{"id":3220,"date":"2025-10-27T06:58:11","date_gmt":"2025-10-27T06:58:11","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=3220"},"modified":"2025-12-08T17:28:38","modified_gmt":"2025-12-08T17:28:38","slug":"skoleni-lora-jak-filemaker-2025-zjednodusuje-jemne-ladeni-rozsahlych-jazykovych-modelu","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/cs\/2025\/10\/skoleni-lora-jak-filemaker-2025-zjednodusuje-jemne-ladeni-rozsahlych-jazykovych-modelu\/","title":{"rendered":"Tr\u00e9nink LoRA: Jak FileMaker 2025 zjednodu\u0161uje lad\u011bn\u00ed velk\u00fdch jazykov\u00fdch model\u016f"},"content":{"rendered":"<p>Sv\u011bt um\u011bl\u00e9 inteligence je v pohybu. T\u00e9m\u011b\u0159 ka\u017ed\u00fd t\u00fdden se objevuj\u00ed nov\u00e9 modely, nov\u00e9 metody a p\u0159edev\u0161\u00edm nov\u00e9 mo\u017enosti - a p\u0159esto z\u016fst\u00e1v\u00e1 jedno pozn\u00e1n\u00ed nem\u011bnn\u00e9: ne ka\u017ed\u00e1 technick\u00e1 inovace automaticky vede k lep\u0161\u00edmu ka\u017edodenn\u00edmu \u017eivotu. Mnoho v\u011bc\u00ed z\u016fst\u00e1v\u00e1 experiment\u00e1ln\u00edch, slo\u017eit\u00fdch nebo jednodu\u0161e p\u0159\u00edli\u0161 n\u00e1kladn\u00fdch pro produktivn\u00ed vyu\u017eit\u00ed. To je zvl\u00e1\u0161t\u011b patrn\u00e9 u tzv. jemn\u00e9ho lad\u011bn\u00ed velk\u00fdch jazykov\u00fdch model\u016f - metody specializace generativn\u00ed um\u011bl\u00e9 inteligence na vlastn\u00ed obsah, term\u00edny a t\u00f3niny.<\/p>\n<p>V posledn\u00edch m\u011bs\u00edc\u00edch jsem tento proces intenzivn\u011b doprov\u00e1zel - nejprve v klasick\u00e9 podob\u011b, s Pythonem, termin\u00e1lem, chybov\u00fdmi hl\u00e1\u0161en\u00edmi a nervy dr\u00e1saj\u00edc\u00edmi nastavovac\u00edmi smy\u010dkami. A pak: s FileMaker 2025, krokem, kter\u00fd m\u011b p\u0159ekvapil - proto\u017ee nebyl hlasit\u00fd, ale jasn\u00fd. A proto\u017ee uk\u00e1zal, \u017ee existuje i jin\u00e1 cesta.<!--more--><\/p>\n<p>V podrobn\u00e9m <a href=\"https:\/\/gofilemaker.de\/cs\/2025\/10\/od-terminalu-ke-skriptu-filemaker-2025-umoznuje-jemne-ladeni-lora-pro-kazdodenni-pouziti\/\" target=\"_blank\" rel=\"noopener\"><strong>Odborn\u00e9 \u010dl\u00e1nky o gofilemaker.de<\/strong><\/a> Pr\u00e1v\u011b tuto zm\u011bnu jsem zdokumentoval: p\u0159echod z otev\u0159en\u00e9ho, flexibiln\u00edho, ale nestabiln\u00edho \u0161kolen\u00ed PEFT-LoRA (nap\u0159. pomoc\u00ed Axolotl, LLaMA-Factory nebo kohya_ss) na integrovan\u00e9 \u0159e\u0161en\u00ed od spole\u010dnosti Claris - pomoc\u00ed skriptu, lok\u00e1ln\u011b, dohledateln\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-991 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-small-grid-column: 33.33%;--dpt-large-grid-column: 33.3333333333%;--dpt-h-gutter: 10px;--dpt-v-gutter: 10px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-991 { --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 t\u00e9mata um\u011bl\u00e9 inteligence<\/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-991\" class=\"dpt-wrapper dpt-grid1 multi-col dpt-mason-wrap\" >\n\n\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=\"1024\" height=\"683\" 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: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI.jpg 1024w, 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-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: 67%\"><\/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=\"apple mlx vs. nvidia: so funktioniert lokale ki-inferenz auf dem mac\" data-id=\"3461\"  data-category=\"apple macos filemaker &amp; erp hardware ki-systeme\" data-post_tag=\"apple datenschutz filemaker k\u00fcnstliche intelligenz llama llm mac mistral mlx ollama 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\/11\/apple-mlx-vs-nvidia-jak-funguje-lokalni-odvozovani-ki-na-macu\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Apple MLX vs. NVIDIA: Jak funguje m\u00edstn\u00ed odvozov\u00e1n\u00ed um\u011bl\u00e9 inteligence na Macu<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"M\u00edstn\u00ed um\u011bl\u00e1 inteligence na Silicon s Apple Macem\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokales-Sprachmodell-apple-mac-studio.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokales-Sprachmodell-apple-mac-studio.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokales-Sprachmodell-apple-mac-studio-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokales-Sprachmodell-apple-mac-studio-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokales-Sprachmodell-apple-mac-studio-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/apple-mlx-vs-nvidia-jak-funguje-lokalni-odvozovani-ki-na-macu\/\" rel=\"bookmark\">Apple MLX vs. NVIDIA: Jak funguje m\u00edstn\u00ed odvozov\u00e1n\u00ed um\u011bl\u00e9 inteligence na Macu<\/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 tiere zeit wahrnehmen &#8211; und was das f\u00fcr die zukunft der ki bedeutet\" data-id=\"4918\"  data-category=\"allgemein gesellschaft ki-systeme\" data-post_tag=\"denkmodelle erfahrungen k\u00fcnstliche intelligenz llm portrait prozesse 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\/jak-zvirata-vnimaji-cas-a-co-to-znamena-pro-budoucnost-ki\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jak zv\u00ed\u0159ata vn\u00edmaj\u00ed \u010das - a co to znamen\u00e1 pro budoucnost um\u011bl\u00e9 inteligence<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Zv\u00ed\u0159ata, um\u011bl\u00e1 inteligence a vn\u00edm\u00e1n\u00ed \u010dasu\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/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\/jak-zvirata-vnimaji-cas-a-co-to-znamena-pro-budoucnost-ki\/\" rel=\"bookmark\">Jak zv\u00ed\u0159ata vn\u00edmaj\u00ed \u010das - a co to znamen\u00e1 pro budoucnost um\u011bl\u00e9 inteligence<\/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>Co je to vlastn\u011b LoRA a pro\u010d je tak d\u016fle\u017eit\u00e1?<\/h2>\n<p>LoRA je zkratka pro Low-Rank Adaptation. Za t\u00edmto odborn\u011b zn\u011bj\u00edc\u00edm term\u00ednem se skr\u00fdv\u00e1 jednoduch\u00fd, ale mocn\u00fd princip: nam\u00edsto p\u0159e\u0161kolen\u00ed cel\u00e9ho modelu um\u011bl\u00e9 inteligence se upravuj\u00ed pouze jeho velmi specifick\u00e9 \u010d\u00e1sti - pomoc\u00ed tzv. adapta\u010dn\u00edch vah, kter\u00e9 se c\u00edlen\u011b vkl\u00e1daj\u00ed a tr\u00e9nuj\u00ed. V posledn\u00edch letech se tato metoda etablovala jako zlat\u00fd standard pro jemn\u00e9 lad\u011bn\u00ed specifick\u00e9 pro danou oblast - proto\u017ee vy\u017eaduje mal\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon a p\u0159esto p\u0159in\u00e1\u0161\u00ed vynikaj\u00edc\u00ed v\u00fdsledky.<\/p>\n<p>Klasick\u00fd p\u0159\u00edstup vy\u017eaduje arzen\u00e1l n\u00e1stroj\u016f:<\/p>\n<ul>\n<li>funk\u010dn\u00ed prost\u0159ed\u00ed Pythonu,<\/li>\n<li>vhodn\u00e9 verze CUDA a PyTorch,<\/li>\n<li>tr\u00e9ninkov\u00fd engine, jako je Axolotl nebo kohya_ss,<\/li>\n<li>prost\u0159edky GPU, kter\u00e9 to cel\u00e9 zvl\u00e1dnou,<\/li>\n<li>a v neposledn\u00ed \u0159ad\u011b: Trp\u011blivost. Hodn\u011b trp\u011blivosti.<\/li>\n<\/ul>\n<p>Proto\u017ee mezi soubory YAML, konflikty tokeniz\u00e9r\u016f a p\u0159evody form\u00e1t\u016f (ze safetensor\u016f do GGUF do MLX a zp\u011bt) \u010dasto trv\u00e1 n\u011bkolik dn\u00ed, ne\u017e je dosa\u017eeno pou\u017eiteln\u00e9ho v\u00fdsledku. Funguje to - ale nen\u00ed to nic, co by se dalo d\u011blat bokem.<\/p>\n<h2>A pak p\u0159i\u0161el FileMaker 2025.<\/h2>\n<p>Zaveden\u00edm serveru AI Model Server a nov\u00e9ho kroku skriptu nazvan\u00e9ho Fine-Tune Model p\u0159in\u00e1\u0161\u00ed spole\u010dnost Claris tuto metodu do prost\u0159ed\u00ed, ve kter\u00e9m by ji nikdo ne\u010dekal: do rela\u010dn\u00ed datab\u00e1ze.<\/p>\n<p>To, co na prvn\u00ed pohled zn\u00ed neobvykle, d\u00e1v\u00e1 p\u0159i bli\u017e\u0161\u00edm zkoum\u00e1n\u00ed smysl. Proto\u017ee co pot\u0159ebuje dobr\u00e9 vylad\u011bn\u00ed?<\/p>\n<ul>\n<li>Strukturovan\u00e1 data,<\/li>\n<li>stabiln\u00ed prost\u0159ed\u00ed,<\/li>\n<li>vymazat parametry,<\/li>\n<li>a definovan\u00fd kontext aplikace.<\/li>\n<\/ul>\n<p>To v\u0161e FileMaker nab\u00edz\u00ed - proto integrace LoRA do tohoto prost\u0159ed\u00ed nep\u016fsob\u00ed jako ciz\u00ed t\u011bleso, ale sp\u00ed\u0161e jako logick\u00e9 roz\u0161\u00ed\u0159en\u00ed.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-2891\" src=\"http:\/\/www.markus-schall.de\/wp-content\/uploads\/Claris-FileMaker-AI-Power-1024x545.png\" alt=\"\" width=\"1024\" height=\"545\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Claris-FileMaker-AI-Power-1024x545.png 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Claris-FileMaker-AI-Power-300x160.png 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Claris-FileMaker-AI-Power-768x409.png 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Claris-FileMaker-AI-Power-1536x817.png 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Claris-FileMaker-AI-Power-18x10.png 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Claris-FileMaker-AI-Power.png 2000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h3>\u0160kolen\u00ed bez termin\u00e1lu - ale ne bez kontroly<\/h3>\n<p>Ve sv\u00e9m \u010dl\u00e1nku podrobn\u011b popisuji, jak prob\u00edh\u00e1 tr\u00e9nink v FileMaker:<\/p>\n<ul>\n<li>Zad\u00e1v\u00e1n\u00ed dat p\u0159\u00edmo z existuj\u00edc\u00edch tabulek nebo soubor\u016f JSONL,<\/li>\n<li>Hyperparametry, jako je rychlost u\u010den\u00ed nebo hloubka vrstvy, lze ovl\u00e1dat p\u0159\u00edmo ve skriptu,<\/li>\n<li>Kompletn\u00ed m\u00edstn\u00ed provoz na Apple-Silicon - bez cloudu, bez nahr\u00e1v\u00e1n\u00ed,<\/li>\n<li>a p\u0159edev\u0161\u00edm: v\u00fdsledky, kter\u00e9 jsou reprodukovateln\u00e9 a vhodn\u00e9 pro ka\u017edodenn\u00ed pou\u017eit\u00ed.<\/li>\n<\/ul>\n<p>Samoz\u0159ejm\u011b existuj\u00ed ur\u010dit\u00e9 limity. FileMaker (zat\u00edm) neumo\u017e\u0148uje obsluhu v\u00edce model\u016f, strategie zmrazen\u00ed vrstev nebo export do jin\u00fdch form\u00e1t\u016f, jako je GGUF nebo ONNX. Nejedn\u00e1 se o v\u00fdzkumn\u00fd n\u00e1stroj, ale o n\u00e1stroj pro jasn\u00e9 p\u0159\u00edpady pou\u017eit\u00ed - nap\u0159\u00edklad p\u0159izp\u016fsoben\u00ed jazykov\u00fdch model\u016f specifick\u00fdm firemn\u00edm term\u00edn\u016fm, odpov\u011bd\u00edm, popis\u016fm produkt\u016f nebo intern\u00edm dialogov\u00fdm struktur\u00e1m.<\/p>\n<p>A v tom je to kouzlo: funguje to. Stabiln\u00ed. Opakovateln\u00e9. A rychleji, ne\u017e jsem si kdy myslel, \u017ee je mo\u017en\u00e9.<\/p>\n<hr \/>\n<h3>Aktu\u00e1ln\u00ed pr\u016fzkum o budoucnosti FileMaker a AI<\/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=\"10\" data-temp=\"basic-pretty\" data-skin=\"square\" data-cscheme=\"blue\" data-cap=\"0\" data-access=\"guest\" data-tid=\"\" data-uid=\"9374bff191d5ff3c9d376283f8d903df\" data-pid=\"4918\" 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=\"yes\" data-gdpr-sol=\"nostore\" 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=\"a209c6adf5\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"10\" data-uid=\"738d43e640f571e770fa904900af0bfa\" 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;\">Mysl\u00edte si, \u017ee spole\u010dnost Claris FileMaker bude v p\u0159\u00ed\u0161t\u00edch letech v\u00edce spojov\u00e1na s um\u011blou inteligenc\u00ed?<\/h5><\/div><ul class=\"basic-answers\"><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"52\" 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[52]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[52]\" name=\"answer[10]\" value=\"52\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Ano, tento probl\u00e9m se st\u00e1v\u00e1 kl\u00ed\u010dov\u00fdm v\u0161ude.<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"53\" data-type=\"text\" data-vn=\"0\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[53]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[53]\" name=\"answer[10]\" value=\"53\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Ano, zejm\u00e9na v p\u0159\u00edpad\u011b \u0161kolen\u00ed LoRA pro studenty LLM.<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"54\" data-type=\"text\" data-vn=\"0\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[54]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[54]\" name=\"answer[10]\" value=\"54\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Mo\u017en\u00e1 v backendu, ale nen\u00ed vid\u011bt<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"55\" data-type=\"text\" data-vn=\"1\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[55]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[55]\" name=\"answer[10]\" value=\"55\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Ne, FileMaker z\u016fst\u00e1v\u00e1 klasickou datab\u00e1z\u00ed<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"56\" 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[56]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[56]\" name=\"answer[10]\" value=\"56\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Nem\u00e1m tu\u0161en\u00ed, nepou\u017e\u00edvejte FileMaker<\/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>Kdo a pro\u010d by se m\u011bl bl\u00ed\u017ee pod\u00edvat?<\/h2>\n<p>Tento \u010dl\u00e1nek je ur\u010den v\u0161em, kte\u0159\u00ed um\u011bl\u00e9 inteligenci nejen rozum\u00ed, ale cht\u011bj\u00ed ji tak\u00e9 pou\u017e\u00edvat:<\/p>\n<ul>\n<li><strong>V\u00fdkonn\u00fd \u0159editel<\/strong>kte\u0159\u00ed cht\u011bj\u00ed harmonizovat ochranu \u00fadaj\u016f a efektivitu.<\/li>\n<li><strong>V\u00fdvoj\u00e1\u0159<\/strong>kte\u0159\u00ed necht\u011bj\u00ed poka\u017ed\u00e9 za\u010d\u00ednat od nuly.<\/li>\n<li><strong>Strategov\u00e9<\/strong>kte\u0159\u00ed si uv\u011bdomuj\u00ed, \u017ee um\u011blou inteligenci lze nejen \"nakupovat\" zven\u010d\u00ed, ale tak\u00e9 intern\u011b \u0161kolit.<\/li>\n<\/ul>\n<p>V FileMaker 2025 se dola\u010fov\u00e1n\u00ed jazykov\u00fdch model\u016f stane sou\u010d\u00e1st\u00ed pracovn\u00edho procesu - nikoliv jako ciz\u00ed t\u011bleso, ale jako skute\u010dn\u00fd n\u00e1stroj. Jedn\u00e1 se o nen\u00e1padnou, ale trvalou zm\u011bnu, kter\u00e1 ukazuje, jak daleko jsme se dostali ve vhodnosti um\u011bl\u00e9 inteligence pro ka\u017edodenn\u00ed pou\u017eit\u00ed.<\/p>\n<p><strong>K \u010dl\u00e1nku:<\/strong><br \/>\n<a href=\"https:\/\/gofilemaker.de\/cs\/2025\/10\/od-terminalu-ke-skriptu-filemaker-2025-umoznuje-jemne-ladeni-lora-pro-kazdodenni-pouziti\/\" target=\"_blank\" rel=\"noopener\"><strong>Od termin\u00e1lu ke skriptu: FileMaker 2025 umo\u017e\u0148uje jemn\u00e9 lad\u011bn\u00ed LoRA pro ka\u017edodenn\u00ed pou\u017eit\u00ed<\/strong><\/a><\/p>\n<p>V p\u0159\u00ed\u0161t\u00edm \u010dl\u00e1nku pop\u00ed\u0161u, jak lze jazykov\u00fd model pomoc\u00ed FileMaker tr\u00e9novat v praxi, a uvedu tak\u00e9 odpov\u00eddaj\u00edc\u00ed uk\u00e1zkov\u00fd skript.<\/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-992 { --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-992 { --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-992\" 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=\"iran verstehen: alltag, proteste und interessen jenseits der schlagzeilen\" data-id=\"4462\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"erfahrungen 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\/01\/porozumeni-iranskemu-kazdodennimu-zivotu-protesty-a-zajmy-mimo-titulky-novin\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Porozum\u011bn\u00ed \u00cdr\u00e1nu: V\u0161edn\u00ed \u017eivot, protesty a z\u00e1jmy mimo titulky novin.<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Porozum\u011bn\u00ed \u00cdr\u00e1nu\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel-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\/01\/porozumeni-iranskemu-kazdodennimu-zivotu-protesty-a-zajmy-mimo-titulky-novin\/\" rel=\"bookmark\">Porozum\u011bn\u00ed \u00cdr\u00e1nu: V\u0161edn\u00ed \u017eivot, protesty a z\u00e1jmy mimo titulky novin.<\/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=\"1024\" height=\"683\" 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: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Cancel-Culture-Westen.jpg 1024w, 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-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=\"propaganda: geschichte, methoden, moderne formen und wie man sie erkennt\" data-id=\"4229\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"denkmodelle energiepolitik europa geopolitik krisen meinungsfreiheit pers\u00f6nlichkeitsentwicklung 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\/01\/metody-propagandy-historie-moderni-formy-a-jak-je-rozpoznat\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Propaganda: historie, metody, modern\u00ed formy a jak je rozpoznat<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Co je to propaganda?\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel-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\/01\/metody-propagandy-historie-moderni-formy-a-jak-je-rozpoznat\/\" rel=\"bookmark\">Propaganda: historie, metody, modern\u00ed formy a jak je 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=\"dieter bohlen im klartext: warum deutschland an der eigenen b\u00fcrokratie scheitert\" data-id=\"3546\"  data-category=\"allgemein b\u00fccher gesellschaft kunst &amp; kultur\" data-post_tag=\"buch deutschland erfahrungen krisen meinungsfreiheit musik\">\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\/11\/dieter-bohlen-srozumitelne-o-tom-proc-nemecko-selhava-kvuli-vlastni-byrokracii\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Dieter Bohlen srozumiteln\u011b: Pro\u010d N\u011bmecko selh\u00e1v\u00e1 kv\u016fli vlastn\u00ed byrokracii<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Dieter Bohlen v rozhovoru s Dominikem Kettnerem\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany-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\/11\/dieter-bohlen-srozumitelne-o-tom-proc-nemecko-selhava-kvuli-vlastni-byrokracii\/\" rel=\"bookmark\">Dieter Bohlen srozumiteln\u011b: Pro\u010d N\u011bmecko selh\u00e1v\u00e1 kv\u016fli vlastn\u00ed byrokracii<\/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>Die Welt der k\u00fcnstlichen Intelligenz ist in Bewegung. Neue Modelle, neue Methoden und vor allem neue M\u00f6glichkeiten entstehen heute fast w\u00f6chentlich &#8211; und dennoch bleibt eine Erkenntnis konstant: Nicht jede technische Neuerung f\u00fchrt automatisch zu einem besseren Alltag. Vieles bleibt experimentell, komplex oder schlicht zu aufwendig f\u00fcr den produktiven Einsatz. Besonders deutlich zeigt sich das &#8230; <a title=\"Dieter Bohlen srozumiteln\u011b: Pro\u010d N\u011bmecko selh\u00e1v\u00e1 kv\u016fli vlastn\u00ed byrokracii\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/dieter-bohlen-srozumitelne-o-tom-proc-nemecko-selhava-kvuli-vlastni-byrokracii\/\" aria-label=\"\u010c\u00edst v\u00edce o Dieter Bohlen srozumiteln\u011b: Pro\u010d N\u011bmecko selh\u00e1v\u00e1 kv\u016fli sv\u00e9 vlastn\u00ed byrokracii\">\u010c\u00edst d\u00e1l<\/a><\/p>","protected":false},"author":1,"featured_media":3222,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":179,"footnotes":""},"categories":[3,431],"tags":[440,410,471,433,465,434],"class_list":["post-3220","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-filemaker","category-ki-systeme","tag-datenbanken","tag-filemaker","tag-kuenstliche-intelligenz","tag-llm","tag-mlx","tag-sprachmodell"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3220","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=3220"}],"version-history":[{"count":8,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3220\/revisions"}],"predecessor-version":[{"id":3904,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3220\/revisions\/3904"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media\/3222"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media?parent=3220"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/categories?post=3220"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/tags?post=3220"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}