pozici. A pr\u00e1v\u011b v tom spo\u010d\u00edv\u00e1 jejich hodnota.<\/p>\n<p>Tento rozd\u00edl se projev\u00ed zejm\u00e9na p\u0159i pr\u00e1ci s um\u011blou inteligenc\u00ed. Um\u011bl\u00e1 inteligence p\u0159ij\u00edm\u00e1 \u0161patn\u00e9 i dobr\u00e9 ot\u00e1zky. Odm\u011b\u0148uje v\u0161ak pouze jednu z nich.<\/p>\n<h3>Skute\u010dn\u00fd v\u00fdkon le\u017e\u00ed p\u0159ed odpov\u011bd\u00ed<\/h3>\n<p>Pou\u017eit\u00ed um\u011bl\u00e9 inteligence jako sparingpartnera m\u011bn\u00ed zam\u011b\u0159en\u00ed. V centru u\u017e nen\u00ed odpov\u011b\u010f, ale zp\u016fsob, jak se k n\u00ed dostat. Ot\u00e1zka se st\u00e1v\u00e1 n\u00e1strojem my\u0161len\u00ed. Pom\u00e1h\u00e1 vytvo\u0159it \u0159\u00e1d p\u0159edt\u00edm, ne\u017e se p\u0159idaj\u00ed vn\u011bj\u0161\u00ed perspektivy. V tomto smyslu nen\u00ed dobr\u00e1 ot\u00e1zka po\u017eadavkem na UI. Je to sebevyjasn\u011bn\u00ed, kter\u00e9 se n\u00e1sledn\u011b zrcadl\u00ed. Odpov\u011b\u010f pak ji\u017e nen\u00ed z\u00e1v\u011brem, ale dal\u0161\u00edm krokem v my\u0161lenkov\u00e9m procesu.<\/p>\n<p>A pr\u00e1v\u011b tady se dialog za\u010d\u00edn\u00e1 m\u011bnit - ne n\u00e1hle, ale postupn\u011b. Jak k t\u00e9to zm\u011bn\u011b doch\u00e1z\u00ed a pro\u010d to trv\u00e1 dlouho, je p\u0159edm\u011btem dal\u0161\u00ed kapitoly.<\/p>\n<h3>Um\u011bn\u00ed pob\u00edzet: p\u0159em\u00fd\u0161let jazykem m\u00edsto vyd\u00e1v\u00e1n\u00ed p\u0159\u00edkaz\u016f<\/h3>\n<p>V t\u00e9to epizod\u011b <a href=\"https:\/\/www.princi.ch\" target=\"_blank\" rel=\"noopener\">Salvatore Princi<\/a>, pro\u010d kvalita odpov\u011bdi um\u011bl\u00e9 inteligence z\u00e1vis\u00ed m\u00e9n\u011b na syst\u00e9mu ne\u017e na polo\u017een\u00e9 ot\u00e1zce. Prompting nen\u00ed ch\u00e1p\u00e1n jako technick\u00fd trik, ale jako filozofick\u00e1 discipl\u00edna: prompt nen\u00ed p\u0159\u00edkaz, ale my\u0161lenkov\u00fd pohyb. Tematizov\u00e1na je dvojzna\u010dnost, z\u00e1m\u011br a metaperspektiva - jin\u00fdmi slovy jazykov\u00e9 jemnosti, kter\u00e9 ur\u010duj\u00ed hloubku a sm\u011br odpov\u011bdi. Ti, kdo v\u011bdom\u011b kladou ot\u00e1zky, pou\u017e\u00edvaj\u00ed jazyk jako n\u00e1stroj pozn\u00e1n\u00ed a z\u00e1rove\u0148 reflektuj\u00ed vlastn\u00ed zp\u016fsob my\u0161len\u00ed.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_RUzX2O_TGZs\"><div id=\"lyte_RUzX2O_TGZs\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2FRUzX2O_TGZs%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/RUzX2O_TGZs\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FRUzX2O_TGZs%2F0.jpg\" alt=\"Miniatura videa na YouTube\" width=\"640\" height=\"340\" \/><br \/>Pod\u00edvejte se na toto video na YouTube<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nJak myslet s um\u011blou inteligenc\u00ed - filozofie, jazyk a pohotov\u00e1 inteligence | <a href=\"https:\/\/www.youtube.com\/@salvatoreprinci\" target=\"_blank\" rel=\"nofollow noopener\">Salvatore Princi<\/a><\/p>\n<p>Poselstv\u00ed: lep\u0161\u00ed ot\u00e1zky vedou nejen k lep\u0161\u00edm odpov\u011bd\u00edm, ale tak\u00e9 k jasn\u011bj\u0161\u00edmu a p\u0159em\u00fd\u0161liv\u011bj\u0161\u00edmu my\u0161len\u00ed - zejm\u00e9na pro mana\u017eery, strat\u00e9gy a kreativce.<\/p>\n<h2>Dialog se m\u011bn\u00ed - pokud to dovol\u00edte<\/h2>\n<p>T\u00e9m\u011b\u0159 ka\u017ed\u00fd, kdo za\u010d\u00edn\u00e1 pravideln\u011b pracovat s UI, proch\u00e1z\u00ed zpo\u010d\u00e1tku stejnou f\u00e1z\u00ed. Polo\u017e\u00edte ot\u00e1zku, dostanete odpov\u011b\u010f - a jste roz\u010darov\u00e1ni. P\u0159\u00edli\u0161 obecn\u00e9, p\u0159\u00edli\u0161 hladk\u00e9, m\u00e1lo v\u011bcn\u00e9. UI funguje jako dob\u0159e formulovan\u00fd, ale nakonec libovoln\u00fd gener\u00e1tor textu.<\/p>\n<p>Tato frustrace nen\u00ed zn\u00e1mkou selh\u00e1n\u00ed, ale p\u0159echodn\u00e9ho stavu. Obvykle vznik\u00e1 tam, kde se o\u010dek\u00e1v\u00e1n\u00ed a p\u0159\u00edstup neshoduj\u00ed. Pokud polo\u017e\u00edte um\u011bl\u00e9 inteligenci ot\u00e1zky jako vyhled\u00e1va\u010di nebo copywriterovi, dostanete p\u0159esn\u011b to: u\u017eite\u010dn\u00e9, ale zam\u011bniteln\u00e9 v\u00fdsledky. Skute\u010dn\u00fd dialog v tomto bod\u011b je\u0161t\u011b ani neza\u010dal.<\/p>\n<p>Mnoz\u00ed zde odpadaj\u00ed. Zm\u011bn\u00ed model, hledaj\u00ed lep\u0161\u00ed podn\u011bty nebo prohl\u00e1s\u00ed t\u00e9ma za p\u0159ece\u0148ovan\u00e9. Probl\u00e9m m\u00e1lokdy spo\u010d\u00edv\u00e1 v UI - ale v nedostatku prostoru pro rozvoj v r\u00e1mci konverzace.<\/p>\n<h3>Druh\u00e1 f\u00e1ze: brou\u0161en\u00ed, dotazy, brou\u0161en\u00ed<\/h3>\n<p>Pokud v tom budete pokra\u010dovat, za\u010dnete nakonec pracovat jinak. Prvn\u00ed odpov\u011b\u010f u\u017e nevn\u00edm\u00e1te jako v\u00fdsledek, ale jako pracovn\u00ed materi\u00e1l. Up\u0159es\u0148ujete, rozporujete, dopl\u0148ujete, zu\u017eujete. Ot\u00e1zky se zkracuj\u00ed nebo prodlu\u017euj\u00ed, ale st\u00e1vaj\u00ed se soust\u0159ed\u011bn\u011bj\u0161\u00edmi.<\/p>\n<p>V t\u00e9to f\u00e1zi se n\u011bco z\u00e1sadn\u00edho m\u011bn\u00ed: U\u017eivatel za\u010d\u00edn\u00e1 p\u0159em\u00fd\u0161let spolu s UI - ne u\u017e jen o n\u00ed. Odpov\u011bdi se st\u00e1vaj\u00ed diferencovan\u011bj\u0161\u00edmi, ne proto, \u017ee by se UI \u201eu\u010dila\u201c, ale proto, \u017ee kontext se st\u00e1v\u00e1 hust\u0161\u00edm. V chatu se rozv\u00edj\u00ed vnit\u0159n\u00ed logika. D\u0159\u00edv\u011bj\u0161\u00ed v\u00fdroky maj\u00ed \u00fa\u010dinek, pojmy nab\u00fdvaj\u00ed v\u00fdznamu, my\u0161lenkov\u00e9 linie pokra\u010duj\u00ed. Dialog z\u00edsk\u00e1v\u00e1 na hloubce - pomalu, ale znateln\u011b.<\/p>\n<h3>Osv\u011bd\u010den\u00e1 strategie: nejprve vytvo\u0159it kontext, pak pracovat<\/h3>\n<p>Jednoduch\u00fd, ale \u00fa\u010dinn\u00fd postup se hod\u00ed pr\u00e1v\u011b na tomto m\u00edst\u011b. Zejm\u00e9na u slo\u017eit\u011bj\u0161\u00edch t\u00e9mat \u010dasto neza\u010d\u00edn\u00e1m samotn\u00fdm \u00fakolem, ale p\u0159edb\u011b\u017enou \u017e\u00e1dost\u00ed:<\/p>\n<blockquote><p><em>\"<\/em><em>Nejprve si t\u00e9ma prozkoumejte. Shr\u0148te relevantn\u00ed podklady, postoje nebo typick\u00e9 argumenta\u010dn\u00ed linie.\u201c<\/em><\/p><\/blockquote>\n<p>To m\u00e1 n\u011bkolik \u00fa\u010dink\u016f. Zaprv\u00e9 se okam\u017eit\u011b vytvo\u0159\u00ed spole\u010dn\u00fd referen\u010dn\u00ed r\u00e1mec. UI nepracuje ve vakuu, ale na z\u00e1klad\u011b explicitn\u011b stanoven\u00e9 znalostn\u00ed b\u00e1ze. Zadruh\u00e9 se t\u00edm chat v\u00edce \u201euzemn\u00ed\u201c. Vyjas\u0148uj\u00ed se pojmy, omezuje se opakov\u00e1n\u00ed a nedorozum\u011bn\u00ed vych\u00e1zej\u00ed d\u0159\u00edve najevo.<\/p>\n<p>P\u0159edev\u0161\u00edm se v\u0161ak zm\u011bn\u00ed v\u00e1\u0161 vlastn\u00ed postoj. Nevstupujete do dialogu s hotov\u00fdm o\u010dek\u00e1v\u00e1n\u00edm, ale s otev\u0159enou pracovn\u00ed pozic\u00ed. Dialog neza\u010d\u00edn\u00e1 \u0159e\u0161en\u00edm, ale orientac\u00ed. T\u00edm se v\u011bci zpomaluj\u00ed - a paradoxn\u011b se zvy\u0161uje kvalita v\u00fdsledk\u016f.<\/p>\n<h3>T\u0159et\u00ed f\u00e1ze: dialog m\u00edsto dotaz\u016f<\/h3>\n<p>V ur\u010dit\u00e9m okam\u017eiku se vztah zm\u011bn\u00ed. Um\u011bl\u00e1 inteligence ji\u017e nen\u00ed strojem na odpov\u011bdi, ale partnerem pro dialog v prav\u00e9m slova smyslu. Ne proto, \u017ee by m\u011bla v\u011bdom\u00ed, ale proto, \u017ee ji u\u017eivatel za\u010dne takto pou\u017e\u00edvat.<\/p>\n<ul>\n<li>Odpov\u011bdi se st\u00e1vaj\u00ed dopl\u0148uj\u00edc\u00edmi ot\u00e1zkami.<\/li>\n<li>Texty se st\u00e1vaj\u00ed surovinou.<\/li>\n<li>My\u0161lenky se zrcadl\u00ed, nikoliv nahrazuj\u00ed.<\/li>\n<\/ul>\n<p>V t\u00e9to f\u00e1zi ji\u017e nekladete um\u011bl\u00e9 inteligenci ot\u00e1zky jen proto, abyste n\u011bco z\u00edskali, ale abyste n\u011bco otestovali. UI slou\u017e\u00ed jako rezonan\u010dn\u00ed komora. Uchov\u00e1v\u00e1 my\u0161lenky, t\u0159\u00edd\u00ed je, porovn\u00e1v\u00e1 je. A n\u011bkdy tak\u00e9 uk\u00e1\u017ee, \u017ee my\u0161lenka je\u0161t\u011b nen\u00ed \u017eivotaschopn\u00e1.<\/p>\n<h3>Pro\u010d mnoz\u00ed tohoto bodu nikdy nedos\u00e1hnou<\/h3>\n<p>P\u0159echod do t\u00e9to t\u0159et\u00ed f\u00e1ze je nev\u00fdrazn\u00fd. Neexistuje \u017e\u00e1dn\u00fd aha moment, \u017e\u00e1dn\u00e1 nov\u00e1 funkce, \u017e\u00e1dn\u00fd zvl\u00e1\u0161tn\u00ed podn\u011bt. Je to ot\u00e1zka trp\u011blivosti - a ochoty pozorovat s\u00e1m sebe v procesu my\u0161len\u00ed.<\/p>\n<p>Mnoz\u00ed zde neusp\u011bj\u00ed kv\u016fli um\u011bl\u00e9 inteligenci, ale kv\u016fli sv\u00e9 vlastn\u00ed netrp\u011blivosti. O\u010dek\u00e1vaj\u00ed efektivitu tam, kde je ve skute\u010dnosti vy\u017eadov\u00e1na vysp\u011blost. Cht\u011bj\u00ed v\u00fdsledky, ani\u017e by museli j\u00edt na doraz. Ale pr\u00e1v\u011b tato cesta je skute\u010dnou hodnotou. Pokud to dovol\u00edte, za\u017eijete tich\u00fd posun: AI se nezlep\u0161\u00ed - ale dialog ano. A s n\u00edm i va\u0161e vlastn\u00ed my\u0161len\u00ed.<\/p>\n<hr \/>\n<h3>Aktu\u00e1ln\u00ed pr\u016fzkum pou\u017e\u00edv\u00e1n\u00ed m\u00edstn\u00edch syst\u00e9m\u016f um\u011bl\u00e9 inteligence<\/h3>\n<div class='bootstrap-yop yop-poll-mc'>\n\t\t\t\t\t\t\t<div class=\"basic-yop-poll-container\" style=\"background-color:#ffffff; border:0px; border-style:solid; border-color:#000000; border-radius:5px; padding:0px 5px;\" data-id=\"9\" data-temp=\"basic-pretty\" data-skin=\"square\" data-cscheme=\"blue\" data-cap=\"0\" data-access=\"guest\" data-tid=\"\" data-uid=\"b56768e0e0dc7bcca398f2d6b6dcb019\" data-pid=\"4945\" data-resdet=\"votes-number,percentages\" data-show-results-to=\"guest\" data-show-results-moment=\"after-vote\" data-show-results-only=\"false\" data-show-message=\"true\" data-show-results-as=\"bar\" data-sort-results-by=\"as-defined\" data-sort-results-rule=\"asc\"data-is-ended=\"0\" data-percentages-decimals=\"2\" data-gdpr=\"no\" data-gdpr-sol=\"consent\" data-css=\".basic-yop-poll-container[data-uid] .basic-vote {\t\t\t\t\t\t\t\t\ttext-align: center;\t\t\t\t\t\t\t\t}\" data-counter=\"0\" data-load-with=\"1\" data-notification-section=\"top\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"basic-inner\"><div class=\"basic-message hide\" style=\"border-left: 10px solid #008000; padding: 0px 10px;\" data-error=\"#ff0000\" data-success=\"#008000\"><p class=\"basic-message-text\" style=\"color:#000000; font-size:14px; font-weight:normal;\"><\/p><\/div><div class=\"basic-overlay hide\"><div class=\"basic-vote-options\"><\/div><div class=\"basic-preloader\"><div class=\"basic-windows8\"><div class=\"basic-wBall basic-wBall_1\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_2\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_3\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_4\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_5\"><div class=\"basic-wInnerBall\"><\/div><\/div><\/div><\/div><\/div><form class=\"basic-form\" action=\"\"><input type=\"hidden\" name=\"_token\" value=\"2cc13f66c3\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"9\" data-uid=\"2e1f58f74703fbc39290772d20eed5ff\" data-type=\"question\" data-question-type=\"text\" data-required=\"yes\" data-allow-multiple=\"no\" data-min=\"1\" data-max=\"7\" data-display=\"vertical\" data-colnum=\"\" data-display-others=\"no\" data-others-color=\"\" data-others=\"\" data-others-max-chars=\"0\"><div class=\"basic-question-title\"><h5 style=\"color:#000000; font-size:16px; font-weight:normal; text-align:left;\">Co si mysl\u00edte o lok\u00e1ln\u011b provozovan\u00e9m softwaru AI, jako je MLX nebo Ollama?<\/h5><\/div><ul class=\"basic-answers\"><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"45\" data-type=\"text\" data-vn=\"128\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[45]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[45]\" name=\"answer[9]\" value=\"45\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">D\u016fmysln\u00e9 - kone\u010dn\u011b nez\u00e1visl\u00e9 na cloudu<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"46\" data-type=\"text\" data-vn=\"24\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[46]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[46]\" name=\"answer[9]\" value=\"46\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Zaj\u00edmav\u00e9, ale (st\u00e1le) p\u0159\u00edli\u0161 slo\u017eit\u00e9<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"47\" data-type=\"text\" data-vn=\"25\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[47]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[47]\" name=\"answer[9]\" value=\"47\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Brzy to vyzkou\u0161\u00edm<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"48\" data-type=\"text\" data-vn=\"5\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[48]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[48]\" name=\"answer[9]\" value=\"48\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Nepot\u0159ebuji ho - cloud mi sta\u010d\u00ed.<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"49\" data-type=\"text\" data-vn=\"3\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[49]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[49]\" name=\"answer[9]\" value=\"49\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Nev\u00edm p\u0159esn\u011b, o \u010dem to je.<\/span><\/label><\/div><\/li><\/ul><\/div><div class=\"clearfix\"><\/div><\/div><div class=\"basic-vote\"><a href=\"#\" class=\"button basic-vote-button\" role=\"button\" style=\"background:#027bb8; border:0px; border-style: solid; border-color:#000000; border-radius:5px; padding:10px 10px; color:#ffffff; font-size:14px; font-weight:normal;\">Hlasujte na<\/a><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"cs\"\/><\/form><\/div><\/div><\/div><\/div>\n\t\t\t\t\t\t<\/div>\n<hr \/>\n<h2>Um\u011bl\u00e1 inteligence si vynucuje ment\u00e1ln\u00ed discipl\u00ednu - a\u0165 se v\u00e1m to l\u00edb\u00ed, nebo ne<\/h2>\n<p>P\u0159i jedn\u00e1n\u00ed s um\u011blou inteligenc\u00ed se projevuje n\u011bco, co v lidsk\u00e9m dialogu \u010dasto z\u016fst\u00e1v\u00e1 skryto: Nen\u00ed zde m\u00edsto pro rozpory. UI nereaguje podr\u00e1\u017ed\u011bn\u011b, nemra\u010d\u00ed se, nenech\u00e1v\u00e1 rozpory ze zdvo\u0159ilosti. Zpracov\u00e1v\u00e1 to, co j\u00ed zad\u00e1te - d\u016fsledn\u011b a bez ohledu na vnit\u0159n\u00ed logick\u00e9 chyby.<\/p>\n<p>To vede k tomu, \u017ee rozpory jsou n\u00e1hle viditeln\u00e9. Pojmy, kter\u00e9 jste pova\u017eovali za jednozna\u010dn\u00e9, se uk\u00e1\u017e\u00ed jako dvojzna\u010dn\u00e9. Argumenty, kter\u00e9 ve va\u0161\u00ed hlav\u011b do sebe zapadaj\u00ed, stoj\u00ed vedle sebe, ani\u017e by se skute\u010dn\u011b spojovaly. C\u00edle si navz\u00e1jem odporuj\u00ed, ani\u017e byste si to uv\u011bdomovali.<\/p>\n<p>Um\u011bl\u00e1 inteligence to aktivn\u011b neprozrazuje. Prozrazuje to nep\u0159\u00edmo - prost\u0159ednictv\u00edm odpov\u011bd\u00ed, kter\u00e9 se vyh\u00fdbaj\u00ed, vyrovn\u00e1vaj\u00ed nebo rozch\u00e1zej\u00ed. Pokud se pod\u00edv\u00e1te pozorn\u011bji, zjist\u00edte, \u017ee nekonzistentn\u00ed nen\u00ed UI, ale jej\u00ed po\u010d\u00e1te\u010dn\u00ed my\u0161len\u00ed.<\/p>\n<h3>Nep\u0159esn\u00e9 term\u00edny, rozmazan\u00e9 \u00farovn\u011b<\/h3>\n<p>\u010cast\u00fdm kamenem \u00farazu je samotn\u00fd jazyk. Mnoho pojm\u016f se v ka\u017edodenn\u00edm \u017eivot\u011b pou\u017e\u00edv\u00e1 voln\u011b, ani\u017e by byly jasn\u011b definov\u00e1ny. V dialogu s lidmi to funguje, proto\u017ee kontext a zku\u0161enosti v\u0161e vyva\u017euj\u00ed. V dialogu s um\u011blou inteligenc\u00ed to nefunguje.<\/p>\n<p>Pojmy jako \u201e\u00fasp\u011bch\u201c, \u201ekvalita\u201c, \u201estrategie\u201c, \u201epravda\u201c nebo \u201elep\u0161\u00ed\u201c jsou bez p\u0159esnosti pr\u00e1zdn\u00e9. Um\u011bl\u00e1 inteligence je napl\u0148uje statistickou pr\u016fm\u011brnost\u00ed. V\u00fdsledek se zd\u00e1 b\u00fdt spr\u00e1vn\u00fd, ale bezduch\u00fd. Teprve kdy\u017e za\u010dnete zu\u017eovat pojmy, odd\u011blovat \u00farovn\u011b a odhalovat p\u0159edpoklady, odpov\u011b\u010f se zm\u011bn\u00ed.<\/p>\n<p>Um\u011bl\u00e1 inteligence n\u00e1s tak nut\u00ed k my\u0161lenkov\u00e9mu pohybu, kter\u00e9mu se obvykle r\u00e1di vyh\u00fdb\u00e1me: k jasn\u00e9mu odd\u011blen\u00ed n\u00e1zoru, pozorov\u00e1n\u00ed, c\u00edle a hodnocen\u00ed. Ne z pedagogick\u00e9 horlivosti, ale ze struktur\u00e1ln\u00ed nutnosti.<\/p>\n<h3>My\u0161lenkov\u00e1 k\u00e1ze\u0148 jako vedlej\u0161\u00ed \u00fa\u010dinek<\/h3>\n<p>Pro mnoh\u00e9 je tato zku\u0161enost zpo\u010d\u00e1tku stresuj\u00edc\u00ed. Um\u011bl\u00e1 inteligence to \u201eneusnad\u0148uje\u201c. Ned\u011bl\u00e1 pr\u00e1ci za v\u00e1s, ale vrac\u00ed v\u00e1m ji v rafinovan\u011bj\u0161\u00ed podob\u011b. To, co chyb\u00ed, je t\u0159eba doplnit. To, co je rozmazan\u00e9, se v odpov\u011bdi objev\u00ed pr\u00e1zdn\u00e9.<\/p>\n<p>Ale pr\u00e1v\u011b v tom spo\u010d\u00edv\u00e1 hodnota. Discipl\u00edna my\u0161len\u00ed zde nevznik\u00e1 jako z\u00e1m\u011br, ale jako vedlej\u0161\u00ed efekt. Pokud chcete u\u017eite\u010dn\u00e9 odpov\u011bdi, mus\u00edte se vyjad\u0159ovat jasn\u011bji. Chcete-li j\u00edt hloub\u011bji, mus\u00edte myslet jasn\u011bji. Um\u011bl\u00e1 inteligence neodm\u011b\u0148uje kreativitu ve vakuu, ale strukturu.<\/p>\n<p>To je v dob\u011b, kdy je mnoho syst\u00e9m\u016f navr\u017eeno tak, aby zakr\u00fdvaly nejasnosti, neobvykl\u00e9. Um\u011bl\u00e1 inteligence d\u011bl\u00e1 prav\u00fd opak. Posiluje to, co ji\u017e existuje - nut\u00ed v\u00e1s k rozhodnut\u00ed: bu\u010f si to vyjasn\u00edte, nebo z\u016fstanete na povrchu.<\/p>\n<h3>Pro\u010d to vyvol\u00e1v\u00e1 odpor<\/h3>\n<p>Ne ka\u017ed\u00fd tuto formu zp\u011btn\u00e9 vazby ocen\u00ed. N\u011bkte\u0159\u00ed ji vn\u00edmaj\u00ed jako chladnou, jin\u00ed jako pou\u010dov\u00e1n\u00ed a dal\u0161\u00ed jako frustruj\u00edc\u00ed. Ve skute\u010dnosti je odpor m\u00e1lokdy nam\u00ed\u0159en proti samotn\u00e9 UI. Je nam\u00ed\u0159en proti na\u0161\u00ed vlastn\u00ed nesoust\u0159ed\u011bnosti, kter\u00e1 se n\u00e1hle st\u00e1v\u00e1 viditelnou.<\/p>\n<p>Discipl\u00edna my\u0161len\u00ed je nep\u0159\u00edjemn\u00e1. Vy\u017eaduje, abychom pe\u010dliv\u011b zkoumali sv\u00e9 p\u0159edpoklady, zauj\u00edmali stanoviska a sn\u00e1\u0161eli rozpory. Um\u011bl\u00e1 inteligence tento proces urychluje - ne n\u00e1tlakem, ale d\u016fslednost\u00ed. Reaguje v\u017edy stejn\u00fdm zp\u016fsobem: na to, co je.<\/p>\n<p>Ti, kte\u0159\u00ed jsou p\u0159ipraveni to p\u0159ijmout, z\u00edskaj\u00ed p\u0159esn\u00fd n\u00e1stroj. Ti, kte\u0159\u00ed to odm\u00edtaj\u00ed, budou vn\u00edmat um\u011blou inteligenci jako omezenou nebo zklam\u00e1n\u00ed. Oboj\u00ed je pochopiteln\u00e9.<\/p>\n<h3>P\u0159esnost jako p\u0159edpoklad hloubky<\/h3>\n<p>Nakonec lze \u0159\u00edci: Hloubka nevych\u00e1z\u00ed ze slo\u017eit\u00fdch model\u016f, ale z p\u0159esn\u00e9ho my\u0161len\u00ed. Um\u011bl\u00e1 inteligence toto spojen\u00ed zviditel\u0148uje. Nen\u00ed ani mor\u00e1ln\u00edm soudcem, ani u\u010ditelem. V jednom ohledu je v\u0161ak ne\u00faprosn\u00e1: pracuje pouze s t\u00edm, co j\u00ed d\u00e1te.<\/p>\n<p>Disciplinovan\u00e9 my\u0161len\u00ed tedy nen\u00ed volbou, ale podm\u00ednkou. Pokud ji nem\u00e1te, rychle naraz\u00edte na sv\u00e9 limity. Ti, kdo ho rozv\u00edjej\u00ed, objev\u00ed v um\u011bl\u00e9 inteligenci prot\u011bj\u0161ek, kter\u00fd podporuje, kontroluje a rozv\u00edj\u00ed my\u0161lenkov\u00e9 procesy.<\/p>\n<p>Um\u011bl\u00e1 inteligence tak p\u0159eb\u00edr\u00e1 roli, kter\u00e1 zdaleka p\u0159esahuje efektivitu. St\u00e1v\u00e1 se tich\u00fdm korektivem - ne znalost\u00ed, ale my\u0161len\u00ed. A pr\u00e1v\u011b zde se otev\u00edraj\u00ed paralely s tradi\u010dn\u00edmi sparingpartnery, kte\u0159\u00ed v\u017edy poskytovali m\u00e9n\u011b odpov\u011bd\u00ed ne\u017e dobr\u00fdch protiot\u00e1zek.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4998\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Sparringspartner.jpg\" alt=\"Um\u011bl\u00e1 inteligence a paralely se sparingpartnerem\" width=\"1536\" height=\"1024\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Sparringspartner.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Sparringspartner-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Sparringspartner-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Sparringspartner-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Sparringspartner-18x12.jpg 18w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>Paralely s klasick\u00fdmi sparingpartnery<\/h2>\n<p>Dobr\u00fd rozhovor se nepozn\u00e1 podle toho, \u017ee poskytuje spoustu odpov\u011bd\u00ed. Pozn\u00e1te ho podle toho, \u017ee po n\u011bm p\u0159em\u00fd\u0161l\u00edte jasn\u011bji ne\u017e p\u0159ed n\u00edm. Pr\u00e1v\u011b to je paralela mezi um\u011blou inteligenc\u00ed jako sparingpartnerem a tradi\u010dn\u00edmi partnery pro dialog: mentory, zku\u0161en\u00fdmi kolegy, kou\u010di nebo prost\u011b lidmi, se kter\u00fdmi m\u016f\u017eete v\u00e1\u017en\u011b p\u0159em\u00fd\u0161let.<\/p>\n<p>Takov\u00e9 diskuse jsou z\u0159\u00eddkakdy pohodln\u00e9. Nejsou line\u00e1rn\u00ed a nep\u0159in\u00e1\u0161ej\u00ed rychl\u00e1 \u0159e\u0161en\u00ed. \u010casto po nich z\u016fst\u00e1v\u00e1 v\u00edce ot\u00e1zek ne\u017e p\u0159edt\u00edm. A pr\u00e1v\u011b proto jsou cenn\u00e9. Nut\u00ed v\u00e1s d\u00e1t si v\u011bci do po\u0159\u00e1dku, stanovit si priority, prozkoumat s\u00e1m sebe. Ne proto, \u017ee by partner v dialogu \u201ev\u011bd\u011bl l\u00e9pe\u201c, ale proto, \u017ee dr\u017e\u00ed prostor pro p\u0159em\u00fd\u0161len\u00ed.<\/p>\n<p>V mnoha p\u0159\u00edpadech AI p\u0159eb\u00edr\u00e1 pr\u00e1v\u011b tuto funkci - pokud j\u00ed to dovol\u00edte.<\/p>\n<h3>Mento\u0159i, kou\u010dov\u00e9, dob\u0159\u00ed kolegov\u00e9<\/h3>\n<p>Ka\u017ed\u00fd, kdo n\u011bkdy pracoval s opravdu dobr\u00fdm mentorem, zn\u00e1 tento vzorec: po ot\u00e1zce jen z\u0159\u00eddka n\u00e1sleduje jasn\u00e1 odpov\u011b\u010f. M\u00edsto toho n\u00e1sleduj\u00ed dopl\u0148uj\u00edc\u00ed ot\u00e1zky. Nep\u0159\u00edjemn\u00e9 ot\u00e1zky. Nar\u00e1\u017eky na slep\u00e1 m\u00edsta. N\u011bkdy i prost\u00e9 ml\u010den\u00ed, kter\u00e9 v\u00e1s nut\u00ed p\u0159em\u00fd\u0161let d\u00e1l.<\/p>\n<p>Mentor nenahrazuje rozhodnut\u00ed. Nevezme v\u00e1m ho. Pouze v\u00e1m pom\u00e1h\u00e1 je spr\u00e1vn\u011b p\u0159ipravit. Pr\u00e1v\u011b v tom spo\u010d\u00edv\u00e1 \u00faloha um\u011bl\u00e9 inteligence. Ani ona nem\u016f\u017ee rozhodovat - a ani by nem\u011bla. Dok\u00e1\u017ee v\u0161ak vizualizovat cesty my\u0161len\u00ed, porovn\u00e1vat alternativy a odhalovat vnit\u0159n\u00ed rozpory.<\/p>\n<p>Rozd\u00edl: um\u011bl\u00e1 inteligence je v\u017edy k dispozici. A je ne\u00fanavn\u00e1.<\/p>\n<h3>\u017d\u00e1dn\u00e1 ochrana, \u017e\u00e1dn\u00e1 projekce<\/h3>\n<p>Um\u011blou inteligenci od lidsk\u00fdch sparingpartner\u016f odli\u0161uje jeden z\u00e1sadn\u00ed bod: emoce nehraj\u00ed \u017e\u00e1dnou roli. Neexistuje \u017e\u00e1dn\u00e1 je\u0161itnost, \u017e\u00e1dn\u00e1 pot\u0159eba uzn\u00e1n\u00ed, \u017e\u00e1dn\u00e9 soci\u00e1ln\u00ed ohledy. To lze vn\u00edmat jako nev\u00fdhodu - nebo jako osvobozen\u00ed.<\/p>\n<p>Um\u011bl\u00e1 inteligence se nec\u00edt\u00ed b\u00fdt napadena, pokud s n\u00ed nesouhlas\u00edte. Nebere si osobn\u011b, kdy\u017e odm\u00edtnete n\u011bjakou my\u0161lenku. Neo\u010dek\u00e1v\u00e1 vd\u011b\u010dnost. Vytv\u00e1\u0159\u00ed tak neoby\u010dejn\u011b \u010dist\u00fd prostor pro my\u0161len\u00ed. Projevy ztr\u00e1cej\u00ed sv\u016fj \u00fa\u010dinek. To, co z\u016fst\u00e1v\u00e1, je v\u011bc sama.<\/p>\n<p>To je cenn\u00e9 zejm\u00e9na pro lidi, kte\u0159\u00ed jsou zvykl\u00ed p\u0159eb\u00edrat odpov\u011bdnost. Rozhodnut\u00ed, strategie, um\u00edst\u011bn\u00ed - to v\u0161e lze s AI p\u0159edem prodiskutovat, ani\u017e by to vyvolalo vedlej\u0161\u00ed soci\u00e1ln\u00ed \u00fa\u010dinky. Ne jako n\u00e1hrada lidsk\u00e9 zp\u011btn\u00e9 vazby, ale jako up\u0159esn\u011bn\u00ed proti proudu.<\/p>\n<h3>Kdy\u017e um\u011bl\u00e1 inteligence nen\u00ed dobr\u00fdm sparingpartnerem - pro n\u011bkter\u00e9<\/h3>\n<p>Jakkoli jsou tyto paralely p\u0159esv\u011bd\u010div\u00e9: Um\u011bl\u00e1 inteligence nen\u00ed dobr\u00fdm sparingpartnerem pro ka\u017ed\u00e9ho. Ti, kte\u0159\u00ed hledaj\u00ed jistotu, budou zklam\u00e1ni. Ti, kte\u0159\u00ed o\u010dek\u00e1vaj\u00ed jasn\u00e9 instrukce, se c\u00edt\u00ed osamoceni. Ti, kte\u0159\u00ed se cht\u011bj\u00ed vyhnout nejistot\u011b, budou otev\u0159enost dialogu pova\u017eovat za vnucov\u00e1n\u00ed.<\/p>\n<p>Dobr\u00fd sparingpartner - lidsk\u00fd nebo um\u011bl\u00fd - neposiluje iluze. Zviditel\u0148uje je. A to nen\u00ed v\u017edy p\u0159\u00edjemn\u00e9. V tradi\u010dn\u00edch rozhovorech se tomu lze vyhnout \u0161armem, uh\u00fdb\u00e1n\u00edm nebo autoritou. To u um\u011bl\u00e9 inteligence nefunguje. Ta z\u016fst\u00e1v\u00e1 neutr\u00e1ln\u00ed. A pr\u00e1v\u011b v tom spo\u010d\u00edv\u00e1 jej\u00ed p\u0159\u00edsnost.<\/p>\n<h3>Sparing m\u00edsto veden\u00ed<\/h3>\n<p>Posledn\u00ed d\u016fle\u017eit\u00fd rozd\u00edl: sparingpartner nevede. Doprov\u00e1z\u00ed. Mysl\u00ed spolu s n\u00edm, ne dop\u0159edu. Um\u011bl\u00e1 inteligence se k tomu p\u0159esn\u011b hod\u00ed - ne jako u\u010ditel, ne jako \u0161\u00e9f, ne jako autorita. Ale sp\u00ed\u0161e jako prot\u011bj\u0161ek na \u00farovni o\u010d\u00ed v my\u0161lenkov\u00e9m procesu. Ti, kte\u0159\u00ed tuto roli p\u0159ijmou, vyu\u017e\u00edvaj\u00ed UI rozumn\u011b. Pokud od n\u00ed o\u010dek\u00e1v\u00e1te v\u00edce, p\u0159et\u011b\u017eujete ji. A ti, kte\u0159\u00ed o\u010dek\u00e1vaj\u00ed m\u00e9n\u011b, pl\u00fdtvaj\u00ed potenci\u00e1lem.<\/p>\n<p>Paralela s klasick\u00fdmi sparingpartnery ukazuje p\u0159edev\u0161\u00edm jednu v\u011bc: hodnota nespo\u010d\u00edv\u00e1 v odpov\u011bd\u00edch, ale v procesu. V ochot\u011b v\u00e9st dialog, kter\u00fd nezn\u00e1 zkratky. Pr\u00e1v\u011b zde se rozhoduje, zda se um\u011bl\u00e1 inteligence stane trikem - nebo seri\u00f3zn\u00edm partnerem pro p\u0159em\u00fd\u0161len\u00ed.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4999\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Reife-Defizite.jpg\" alt=\"Um\u011bl\u00e1 inteligence nenahrad\u00ed zralost\" width=\"1536\" height=\"1024\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Reife-Defizite.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Reife-Defizite-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Reife-Defizite-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Reife-Defizite-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Reife-Defizite-18x12.jpg 18w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>Um\u011bl\u00e1 inteligence nenahrazuje zralost - odhaluje nedostatky.<\/h2>\n<p>Jedn\u00edm z nej\u010dast\u011bj\u0161\u00edch omyl\u016f p\u0159i pr\u00e1ci s um\u011blou inteligenc\u00ed je, \u017ee ti, kdo ji pou\u017e\u00edvaj\u00ed, automaticky mysl\u00ed l\u00e9pe. Tato my\u0161lenka je l\u00e1kav\u00e1, proto\u017ee spojuje pokrok s technologi\u00ed. V praxi se v\u0161ak rychle uk\u00e1\u017ee, \u017ee AI nezvy\u0161uje standardy - naopak je posiluje.<\/p>\n<ul>\n<li>Ti, kte\u0159\u00ed p\u0159em\u00fd\u0161lej\u00ed strukturovan\u011b, z\u00edsk\u00e1vaj\u00ed hloubku.<\/li>\n<li>Ti, kdo mysl\u00ed ne\u010dist\u011b, produkuj\u00ed nesmysly rychleji.<\/li>\n<\/ul>\n<p>Samotn\u00e1 um\u011bl\u00e1 inteligence z\u016fst\u00e1v\u00e1 neutr\u00e1ln\u00ed. Nesoud\u00ed, neopravuje z vlastn\u00ed iniciativy. Pracuje s t\u00edm, co je k dispozici. Pr\u00e1v\u011b proto nen\u00ed n\u00e1hradou za zralost. M\u016f\u017ee organizovat znalosti, shroma\u017e\u010fovat argumenty, otev\u00edrat perspektivy - ale nem\u016f\u017ee rozv\u00edjet postoj.<\/p>\n<h3>Typick\u00e9 deficity, kter\u00e9 jsou viditeln\u00e9<\/h3>\n<p>P\u0159i dlouhodob\u00e9 pr\u00e1ci s UI se opakovan\u011b objevuj\u00ed ur\u010dit\u00e9 vzorce. Ne jako chyby na stran\u011b UI, ale jako odraz lidsk\u00fdch my\u0161lenkov\u00fdch n\u00e1vyk\u016f.<\/p>\n<p>\u010cast\u00fdm nedostatkem je <strong>Netrp\u011blivost<\/strong>. O\u010dek\u00e1v\u00e1n\u00ed, \u017ee odpov\u011b\u010f mus\u00ed b\u00fdt okam\u017eit\u011b provediteln\u00e1. Pokud tomu tak nen\u00ed, je UI pova\u017eov\u00e1na za nepou\u017eitelnou. Sta\u010dil by druh\u00fd nebo t\u0159et\u00ed my\u0161lenkov\u00fd krok.<\/p>\n<p>Dal\u0161\u00edm vzorem je <strong>Touha po zkratk\u00e1ch<\/strong>. Um\u011bl\u00e1 inteligence m\u00e1 probl\u00e9m \u201evy\u0159e\u0161it\u201c m\u00edsto toho, aby se j\u00edm zab\u00fdvala. V\u00fdsledek pak vypad\u00e1 v\u011brohodn\u011b, ale z\u016fst\u00e1v\u00e1 vn\u011bj\u0161\u00ed. K vnit\u0159n\u00edmu vyjasn\u011bn\u00ed nedo\u0161lo.<\/p>\n<p>Tak\u00e9 <strong>Nedostatek sebereflexe<\/strong> se st\u00e1v\u00e1 viditeln\u00fdm. Pokud nezn\u00e1te sv\u00e9 vlastn\u00ed p\u0159edpoklady, nem\u016f\u017eete je nechat prov\u011b\u0159it. Um\u011bl\u00e1 inteligence je stejn\u011b odr\u00e1\u017e\u00ed - a t\u00edm nev\u011bdomky odhaluje, kde my\u0161lenkov\u00e9 procesy chyb\u00ed.<\/p>\n<p>V neposledn\u00ed \u0159ad\u011b je \u010dasto <strong>Vyh\u00fdb\u00e1n\u00ed se rozhodnut\u00edm<\/strong>. AI by m\u011bla ur\u010dit, zv\u00e1\u017eit a vyhodnotit. Ale pr\u00e1v\u011b tady jej\u00ed role kon\u010d\u00ed. Rozhodnut\u00ed lze p\u0159ipravit, nikoliv delegovat.<\/p>\n<h3>Pos\u00edlen\u00ed m\u00edsto vyrovn\u00e1n\u00ed<\/h3>\n<p>Bez um\u011bl\u00e9 inteligence by tyto nedostatky byly m\u00e9n\u011b patrn\u00e9. V ka\u017edodenn\u00edm \u017eivot\u011b je lze zakr\u00fdt - rychlost\u00ed, autoritou, soci\u00e1ln\u00ed dynamikou. UI tyto ochrann\u00e9 vrstvy odstra\u0148uje. Posiluje to, co je, bez ohledu na \u00fa\u010dinek.<\/p>\n<p>To m\u016f\u017ee b\u00fdt objevn\u00e9. A pr\u00e1v\u011b proto n\u011bkte\u0159\u00ed u\u017eivatel\u00e9 reaguj\u00ed zklam\u00e1n\u00edm nebo odm\u00edtnut\u00edm. Ne proto, \u017ee by um\u011bl\u00e1 inteligence selhala, ale proto, \u017ee zklamala o\u010dek\u00e1v\u00e1n\u00ed, kter\u00e1 nikdy nebyla realistick\u00e1.<\/p>\n<p>UI nen\u00ed n\u00e1pravou vnit\u0159n\u00edch poruch. Je to zesilova\u010d. Ti, kte\u0159\u00ed to akceptuj\u00ed, ji mohou c\u00edlen\u011b pou\u017e\u00edvat. Ti, kte\u0159\u00ed ji ignoruj\u00ed, budou opakovan\u011b nar\u00e1\u017eet na stejn\u00e9 limity - bez ohledu na model.<\/p>\n<h3>Pro\u010d je to p\u0159\u00edle\u017eitost<\/h3>\n<p>Jakkoli m\u016f\u017ee b\u00fdt toto odhalen\u00ed nep\u0159\u00edjemn\u00e9: Nab\u00edz\u00ed vz\u00e1cnou p\u0159\u00edle\u017eitost. Um\u011bl\u00e1 inteligence umo\u017e\u0148uje v\u010das rozpoznat nedostatky - d\u0159\u00edve, ne\u017e se zako\u0159en\u00ed v rozhodnut\u00edch, textech nebo strategi\u00edch.<\/p>\n<ul>\n<li>Netrp\u011blivost lze zpomalit.<\/li>\n<li>Nejistotu lze strukturovat.<\/li>\n<li>Nejasn\u00e9 c\u00edle lze pojmenovat.<\/li>\n<\/ul>\n<p>P\u0159edpokladem je ochota neukazovat na um\u011blou inteligenci, ale na sebe. Ti, kte\u0159\u00ed tento krok u\u010din\u00ed, nepou\u017e\u00edvaj\u00ed UI jako berli\u010dku, ale jako tr\u00e9ninkov\u00fd n\u00e1stroj. Ne pro z\u00edsk\u00e1n\u00ed znalost\u00ed, ale pro dosa\u017een\u00ed zralosti.<\/p>\n<h3>Zralost nelze delegovat<\/h3>\n<p>Nakonec z\u016fst\u00e1v\u00e1 jednoduch\u00e9, ale nep\u0159\u00edjemn\u00e9 zji\u0161t\u011bn\u00ed: zralost nelze automatizovat. Vznik\u00e1 na z\u00e1klad\u011b zku\u0161enost\u00ed, chyb, v\u011bdom\u00e9 konfrontace. Um\u011bl\u00e1 inteligence m\u016f\u017ee tento proces doprov\u00e1zet, urychlovat nebo prohlubovat - ale nem\u016f\u017ee ho nahradit.<\/p>\n<p>Pr\u00e1v\u011b v tom spo\u010d\u00edv\u00e1 jej\u00ed hodnota. Nevnucuje se, ale zve. Ukazuje to, co je, ani\u017e by to zaml\u010dovala. Ti, kdo toto zrcadlo pou\u017e\u00edvaj\u00ed, z\u00edsk\u00e1vaj\u00ed jasnost. Ti, kdo se mu vyh\u00fdbaj\u00ed, z\u016fst\u00e1vaj\u00ed v pozici, v n\u00ed\u017e u\u017e byli.<\/p>\n<p>Um\u011bl\u00e1 inteligence neslibuje pokrok. Nab\u00edz\u00ed mo\u017enost. O tom, co se z n\u00ed stane, nerozhoduje model - ale ten, kdo se pt\u00e1.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5000\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Praxis.jpg\" alt=\"Praktick\u00e9 pokyny pro um\u011blou inteligenci\" width=\"1536\" height=\"1024\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Praxis.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Praxis-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Praxis-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Praxis-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-Praxis-18x12.jpg 18w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>Praktick\u00e9 pokyny: rozumn\u00e9 vyu\u017eit\u00ed um\u011bl\u00e9 inteligence jako sparingpartnera<\/h2>\n<p>Jedna z nejd\u016fle\u017eit\u011bj\u0161\u00edch praktick\u00fdch zku\u0161enost\u00ed p\u0159i pr\u00e1ci s UI je p\u0159ekvapiv\u011b jednoduch\u00e1: nemus\u00edte b\u00fdt dokonale p\u0159ipraveni, ale m\u011bli byste za\u010d\u00edt v\u011bdom\u011b. \u010casto sta\u010d\u00ed jen zhruba vyjasn\u011bn\u00fd po\u017eadavek. Dola\u010fov\u00e1n\u00ed m\u016f\u017ee - a m\u011blo by - prob\u00edhat v dialogu.<\/p>\n<p>Pokud \u010dek\u00e1te, a\u017e bude my\u0161lenka pln\u011b zformulov\u00e1na, pl\u00fdtv\u00e1te potenci\u00e1lem. Na druhou stranu, pokud za\u010dnete zcela neorganizovan\u011b, rychle se ztrat\u00edte. Rozumnou st\u0159edn\u00ed cestou je zaujmout po\u010d\u00e1te\u010dn\u00ed poctiv\u00e9 pracovn\u00ed stanovisko a v dialogu je revidovat.<\/p>\n<p>UI jako sparingpartner nefunguje na principu \u201evstup - v\u00fdstup\u201c, ale jako proces.<\/p>\n<h3>Odpov\u011bdi jsou surovinou, ne v\u00fdsledkem<\/h3>\n<p>\u010cast\u00fdm omylem je pova\u017eovat prvn\u00ed reakci um\u011bl\u00e9 inteligence za kone\u010dn\u00fd produkt. Smyslupln\u011bj\u0161\u00ed je pova\u017eovat ji za pr\u016fb\u011b\u017en\u00fd v\u00fdsledek. N\u011bco, co lze podrobit kontrole, posunout, vybrousit nebo dokonce zavrhnout. Spr\u00e1vn\u00e1 praxe znamen\u00e1<\/p>\n<ul>\n<li>Odpov\u011bdi nep\u0159ij\u00edmejte, ale zkontrolujte je<\/li>\n<li>Ozna\u010dov\u00e1n\u00ed rozpor\u016f m\u00edsto jejich ignorov\u00e1n\u00ed<\/li>\n<li>Ptejte se, pokud se v\u00e1m n\u011bco zd\u00e1 p\u0159\u00edli\u0161 hladk\u00e9<\/li>\n<\/ul>\n<p>Kvalita dialogu se nezvy\u0161uje d\u00edky dohod\u011b, ale d\u00edky t\u0159enic\u00edm.<\/p>\n<h3>Nedelegujte rozhodnut\u00ed - p\u0159ipravte je<\/h3>\n<p>Um\u011bl\u00e1 inteligence je ide\u00e1ln\u00ed pro p\u0159\u00edpravu rozhodnut\u00ed: Sb\u00edr\u00e1n\u00ed argument\u016f, porovn\u00e1v\u00e1n\u00ed perspektiv, vizualizace rizik. K rozhodov\u00e1n\u00ed se v\u0161ak nehod\u00ed.<\/p>\n<p>Pokud se pokus\u00edte p\u0159edat odpov\u011bdnost, z\u00edsk\u00e1te zd\u00e1nlivou jasnost - ale \u017e\u00e1dn\u00fd udr\u017eiteln\u00fd z\u00e1klad. Na druhou stranu ti, kte\u0159\u00ed vyu\u017e\u00edvaj\u00ed AI ke zdokonalen\u00ed vlastn\u00edch rozhodovac\u00edch schopnost\u00ed, z toho budou dlouhodob\u011b t\u011b\u017eit. Dobr\u00e1 n\u00e1vodn\u00e1 ot\u00e1zka tedy nezn\u00ed:<\/p>\n<blockquote><p><em>\u201eCo m\u00e1m d\u011blat?\u201c<\/em><\/p><\/blockquote>\n<p>ale:<\/p>\n<blockquote><p><em>\u201eCo mi unik\u00e1?\u201c<\/em><\/p><\/blockquote>\n<h3>Pou\u017e\u00edvejte hlasovou funkci - ale v\u011bdom\u011b<\/h3>\n<p>Jedn\u00edm z obzvl\u00e1\u0161t\u011b \u00fa\u010dinn\u00fdch postup\u016f je pou\u017eit\u00ed hlasov\u00e9 funkce, kdy mluv\u00edte, ale um\u011bl\u00e1 inteligence odpov\u00edd\u00e1 p\u00edsemn\u011b. T\u00edm se zm\u011bn\u00ed cel\u00fd pracovn\u00ed postup.<\/p>\n<p>V\u00fdhoda je z\u0159ejm\u00e1: p\u0159em\u00fd\u0161l\u00edte nahlas. Stejn\u011b jako p\u0159i skute\u010dn\u00e9m rozhovoru. Uklouznete, oprav\u00edte se, p\u0159esko\u010d\u00edte mezi my\u0161lenkami - a to nen\u00ed nev\u00fdhoda, ale v\u00fdhoda. My\u0161lenkov\u00fd proces se st\u00e1v\u00e1 viditeln\u011bj\u0161\u00edm, \u017eiv\u011bj\u0161\u00edm, up\u0159\u00edmn\u011bj\u0161\u00edm.<\/p>\n<p>Um\u011bl\u00e1 inteligence nereaguje podr\u00e1\u017ed\u011bn\u011b. Filtruje, organizuje a vyb\u00edr\u00e1 vl\u00e1kna. Ani rozpory nejsou bez n\u00e1sledk\u016f. \u010casto reaguje na nap\u011bt\u00ed, kter\u00e9 jste ani v\u011bdom\u011b nepoznali. Konverzace se st\u00e1v\u00e1 p\u0159irozen\u011bj\u0161\u00ed - a t\u00edm i produktivn\u011bj\u0161\u00ed.<\/p>\n<p>Tato forma pr\u00e1ce je p\u0159ekvapiv\u011b efektivn\u00ed, zejm\u00e9na p\u0159i reflexi, koncep\u010dn\u00ed pr\u00e1ci nebo strategick\u00fdch \u00favah\u00e1ch. Sni\u017euje tlak a podporuje p\u0159ehlednost.<\/p>\n<h3>Nevyh\u00fdbejte se rozpor\u016fm, vyu\u017eijte je.<\/h3>\n<p>P\u0159irozen\u00fd dialog obsahuje rozpory. My\u0161lenky se m\u011bn\u00ed, p\u0159edpoklady se vychyluj\u00ed, priority se m\u011bn\u00ed. V tradi\u010dn\u00edch pracovn\u00edch procesech jsou takov\u00e9 poruchy \u010dasto vn\u00edm\u00e1ny jako naru\u0161en\u00ed. Ve sparingu s um\u011blou inteligenc\u00ed jsou cenn\u00e9.<\/p>\n<p>Kdy\u017e um\u011bl\u00e1 inteligence reaguje na protich\u016fdn\u00e1 tvrzen\u00ed, stane se n\u011bco z\u00e1sadn\u00edho: Zrcadl\u00ed se va\u0161e vlastn\u00ed my\u0161len\u00ed. Neodsuzuje, nepou\u010duje - ale je viditeln\u00e9. Pokud se v tomto okam\u017eiku zastav\u00edte a nebudete p\u0159\u00edli\u0161 rychle \u201eukl\u00edzet\u201c, \u010dasto objev\u00edte nov\u00e9 poznatky.<\/p>\n<p>Rozpory nejsou chyby. Jsou to vod\u00edtka.<\/p>\n<h3>V\u011bdom\u00e9 vytv\u00e1\u0159en\u00ed kontextu<\/h3>\n<p>Zejm\u00e9na u slo\u017eit\u011bj\u0161\u00edch t\u00e9mat se vyplat\u00ed ud\u011blat krok p\u0159ed samotnou prac\u00ed: z\u00e1m\u011brn\u00e9 vytvo\u0159en\u00ed kontextu. Stru\u010dn\u00e9 shrnut\u00ed v\u00fdzkumu, objasn\u011bn\u00ed kl\u00ed\u010dov\u00fdch pojm\u016f nebo p\u0159ehled relevantn\u00edch perspektiv vytv\u00e1\u0159\u00ed spole\u010dn\u00fd z\u00e1klad.<\/p>\n<p>D\u00edky tomu je konverzace soust\u0159ed\u011bn\u011bj\u0161\u00ed, konzistentn\u011bj\u0161\u00ed a udr\u017eiteln\u011bj\u0161\u00ed. Um\u011bl\u00e1 inteligence \u201ev\u00ed\u201c, o \u010dem mluv\u00ed - a v\u00ed to i u\u017eivatel. Nedorozum\u011bn\u00ed se objev\u00ed d\u0159\u00edve a lze je snadn\u011bji napravit.<\/p>\n<p>Nejd\u016fle\u017eit\u011bj\u0161\u00edm vod\u00edtkem nakonec nejsou technick\u00e9, ale intern\u00ed pokyny. Um\u011bl\u00e1 inteligence funguje dob\u0159e jako sparingpartner pouze tehdy, pokud jste p\u0159ipraveni br\u00e1t sami sebe v\u00e1\u017en\u011b - a neuleh\u010dovat si to. Ne ka\u017ed\u00fd model je stejn\u011b vhodn\u00fd pro ka\u017edou \u00falohu. Ne ka\u017ed\u00e1 odpov\u011b\u010f je u\u017eite\u010dn\u00e1. Rozhoduj\u00edc\u00ed faktor v\u0161ak z\u016fst\u00e1v\u00e1 konstantn\u00ed: va\u0161e vlastn\u00ed ochota p\u0159em\u00fd\u0161let, pe\u010dliv\u011b zkoumat a p\u0159evz\u00edt odpov\u011bdnost.<\/p>\n<p>Um\u011bl\u00e1 inteligence tento proces nenahrad\u00ed. Je v\u0161ak neoby\u010dejn\u011b p\u0159esn\u00fdm spole\u010dn\u00edkem na t\u00e9to cest\u011b.<\/p>\n<h2>My\u0161len\u00ed nelze delegovat<\/h2>\n<p>Na konci t\u00e9to cesty nen\u00ed \u017e\u00e1dn\u00e1 nov\u00e1 metoda nebo speci\u00e1ln\u00ed trik. Jde o st\u0159\u00edzliv\u00e9 zji\u0161t\u011bn\u00ed: my\u0161len\u00ed nelze outsourcovat. Ani lidem, ani stroj\u016fm. Um\u011bl\u00e1 inteligence m\u016f\u017ee strukturovat, zrcadlit, t\u0159\u00eddit a provokovat - ale nem\u016f\u017ee p\u0159evz\u00edt vnit\u0159n\u00ed pr\u00e1ci.<\/p>\n<p>Pr\u00e1v\u011b v tom spo\u010d\u00edv\u00e1 jej\u00ed hodnota. Nevnucuje se, netla\u010d\u00ed. Zviditel\u0148uje v\u0161ak m\u00edsta, kde chyb\u00ed jasnost, kde p\u0159edpoklady z\u016fst\u00e1vaj\u00ed neov\u011b\u0159en\u00e9 a kde rozhodnut\u00ed je\u0161t\u011b nedozr\u00e1la. Ti, kte\u0159\u00ed to akceptuj\u00ed, vyhr\u00e1vaj\u00ed. Ti, kte\u0159\u00ed se tomu cht\u011bj\u00ed vyhnout, d\u0159\u00edve \u010di pozd\u011bji naraz\u00ed na sv\u00e9 limity.<\/p>\n<p>Um\u011bl\u00e1 inteligence jako sparingpartner tedy nen\u00ed p\u0159\u00edslibem pokroku, ale nab\u00eddkou. Nab\u00eddkou, abyste brali v\u00e1\u017en\u011bji sv\u016fj vlastn\u00ed my\u0161lenkov\u00fd proces.<\/p>\n<h3>Dobr\u00e9 modely m\u011bn\u00ed m\u00e1lo, dobr\u00e9 ot\u00e1zky m\u011bn\u00ed v\u0161e<\/h3>\n<p>Tento \u010dl\u00e1nek jasn\u011b uk\u00e1zal, pro\u010d jsou dobr\u00e9 ot\u00e1zky d\u016fle\u017eit\u011bj\u0161\u00ed ne\u017e dobr\u00e9 modely. Modely jsou st\u00e1le v\u00fdkonn\u011bj\u0161\u00ed, rychlej\u0161\u00ed a v\u0161estrann\u011bj\u0161\u00ed. Ale bez struktury v my\u0161len\u00ed z\u016fst\u00e1v\u00e1 jejich potenci\u00e1l nevyu\u017eit.<\/p>\n<p>Dobr\u00e9 ot\u00e1zky nevznikaj\u00ed d\u00edky technice, ale d\u00edky p\u0159\u00edstupu. Vy\u017eaduj\u00ed, abyste byli p\u0159ipraveni p\u0159evz\u00edt odpov\u011bdnost za vlastn\u00ed my\u0161lenkov\u00fd proces - v\u010detn\u011b nejistoty, rozpor\u016f a odbo\u010dek. Um\u011bl\u00e1 inteligence tuto ochotu automaticky neposiluje. Pouze zviditel\u0148uje, zda je p\u0159\u00edtomna.<\/p>\n<p>Je to nep\u0159\u00edjemn\u00e9, ale up\u0159\u00edmn\u00e9.<\/p>\n<h3>Um\u011bl\u00e1 inteligence jako prostor pro u\u010den\u00ed, ne jako zkratka<\/h3>\n<p>Pokud chcete um\u011blou inteligenci pou\u017e\u00edvat rozumn\u011b a dlouhodob\u011b, nem\u011bli byste ji vn\u00edmat jako zkratku, ale jako prostor pro u\u010den\u00ed. Jako m\u00edsto, kde lze n\u00e1pady testovat, vy\u0159azovat a znovu sestavovat. Bez publika. Bez posuzov\u00e1n\u00ed. Bez vedlej\u0161\u00edch soci\u00e1ln\u00edch efekt\u016f.<\/p>\n<p>Um\u011bl\u00e1 inteligence je v t\u00e9to roli \u00fa\u017easn\u011b efektivn\u00ed. Ne proto, \u017ee by byla \u201echytr\u00e1\u201c, ale proto, \u017ee d\u016fsledn\u011b reaguje. Odm\u011b\u0148uje jasnost a odhaluje nejasnosti. Ti\u0161e, objektivn\u011b a spolehliv\u011b.<\/p>\n<h3>\u00davod bez p\u0159edchoz\u00edch znalost\u00ed - z\u00e1m\u011brn\u011b n\u00edzkoprahov\u00fd<\/h3>\n<p>Pro \u010dten\u00e1\u0159e, kte\u0159\u00ed si v tuto chv\u00edli \u0159\u00edkaj\u00ed: \"To zn\u00ed rozumn\u011b, ale jak vlastn\u011b za\u010d\u00edt?\", stoj\u00ed za to pod\u00edvat se na dopl\u0148uj\u00edc\u00ed \u010dl\u00e1nek: <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/ki-pro-zacatecniky-jak-zacit-s-umelou-inteligenci-bez-predchozich-znalosti\/\"><strong><em>\u201eAI pro za\u010d\u00e1te\u010dn\u00edky - jak za\u010d\u00edt s um\u011blou inteligenc\u00ed bez p\u0159edchoz\u00edch znalost\u00ed\u201c<\/em><\/strong><\/a>.<\/p>\n<p>Nejde ani tak o du\u0161evn\u00ed discipl\u00ednu, jako sp\u00ed\u0161e o orientaci. Jak\u00e9 syst\u00e9my um\u011bl\u00e9 inteligence jsou k dispozici, k \u010demu jsou vhodn\u00e9 a jak za\u010d\u00edt s jejich praktick\u00fdm pou\u017e\u00edv\u00e1n\u00edm bez p\u0159edchoz\u00edch technick\u00fdch znalost\u00ed. \u010cl\u00e1nek poskytuje p\u0159ehled, ani\u017e by byl ohromuj\u00edc\u00ed - a dopl\u0148uje tak sp\u00ed\u0161e \u00favahov\u00fd pohled tohoto \u010dl\u00e1nku.<\/p>\n<h3>Klidn\u00fd v\u00fdhled<\/h3>\n<p>Um\u011bl\u00e1 inteligence tu z\u016fstane. Bude st\u00e1le lep\u0161\u00ed, rychlej\u0161\u00ed a v\u0161udyp\u0159\u00edtomn\u011bj\u0161\u00ed. Z\u00e1sadn\u00ed ot\u00e1zkou nen\u00ed, co v budoucnu dok\u00e1\u017ee, ale jak se s n\u00ed vypo\u0159\u00e1d\u00e1me. Zda ji vyu\u017eijeme k tomu, abychom se vyhnuli my\u0161len\u00ed, nebo abychom ho zbyst\u0159ili.<\/p>\n<p>My\u0161len\u00ed nelze delegovat. Lze ho v\u0161ak doprov\u00e1zet.<\/p>\n<p>Ti, kte\u0159\u00ed pova\u017euj\u00ed um\u011blou inteligenci za sparingpartnera, ji nepou\u017e\u00edvaj\u00ed k z\u00edsk\u00e1n\u00ed odpov\u011bd\u00ed, ale k tomu, aby si kladli lep\u0161\u00ed ot\u00e1zky. A pr\u00e1v\u011b zde za\u010d\u00edn\u00e1 skute\u010dn\u00e1 suverenita - ti\u0161e, nen\u00e1padn\u011b a p\u0159ekvapiv\u011b \u00fa\u010dinn\u011b.<\/p>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-952 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-952 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Aktu\u00e1ln\u00ed \u010dl\u00e1nky o um\u011bl\u00e9 inteligenci<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-952\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"als ich mit einem roboter telefonierte \u2013 wie ki das telefon erobert und wie man sie erkennt\" data-id=\"5130\"  data-category=\"allgemein gesellschaft ki-systeme stories &amp; humor\" data-post_tag=\"datenschutz erfahrungen k\u00fcnstliche intelligenz prozesse\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/03\/kdyz-jsem-telefonoval-s-robotem-jak-ki-ovlada-telefon-a-jak-ho-rozpoznat\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Kdy\u017e jsem telefonoval s robotem - jak um\u011bl\u00e1 inteligence dob\u00fdv\u00e1 telefon a jak ji rozpoznat<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Telefonn\u00ed rozhovor s robotem s um\u011blou inteligenc\u00ed\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/03\/kdyz-jsem-telefonoval-s-robotem-jak-ki-ovlada-telefon-a-jak-ho-rozpoznat\/\" rel=\"bookmark\">Kdy\u017e jsem telefonoval s robotem - jak um\u011bl\u00e1 inteligence dob\u00fdv\u00e1 telefon a jak ji rozpoznat<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"ki f\u00fcr anf\u00e4nger: wie du ohne vorkenntnisse sinnvoll mit k\u00fcnstlicher intelligenz startest\" data-id=\"4199\"  data-category=\"allgemein apple iphone &amp; ipad apple macos ki-systeme tipps &amp; anleitungen\" data-post_tag=\"denkmodelle k\u00fcnstliche intelligenz lernen prozesse\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/ki-pro-zacatecniky-jak-zacit-s-umelou-inteligenci-bez-predchozich-znalosti\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">AI pro za\u010d\u00e1te\u010dn\u00edky: Jak za\u010d\u00edt s um\u011blou inteligenc\u00ed bez p\u0159edchoz\u00edch znalost\u00ed<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Um\u011bl\u00e1 inteligence pro za\u010d\u00e1te\u010dn\u00edky\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/ki-pro-zacatecniky-jak-zacit-s-umelou-inteligenci-bez-predchozich-znalosti\/\" rel=\"bookmark\">AI pro za\u010d\u00e1te\u010dn\u00edky: Jak za\u010d\u00edt s um\u011blou inteligenc\u00ed bez p\u0159edchoz\u00edch znalost\u00ed<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"mit ki dialogisch denken lernen: warum gute fragen wichtiger sind als gute modelle\" data-id=\"4700\"  data-category=\"allgemein ki-systeme tipps &amp; anleitungen\" data-post_tag=\"denkmodelle k\u00fcnstliche intelligenz lernen llm prozesse ratgeber sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/naucit-se-myslet-v-dialogu-s-ki-proc-jsou-dobre-otazky-dulezitejsi-nez-dobre-modely\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Nau\u010dit se myslet v dialogu s um\u011blou inteligenc\u00ed: Pro\u010d jsou dobr\u00e9 ot\u00e1zky d\u016fle\u017eit\u011bj\u0161\u00ed ne\u017e dobr\u00e9 modely<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Nau\u010dit se myslet v dialogu s um\u011blou inteligenc\u00ed\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/naucit-se-myslet-v-dialogu-s-ki-proc-jsou-dobre-otazky-dulezitejsi-nez-dobre-modely\/\" rel=\"bookmark\">Nau\u010dit se myslet v dialogu s um\u011blou inteligenc\u00ed: Pro\u010d jsou dobr\u00e9 ot\u00e1zky d\u016fle\u017eit\u011bj\u0161\u00ed ne\u017e dobr\u00e9 modely<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"wie man heute schon ki-spezialisten ausbilden kann \u2013 chancen f\u00fcr unternehmen und azubis\" data-id=\"3120\"  data-category=\"allgemein b\u00fccher ki-systeme tipps &amp; anleitungen\" data-post_tag=\"buch datenbanken datenlogik denkmodelle k\u00fcnstliche intelligenz llm sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/jak-dnes-skolit-specialisty-na-ki-prilezitosti-pro-firmy-a-stazisty\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jak lze dnes \u0161kolit odborn\u00edky na um\u011blou inteligenci - p\u0159\u00edle\u017eitosti pro firmy a st\u00e1\u017eisty<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"\u0160kolen\u00ed specialist\u016f na um\u011blou inteligenci\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-spezialist-ausbildung.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-spezialist-ausbildung.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-spezialist-ausbildung-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-spezialist-ausbildung-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-spezialist-ausbildung-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-spezialist-ausbildung-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/jak-dnes-skolit-specialisty-na-ki-prilezitosti-pro-firmy-a-stazisty\/\" rel=\"bookmark\">Jak lze dnes \u0161kolit odborn\u00edky na um\u011blou inteligenci - p\u0159\u00edle\u017eitosti pro firmy a st\u00e1\u017eisty<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>\u010casto kladen\u00e9 ot\u00e1zky<\/h2>\n<ol>\n<li><strong>Co vlastn\u011b znamen\u00e1 \u201eum\u011bl\u00e1 inteligence jako sparingpartner\u201c - a co ne?<\/strong><br \/>\n\u201eUm\u011bl\u00e1 inteligence jako sparingpartner\u201c neznamen\u00e1, \u017ee um\u011bl\u00e1 inteligence rozhoduje nebo nahrazuje my\u0161len\u00ed. Jde o p\u0159\u00edstup zalo\u017een\u00fd na dialogu: UI reaguje na my\u0161lenky, reflektuje je, organizuje a zviditel\u0148uje rozpory. Nep\u0159in\u00e1\u0161\u00ed pravdu, ale rezonanci. Pr\u00e1v\u011b v tom se li\u0161\u00ed od tradi\u010dn\u00edch n\u00e1stroj\u016f nebo vyhled\u00e1va\u010d\u016f.<\/li>\n<li><strong>Pro\u010d \u010dl\u00e1nek tak siln\u011b zd\u016fraz\u0148uje d\u016fle\u017eitost dobr\u00fdch ot\u00e1zek?<\/strong><br \/>\nProto\u017ee dobr\u00e9 ot\u00e1zky jsou strukturovan\u00e9 my\u0161lenky. Um\u011bl\u00e1 inteligence m\u016f\u017ee pracovat pouze s t\u00edm, co j\u00ed d\u00e1te. Nejasn\u00e9 ot\u00e1zky vedou k nejasn\u00fdm odpov\u011bd\u00edm - bez ohledu na model. Dobr\u00e9 ot\u00e1zky v\u00e1s nut\u00ed ujasnit si c\u00edle, p\u0159edpoklady a kontext. To zlep\u0161uje nejen odpov\u011b\u010f, ale p\u0159edev\u0161\u00edm va\u0161e vlastn\u00ed my\u0161len\u00ed.<\/li>\n<li><strong>Znamen\u00e1 to, \u017ee lep\u0161\u00ed modely jsou m\u00e9n\u011b d\u016fle\u017eit\u00e9?<\/strong><br \/>\nNe, modely ur\u010dit\u011b hraj\u00ed roli. Ale jejich vliv se p\u0159ece\u0148uje. Dobr\u00fd model nem\u016f\u017ee nahradit \u0161patn\u00e9 my\u0161len\u00ed. Naopak velmi dobr\u00fdch v\u00fdsledk\u016f lze dos\u00e1hnout i s jednoduch\u00fdmi modely, pokud je ot\u00e1zka jasn\u00e1. P\u00e1ka t\u00e9m\u011b\u0159 v\u017edy spo\u010d\u00edv\u00e1 na u\u017eivateli, nikoli na technologii.<\/li>\n<li><strong>Pro\u010d je pro mnoho u\u017eivatel\u016f AI po po\u010d\u00e1te\u010dn\u00ed euforii zklam\u00e1n\u00edm?<\/strong><br \/>\nProto\u017ee s um\u011blou inteligenc\u00ed zach\u00e1zej\u00ed jako se zkratkou. \u010casto se o\u010dek\u00e1v\u00e1: ot\u00e1zka dovnit\u0159, \u0159e\u0161en\u00ed ven. Pokud to nefunguje, je UI pova\u017eov\u00e1na za povrchn\u00ed. Ve skute\u010dnosti to ukazuje, \u017ee my\u0161len\u00ed nelze delegovat. Ti, kte\u0159\u00ed jsou p\u0159ipraveni vstoupit do dialogu, za\u017e\u00edvaj\u00ed zcela jinou hloubku.<\/li>\n<li><strong>Jak\u00fd je rozd\u00edl mezi dotazem a dialogem?<\/strong><br \/>\nDotaz je zam\u011b\u0159en na jednor\u00e1zovou odpov\u011b\u010f. Dialog se rozv\u00edj\u00ed v n\u011bkolika kroc\u00edch. Odpov\u011bdi jsou kontrolov\u00e1ny, dopl\u0148ov\u00e1ny a opravov\u00e1ny. Vytv\u00e1\u0159\u00ed se kontext. Teprve v dialogu se um\u011bl\u00e1 inteligence st\u00e1v\u00e1 sparingpartnerem - p\u0159edt\u00edm z\u016fst\u00e1v\u00e1 gener\u00e1torem textu.<\/li>\n<li><strong>Pro\u010d AI tak rychle odhaluje chyby v uva\u017eov\u00e1n\u00ed a rozpory?<\/strong><br \/>\nProto\u017ee nem\u00e1 \u017e\u00e1dn\u00e9 mechanismy soci\u00e1ln\u00edho vyrovn\u00e1v\u00e1n\u00ed. Neinterpretuje p\u0159\u00edzniv\u011b, nevyhlazuje v\u011bci ze zdvo\u0159ilosti. Na jazyk reaguje d\u016fsledn\u011b. Rozpory, nejasn\u00e9 term\u00edny nebo protich\u016fdn\u00e9 c\u00edle se st\u00e1vaj\u00ed nep\u0159\u00edmo viditeln\u00fdmi - \u010dasto rychleji ne\u017e v dialogu s lidmi.<\/li>\n<li><strong>Nen\u00ed pak um\u011bl\u00e1 inteligence chladn\u00e1 nebo neosobn\u00ed?<\/strong><br \/>\nAno - a pr\u00e1v\u011b v tom je jejich s\u00edla. Absence emoc\u00ed, marnivosti nebo spole\u010densk\u00fdch o\u010dek\u00e1v\u00e1n\u00ed vytv\u00e1\u0159\u00ed neoby\u010dejn\u011b \u010dist\u00fd prostor pro my\u0161len\u00ed. To m\u016f\u017ee m\u00edt \u00falevn\u00fd \u00fa\u010dinek, zejm\u00e9na u slo\u017eit\u00fdch nebo citliv\u00fdch ot\u00e1zek, proto\u017ee nic nemus\u00ed \u201enarazit\u201c.<\/li>\n<li><strong>Pro\u010d jsou \u0161patn\u00e9 ot\u00e1zky v \u010dl\u00e1nku popisov\u00e1ny jako druh sebeobrany?<\/strong><br \/>\nProto\u017ee v\u00e1gnost se vyh\u00fdb\u00e1 odpov\u011bdnosti. Pokud kladete nejasn\u00e9 ot\u00e1zky, nemus\u00edte se zavazovat. Dobr\u00e9 ot\u00e1zky si naopak vynucuj\u00ed jasnost - a tedy i d\u016fsledky. Um\u011bl\u00e1 inteligence tento rozd\u00edl zviditel\u0148uje, proto\u017ee nejednozna\u010dnost nekompenzuje.<\/li>\n<li><strong>Jak\u00fd smysl m\u00e1 zad\u00e1vat v\u00fdzkumn\u00e9 \u00fakoly um\u011bl\u00e9 inteligenci jako prvn\u00ed?<\/strong><br \/>\nVytv\u00e1\u0159\u00ed spole\u010dn\u00fd referen\u010dn\u00ed r\u00e1mec. Objas\u0148uj\u00ed se pojmy, shroma\u017e\u010fuj\u00ed se z\u00e1kladn\u00ed informace a vizualizuj\u00ed se typick\u00e9 argumenty. Vlastn\u00ed dialog pak za\u010d\u00edn\u00e1 na stabiln\u011bj\u0161\u00edm z\u00e1klad\u011b. T\u00edm se zvy\u0161uje hloubka a sni\u017euje po\u010det nedorozum\u011bn\u00ed.<\/li>\n<li><strong>Pro\u010d je hlasov\u00e1 funkce s textov\u00fdmi odpov\u011b\u010fmi obzvl\u00e1\u0161t\u011b u\u017eite\u010dn\u00e1?<\/strong><br \/>\nProto\u017ee umo\u017e\u0148uje p\u0159irozen\u00e9 my\u0161len\u00ed. M\u016f\u017eete mluvit svobodn\u011b, opravovat se, odbo\u010dovat. Um\u011bl\u00e1 inteligence st\u00e1le filtruje a organizuje. Vznik\u00e1 tak konverzace, kter\u00e1 m\u00e1 bl\u00ed\u017ee k my\u0161len\u00ed ne\u017e psan\u00e9, \u201edokonal\u00e9\u201c podn\u011bty. Rozpory vznikaj\u00ed organicky - a st\u00e1vaj\u00ed se pou\u017eiteln\u00fdmi.<\/li>\n<li><strong>Je probl\u00e9m, kdy\u017e se p\u0159i mluven\u00ed p\u0159e\u0159eknete nebo si proti\u0159e\u010d\u00edte?<\/strong><br \/>\nNaopak. Pr\u00e1v\u011b tyto p\u0159est\u00e1vky jsou cenn\u00e9. Ukazuj\u00ed my\u0161lenkov\u00e9 pochody. Um\u011bl\u00e1 inteligence na n\u011b \u010dasto reaguje p\u0159esn\u011bji, ne\u017e byste \u010dekali. Mnoho poznatk\u016f vznik\u00e1 pr\u00e1v\u011b tam, kde si uv\u011bdom\u00edte, \u017ee v\u011bci do sebe zat\u00edm nezapadaj\u00ed.<\/li>\n<li><strong>Dok\u00e1\u017ee um\u011bl\u00e1 inteligence rozhodovat nebo p\u0159evz\u00edt odpov\u011bdnost?<\/strong><br \/>\nNe - a nem\u011blo by. Um\u011bl\u00e1 inteligence dok\u00e1\u017ee v\u011bci p\u0159ipravit, strukturovat a zv\u00e1\u017eit. Rozhodnut\u00ed z\u016fst\u00e1vaj\u00ed lidsk\u00e1. Pokud se pokus\u00edte p\u0159edat odpov\u011bdnost, z\u00edsk\u00e1te zd\u00e1nlivou jasnost, ale \u017e\u00e1dn\u00fd udr\u017eiteln\u00fd z\u00e1klad.<\/li>\n<li><strong>Jakou roli hraje vysp\u011blost p\u0159i pr\u00e1ci s um\u011blou inteligenc\u00ed?<\/strong><br \/>\n\u00dast\u0159edn\u00ed. Um\u011bl\u00e1 inteligence posiluje st\u00e1vaj\u00edc\u00ed vzorce. Zralost se projevuje v tom, jak se n\u011bkdo vyrovn\u00e1v\u00e1 s nejistotou, rozpory a nezodpov\u011bzen\u00fdmi ot\u00e1zkami. UI tuto zralost nenahrazuje - zviditel\u0148uje, zda je p\u0159\u00edtomna.<\/li>\n<li><strong>Pro\u010d n\u011bkte\u0159\u00ed lid\u00e9 reaguj\u00ed na um\u011blou inteligenci jako na sparingpartnera negativn\u011b?<\/strong><br \/>\nProto\u017ee o\u010dek\u00e1vaj\u00ed potvrzen\u00ed. Sparingpartner automaticky nepotvrzuje. Zrcadl\u00ed se. To m\u016f\u017ee b\u00fdt vn\u00edm\u00e1no jako vnucov\u00e1n\u00ed, zejm\u00e9na pokud hled\u00e1te rychl\u00e1 \u0159e\u0161en\u00ed nebo jasn\u00e9 pokyny.<\/li>\n<li><strong>Je proto um\u011bl\u00e1 inteligence sp\u00ed\u0161e n\u00e1strojem pro u\u010den\u00ed ne\u017e n\u00e1strojem pro zv\u00fd\u0161en\u00ed produktivity?<\/strong><br \/>\nOboj\u00ed - ale trvalej\u0161\u00ed hodnota spo\u010d\u00edv\u00e1 v aspektu u\u010den\u00ed. Produktivita vznik\u00e1 v kr\u00e1tkodob\u00e9m horizontu. Discipl\u00edna a jasnost my\u0161len\u00ed maj\u00ed dlouhodob\u00fd efekt. Ti, kte\u0159\u00ed vyu\u017e\u00edvaj\u00ed um\u011blou inteligenci pouze jako n\u00e1stroj efektivity, nevyu\u017e\u00edvaj\u00ed jej\u00ed potenci\u00e1l.<\/li>\n<li><strong>Pot\u0159ebujete k tomuto zp\u016fsobu vyu\u017eit\u00ed um\u011bl\u00e9 inteligence p\u0159edchoz\u00ed technick\u00e9 znalosti?<\/strong><br \/>\nNe. Vstupn\u00ed pr\u00e1h je n\u00edzk\u00fd. Rozhoduj\u00edc\u00edm faktorem nen\u00ed technologie, ale p\u0159\u00edstup. Pokud um\u00edte mluvit, naslouchat a kl\u00e1st ot\u00e1zky, m\u00e1te ji\u017e nejd\u016fle\u017eit\u011bj\u0161\u00ed p\u0159edpoklady.<\/li>\n<li><strong>Jak tento \u010dl\u00e1nek souvis\u00ed s t\u00e9matem \u201eUm\u011bl\u00e1 inteligence pro za\u010d\u00e1te\u010dn\u00edky\u201c?<\/strong><br \/>\n\u010cl\u00e1nek pro za\u010d\u00e1te\u010dn\u00edky poskytuje orientaci: syst\u00e9my, mo\u017enosti pou\u017eit\u00ed, prvn\u00ed kroky. Tento text jde hloub\u011bji. Za\u010d\u00edn\u00e1 tam, kde byly u\u010din\u011bny prvn\u00ed zku\u0161enosti, a ukazuje, jak lze um\u011blou inteligenci dlouhodob\u011b rozumn\u011b vyu\u017e\u00edvat - nad r\u00e1mec n\u00e1stroj\u016f a humbuk\u016f.<\/li>\n<li><strong>Jak\u00fd je nejd\u016fle\u017eit\u011bj\u0161\u00ed poznatek z \u010dl\u00e1nku?<\/strong><br \/>\nToto my\u0161len\u00ed nelze delegovat. Um\u011bl\u00e1 inteligence ho m\u016f\u017ee doprov\u00e1zet, reflektovat a zost\u0159ovat. Nenahrad\u00ed v\u0161ak jasnost, p\u0159\u00edstup a odpov\u011bdnost. Pokud toto akceptujete, je um\u011bl\u00e1 inteligence neoby\u010dejn\u011b p\u0159esn\u00fdm sparingpartnerem.<\/li>\n<\/ol>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-953 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-953 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Aktu\u00e1ln\u00ed \u010dl\u00e1nky o um\u011bn\u00ed a kultu\u0159e<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-953\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"vicco von b\u00fclow alias loriot \u2013 ordnung, form und der leise widerstand des humors\" data-id=\"4169\"  data-category=\"allgemein gesellschaft kunst &amp; kultur stories &amp; humor\" data-post_tag=\"deutschland erfahrungen pers\u00f6nlichkeitsentwicklung portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/vicco-von-buelow-alias-loriot-objednavkovy-formular-a-tichy-odpor-humoru\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Vicco von B\u00fclow alias Loriot - \u0159\u00e1d, forma a tich\u00fd odpor humoru<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1250\" height=\"912\" class=\"attachment-full size-full\" alt=\"\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel.jpg\" data-dpt-sizes=\"(max-width: 1250px) 100vw, 1250px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel.jpg 1250w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel-300x219.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel-1024x747.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel-768x560.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel-16x12.jpg 16w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/vicco-von-buelow-alias-loriot-objednavkovy-formular-a-tichy-odpor-humoru\/\" rel=\"bookmark\">Vicco von B\u00fclow alias Loriot - \u0159\u00e1d, forma a tich\u00fd odpor humoru<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"spieltheorie erkl\u00e4rt 25 jahre geopolitik: wie europa seine strategische rolle verlor\" data-id=\"3850\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"denkmodelle deutschland energiepolitik eu-gesetze europa geopolitik krisen sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/teorie-her-vysvetluje-25-let-geopolitiky-jak-evropa-ztratila-svou-strategickou-roli\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Teorie her vysv\u011btluje 25 let geopolitiky: Jak Evropa ztratila svou strategickou roli<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1200\" height=\"896\" class=\"attachment-full size-full\" alt=\"Teorie her vysv\u011btluje 25 let geopolitiky\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie.jpg\" data-dpt-sizes=\"(max-width: 1200px) 100vw, 1200px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie.jpg 1200w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-300x224.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-1024x765.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-768x573.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-16x12.jpg 16w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/teorie-her-vysvetluje-25-let-geopolitiky-jak-evropa-ztratila-svou-strategickou-roli\/\" rel=\"bookmark\">Teorie her vysv\u011btluje 25 let geopolitiky: Jak Evropa ztratila svou strategickou roli<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"cancel culture im westen: sport, universit\u00e4ten, milit\u00e4r und eu-sanktionen analysiert\" data-id=\"5009\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"denkmodelle deutschland europa geopolitik krisen meinungsfreiheit sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/zrusit-kulturu-na-zapade-sportovni-univerzity-vojenske-a-eu-sankce-analyzovany\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Zru\u0161it kulturu na Z\u00e1pad\u011b: anal\u00fdza sportu, univerzit, arm\u00e1dy a sankc\u00ed EU<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Zru\u0161it kulturu na Z\u00e1pad\u011b\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Cancel-Culture-Westen.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Cancel-Culture-Westen.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Cancel-Culture-Westen-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Cancel-Culture-Westen-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Cancel-Culture-Westen-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Cancel-Culture-Westen-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/zrusit-kulturu-na-zapade-sportovni-univerzity-vojenske-a-eu-sankce-analyzovany\/\" rel=\"bookmark\">Zru\u0161it kulturu na Z\u00e1pad\u011b: anal\u00fdza sportu, univerzit, arm\u00e1dy a sankc\u00ed EU<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"johann sebastian bach \u2013 ordnung, haltung und das fundament unserer musik\" data-id=\"5033\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland musik portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/johann-sebastian-bach-order-postoj-a-zaklad-nasi-hudby\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Johann Sebastian Bach - \u0159\u00e1d, postoj a z\u00e1klad na\u0161\u00ed hudby<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Johann Sebastian Bach Portr\u00e9t\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/johann-sebastian-bach-order-postoj-a-zaklad-nasi-hudby\/\" rel=\"bookmark\">Johann Sebastian Bach - \u0159\u00e1d, postoj a z\u00e1klad na\u0161\u00ed hudby<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>","protected":false},"excerpt":{"rendered":"<p>Der Begriff \u201eKI als Sparringspartner\u201c taucht inzwischen h\u00e4ufig auf. Meist ist damit gemeint, dass eine KI beim Schreiben hilft, Ideen generiert oder Aufgaben schneller erledigt. Ein erster Grundlagenartikel dazu wurde bereits im Magazin ver\u00f6ffentlicht. Dieser Artikel soll nun in der Realit\u00e4t zeigen, wie man KI als effektiven Denkpartner einsetzen kann. In der Praxis zeigt sich: &#8230; <a title=\"Johann Sebastian Bach - \u0159\u00e1d, postoj a z\u00e1klad na\u0161\u00ed hudby\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/johann-sebastian-bach-order-postoj-a-zaklad-nasi-hudby\/\" aria-label=\"\u010c\u00edst v\u00edce o Johannu Sebastianu Bachovi - \u0158\u00e1d, postoj a z\u00e1klad na\u0161\u00ed hudby\">\u010c\u00edst d\u00e1l<\/a><\/p>","protected":false},"author":1,"featured_media":4994,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":104,"footnotes":""},"categories":[1,431,4],"tags":[444,471,428,433,442,448,434],"class_list":["post-4700","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-allgemein","category-ki-systeme","category-tipps-anleitungen","tag-denkmodelle","tag-kuenstliche-intelligenz","tag-lernen","tag-llm","tag-prozesse","tag-ratgeber","tag-sprachmodell"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/4700","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/comments?post=4700"}],"version-history":[{"count":10,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/4700\/revisions"}],"predecessor-version":[{"id":5146,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/4700\/revisions\/5146"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media\/4994"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media?parent=4700"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/categories?post=4700"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/tags?post=4700"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}