{"id":11950,"date":"2025-07-11T16:08:00","date_gmt":"2025-07-11T14:08:00","guid":{"rendered":"https:\/\/wenet.pl\/blog\/?p=11950"},"modified":"2025-11-04T09:23:56","modified_gmt":"2025-11-04T08:23:56","slug":"multimodalnosc-ai-co-to-jest","status":"publish","type":"post","link":"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/","title":{"rendered":"Multimodalno\u015b\u0107 AI \u2013 co to jest?"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1080\" height=\"720\" data-src=\"https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2025\/07\/multimodalnosc_AI.jpg\" alt=\"multimodalno\u015b\u0107 AI co to jest \" class=\"wp-image-11951 colorbox-11950 lazyload\" data-srcset=\"https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2025\/07\/multimodalnosc_AI.jpg 1080w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2025\/07\/multimodalnosc_AI-450x300.jpg 450w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2025\/07\/multimodalnosc_AI-200x133.jpg 200w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2025\/07\/multimodalnosc_AI-768x512.jpg 768w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2025\/07\/multimodalnosc_AI-696x464.jpg 696w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2025\/07\/multimodalnosc_AI-1068x712.jpg 1068w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2025\/07\/multimodalnosc_AI-630x420.jpg 630w\" data-sizes=\"(max-width: 1080px) 100vw, 1080px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1080px; --smush-placeholder-aspect-ratio: 1080\/720;\" \/><\/figure>\n\n\n\n<p><strong>Spr\u00f3buj wyobrazi\u0107 si\u0119 w nast\u0119puj\u0105cej sytuacji: chcesz zam\u00f3wi\u0107 kaw\u0119 w Hiszpanii, a nie znasz hiszpa\u0144skiego. Wypowiadasz s\u0142owa, pokazujesz gesty, mo\u017ce nawet rysujesz co\u015b na serwetce \u2013 u\u017cywasz po prostu wszystkiego (g\u0142osu, obrazu, tekstu), \u017ceby si\u0119 porozumie\u0107. W\u0142a\u015bnie na tym polega multimodalno\u015b\u0107. Z t\u0105 r\u00f3\u017cnic\u0105, \u017ce teraz nie pr\u00f3bujemy porozumie\u0107 si\u0119 z barist\u0105 w Madrycie, tylko ze sztuczn\u0105 inteligencj\u0105. Czym wi\u0119c dok\u0142adnie jest multimodalno\u015b\u0107 w AI? Co maj\u0105 z tym wsp\u00f3lnego takie narz\u0119dzia jak ChatGPT, DALL\u00b7E 3, Gemini, czy Midjourney? I dlaczego coraz wi\u0119cej m\u00f3wi si\u0119 o multimodalnych systemach sztucznej inteligencji? Usi\u0105d\u017a wygodnie, a po lekturze wszystko stanie si\u0119 jasne.<\/strong><\/p><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-white ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Spis tre\u015bci<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Prze\u0142\u0105cznik Spisu Tre\u015bci\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0a0a0a;color:#0a0a0a\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0a0a0a;color:#0a0a0a\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#Co_to_jest_multimodalna_sztuczna_inteligencja\" >Co to jest multimodalna sztuczna inteligencja?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#AI_staje_sie_bardziej%E2%80%A6_ludzkie\" >AI staje si\u0119 bardziej\u2026 ludzkie?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#Nowoczesny_model_sztucznej_inteligencji_%E2%80%93_przyklady_aplikacji_multimodalnych\" >Nowoczesny model sztucznej inteligencji \u2013 przyk\u0142ady aplikacji multimodalnych<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#Aplikacja_Gemini_%E2%80%93_sztuczna_inteligencja_od_Google\" >Aplikacja Gemini \u2013 sztuczna inteligencja od Google<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#ChatGPT_z_GPT-4Vision_%E2%80%93_tekst_obraz_glos\" >ChatGPT z GPT-4V(ision) \u2013 tekst, obraz, g\u0142os<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#DALL%C2%B7E_3_%E2%80%93_generowanie_obrazow_z_tekstu_w_rozmowie\" >DALL\u00b7E 3 \u2013 generowanie obraz\u00f3w z tekstu w rozmowie<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#Midjourney_%E2%80%93_kreatywnosc_w_wysokiej_rozdzielczosci\" >Midjourney \u2013 kreatywno\u015b\u0107 w wysokiej rozdzielczo\u015bci<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#Stable_Diffusion_%E2%80%93_otwarte_podejscie_do_generowania_obrazow\" >Stable Diffusion \u2013 otwarte podej\u015bcie do generowania obraz\u00f3w<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#Whisper_API_%E2%80%93_analiza_dzwieku_w_czasie_rzeczywistym_od_OpenAI\" >Whisper API \u2013 analiza d\u017awi\u0119ku w czasie rzeczywistym od OpenAI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#Runway_Gen-2_%E2%80%93_AI_tworzy_wideo\" >Runway Gen-2 \u2013 AI tworzy wideo<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#Jakie_sa_obszary_zastosowania_multimodalnej_sztucznej_inteligencji_w_biznesie\" >Jakie s\u0105 obszary zastosowania multimodalnej sztucznej inteligencji w biznesie?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/#Przyszlosc_sztucznej_inteligencji_%E2%80%93_przewidywania\" >Przysz\u0142o\u015b\u0107 sztucznej inteligencji \u2013 przewidywania<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Co_to_jest_multimodalna_sztuczna_inteligencja\"><\/span>Co to jest multimodalna sztuczna inteligencja?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Narz\u0119dzia sztucznej inteligencji znamy nie od dzi\u015b. Przez lata korzystali\u015bmy z nich w wyszukiwarkach, asystentach g\u0142osowych, automatycznych t\u0142umaczach czy chatbotach. Co\u015b je \u0142\u0105czy\u0142o: skupia\u0142y si\u0119 na jednym typie danych. Nowoczesne modele AI \u2013 nawet te imponuj\u0105co pot\u0119\u017cne \u2013 by\u0142y zazwyczaj ograniczone do jednego rodzaju danych. M\u00f3wi\u0142o si\u0119 co\u015b do Siri \u2013 przetwarza\u0142a g\u0142os. Pisa\u0142o si\u0119 w ChatGPT \u2013 odpowiada\u0142 na podstawie tekstu. Chcia\u0142o si\u0119 stworzy\u0107 grafik\u0119 za pomoc\u0105 Stable Diffusion \u2013 wpisywa\u0142o si\u0119 prompt i czeka\u0142o, a\u017c AI wygeneruje obraz. Robi\u0142y to coraz lepiej, ale zawsze w obr\u0119bie jednej \u201edziedziny\u201d.<\/p>\n\n\n\n<p>Tylko \u017ce my \u2013 u\u017cytkownicy, ludzie \u2013 nie my\u015blimy w jednym formacie. M\u00f3wimy, pokazujemy, rysujemy, krzywimy si\u0119. A czasem wszystko naraz. I dok\u0142adnie tu pojawia si\u0119 multimodalno\u015b\u0107.<\/p>\n\n\n\n<p>To s\u0142owo mo\u017ce brzmie\u0107 powa\u017cnie, ale oznacza co\u015b bardzo prostego: przetwarzanie r\u00f3\u017cnych typ\u00f3w danych jednocze\u015bnie.<strong> Tekst, d\u017awi\u0119k, obraz, wideo, gesty \u2013 wszystko w jednym czasie<\/strong>. W kontek\u015bcie sztucznej inteligencji chodzi o tworzenie modeli, kt\u00f3re nie tylko \u201erozumiej\u0105\u201d te kana\u0142y osobno, ale przede wszystkim potrafi\u0105 je ze sob\u0105 po\u0142\u0105czy\u0107. I to jest prawdziwa zmiana!<\/p>\n\n\n\n<p>Do niedawna mieli\u015bmy modele tekstowe (np. du\u017ce modele j\u0119zykowe typu GPT), modele wizualne (np. DALL\u00b7E 3, Midjourney) i audio (jak np. Whisper API). Ale teraz coraz cz\u0119\u015bciej m\u00f3wimy o multimodalnych modelach sztucznej inteligencji, takich jak GPT-4V(ision) czy Gemini Advanced, kt\u00f3re potrafi\u0105 przyj\u0105\u0107 dane z r\u00f3\u017cnych \u017ar\u00f3de\u0142 i <em>wyci\u0105gn\u0105\u0107 z nich wszystkich sens<\/em>.<\/p>\n\n\n\n<p>To troch\u0119 jak cz\u0142owiek czytaj\u0105cy wiadomo\u015b\u0107 ze zdj\u0119ciem. Nie widzi tylko liter i pikseli, ale te\u017c kontekst. A do tego czuje ton i rozumie, \u017ce je\u015bli kto\u015b pisze \u201espokojnie, nic si\u0119 nie sta\u0142o\u201d, a w tle wida\u0107 p\u0142on\u0105cy kosz na \u015bmieci, to co\u015b si\u0119 jednak sta\u0142o. Modele multimodalne zaczynaj\u0105 robi\u0107 to samo. I co najwa\u017cniejsze \u2013 robi\u0105 to coraz lepiej.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI_staje_sie_bardziej%E2%80%A6_ludzkie\"><\/span>AI staje si\u0119 bardziej\u2026 ludzkie?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Przetwarzanie tekstu? By\u0142o. Przetwarzanie obrazu? To r\u00f3wnie\u017c! Ale przetwarzanie r\u00f3\u017cnych typ\u00f3w danych jednocze\u015bnie, ich integracja, por\u00f3wnanie, nadanie im znaczenia to ju\u017c jest zupe\u0142nie nowy poziom.<\/p>\n\n\n\n<p>Za\u0142\u00f3\u017cmy, \u017ce wrzucasz zdj\u0119cie kota z pytaniem: \u201e<em>Co on robi?<\/em>\u201d. Klasyczny model obrazowy mo\u017ce ci opisa\u0107, \u017ce to kot na drzewie. Model tekstowy zapyta: \u201ejaki kot?\u201d. Ale aplikacje multimodalne takie jak GPT-4V(ision) od OpenAI? Po\u0142\u0105cz\u0105 jedno z drugim i napisz\u0105: \u201e<em>Prawdopodobnie poluje na ptaka albo po prostu odpoczywa na ga\u0142\u0119zi<\/em>\u201d. Wnioskuj\u0105, \u0142\u0105cz\u0105 dane i nadaj\u0105 im znaczenie.<\/p>\n\n\n\n<p>Multimodalne systemy sztucznej inteligencji w\u0142a\u015bnie na tym polegaj\u0105: <strong>potrafi\u0105 pracowa\u0107 na r\u00f3\u017cnych typach danych wej\u015bciowych, rozumie\u0107 ich kontekst i tworzy\u0107 sp\u00f3jne odpowiedzi<\/strong>, a nawet generowa\u0107 tre\u015bci, kt\u00f3re bazuj\u0105 na wielu \u017ar\u00f3d\u0142ach naraz.<\/p>\n\n\n\n<p>Nie s\u0105 to wi\u0119c modele, kt\u00f3re wy\u0142\u0105cznie <em>generuj\u0105 teksty<\/em> lub <em>tworz\u0105 obrazy<\/em>. To co\u015b, co widzi wi\u0119cej, rozumie wi\u0119cej i odpowiada lepiej. W praktyce oznacza to mniej prze\u0142\u0105czania si\u0119 mi\u0119dzy narz\u0119dziami, a wi\u0119cej inteligentnej, naturalnej wsp\u00f3\u0142pracy z generatywn\u0105 sztuczn\u0105 inteligencj\u0105.<\/p>\n\n\n\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-4c898496-4ccb-49bb-ac4c-46d5c4408a32\"><span class=\"hs-cta-node hs-cta-4c898496-4ccb-49bb-ac4c-46d5c4408a32\" id=\"hs-cta-4c898496-4ccb-49bb-ac4c-46d5c4408a32\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/4c898496-4ccb-49bb-ac4c-46d5c4408a32\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-4c898496-4ccb-49bb-ac4c-46d5c4408a32\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/4c898496-4ccb-49bb-ac4c-46d5c4408a32.png\"  alt=\"Do\u0142\u0105cz do newslettera\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '4c898496-4ccb-49bb-ac4c-46d5c4408a32', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nowoczesny_model_sztucznej_inteligencji_%E2%80%93_przyklady_aplikacji_multimodalnych\"><\/span>Nowoczesny model sztucznej inteligencji \u2013 przyk\u0142ady aplikacji multimodalnych<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Aplikacje multimodalne to ju\u017c nie koncepcja z laboratori\u00f3w, tylko narz\u0119dzia obecne w codziennym \u017cyciu: w pracy, edukacji, kreatywnych zadaniach. Poni\u017cej przedstawiamy kilka najwa\u017cniejszych przyk\u0142ad\u00f3w, kt\u00f3re najlepiej ilustruj\u0105 zastosowanie zaawansowanych modeli sztucznej inteligencji.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Aplikacja_Gemini_%E2%80%93_sztuczna_inteligencja_od_Google\"><\/span>Aplikacja Gemini \u2013 sztuczna inteligencja od Google<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Gemini, czyli dawny Bard, to flagowy projekt Google w obszarze AI. Od wersji Gemini Advanced model przetwarza nie tylko tekst, ale te\u017c obrazy, wykresy, dokumenty czy wideo. Potrafi analizowa\u0107 z\u0142o\u017cone dane wizualne w kontek\u015bcie tekstu, rozumie\u0107 relacje mi\u0119dzy nimi i udziela\u0107 precyzyjnych, kontekstowych odpowiedzi. Wiele wskazuje na to, \u017ce przysz\u0142o\u015b\u0107 Gemini to jeszcze g\u0142\u0119bsza integracja danych, z jeszcze lepiej rozwini\u0119tymi funkcjami multimodalnymi.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ChatGPT_z_GPT-4Vision_%E2%80%93_tekst_obraz_glos\"><\/span>ChatGPT z GPT-4V(ision) \u2013 tekst, obraz, g\u0142os<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Wersja ChatGPT z GPT-4V(ision) od OpenAI to jeden z najlepiej rozwini\u0119tych przyk\u0142ad\u00f3w multimodalnych system\u00f3w sztucznej inteligencji. Model analizuje dane wizualne \u2013 zdj\u0119cia, wykresy, notatki \u2013 jednocze\u015bnie interpretuj\u0105c tekst i reaguj\u0105c w czasie rzeczywistym. Z pomoc\u0105 Whisper API obs\u0142uguje r\u00f3wnie\u017c mow\u0119, co umo\u017cliwia prowadzenie rozm\u00f3w g\u0142osowych z AI. Dzi\u0119ki temu modele j\u0119zykowe i wizualne wsp\u00f3\u0142dzia\u0142aj\u0105 w jednej interakcji.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"DALL%C2%B7E_3_%E2%80%93_generowanie_obrazow_z_tekstu_w_rozmowie\"><\/span>DALL\u00b7E 3 \u2013 generowanie obraz\u00f3w z tekstu w rozmowie<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>DALL\u00b7E 3, zintegrowany z ChatGPT, pozwala tworzy\u0107 ilustracje, grafiki i obrazy na podstawie polece\u0144 tekstowych. To, co go wyr\u00f3\u017cnia, to mo\u017cliwo\u015b\u0107 edytowania obraz\u00f3w w trakcie rozmowy. Mo\u017cna go poprosi\u0107 o zmian\u0119 stylu, dodanie element\u00f3w czy korekt\u0119 kompozycji. To bardzo intuicyjny przyk\u0142ad generatywnej sztucznej inteligencji dzia\u0142aj\u0105cej w \u015brodowisku multimodalnym.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Midjourney_%E2%80%93_kreatywnosc_w_wysokiej_rozdzielczosci\"><\/span>Midjourney \u2013 kreatywno\u015b\u0107 w wysokiej rozdzielczo\u015bci<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Midjourney specjalizuje si\u0119 w tworzeniu bardzo estetycznych grafik na podstawie prompt\u00f3w tekstowych. Cho\u0107 dzia\u0142a g\u0142\u00f3wnie w jednym kierunku \u2013 od tekstu do obrazu \u2013 to sam proces interpretacji j\u0119zyka i zamiany go na obraz to ju\u017c forma dzia\u0142ania multimodalnego. \u015awietnie sprawdza si\u0119 w tworzeniu koncepcji wizualnych, moodboard\u00f3w czy eksperyment\u00f3w artystycznych.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Stable_Diffusion_%E2%80%93_otwarte_podejscie_do_generowania_obrazow\"><\/span>Stable Diffusion \u2013 otwarte podej\u015bcie do generowania obraz\u00f3w<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Stable Diffusion to model Open-Source, kt\u00f3ry umo\u017cliwia nie tylko generowanie obraz\u00f3w, ale tak\u017ce ich edycj\u0119 i stylizacj\u0119. Jego si\u0142a tkwi w elastyczno\u015bci \u2013 z odpowiednim interfejsem (np. AUTOMATIC1111) mo\u017ce by\u0107 wykorzystywany zar\u00f3wno przez artyst\u00f3w, jak i programist\u00f3w. Model integruje tekstowe opisy z danymi wizualnymi, umo\u017cliwiaj\u0105c precyzyjn\u0105 kontrol\u0119 nad efektami.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Whisper_API_%E2%80%93_analiza_dzwieku_w_czasie_rzeczywistym_od_OpenAI\"><\/span>Whisper API \u2013 analiza d\u017awi\u0119ku w czasie rzeczywistym od OpenAI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Wspomniany ju\u017c wcze\u015bniej model multimodalny Whisper to \u015bwietny przyk\u0142ad przetwarzania r\u00f3\u017cnych typ\u00f3w danych \u2013 w tym przypadku d\u017awi\u0119ku. Potrafi transkrybowa\u0107 mow\u0119 z du\u017c\u0105 dok\u0142adno\u015bci\u0105, rozpoznaj\u0105c r\u00f3\u017cne j\u0119zyki, akcenty i kontekst. Cz\u0119sto jest wykorzystywany jako komponent w wi\u0119kszych multimodalnych systemach \u2013 na przyk\u0142ad razem z ChatGPT, do konwersacji g\u0142osowych.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Runway_Gen-2_%E2%80%93_AI_tworzy_wideo\"><\/span>Runway Gen-2 \u2013 AI tworzy wideo<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Gdzie jeszcze mo\u017cesz zaobserwowa\u0107 wspomnian\u0105 multimodalno\u015b\u0107? Kolejnym przyk\u0142adem jest model Runway Gen-2, kt\u00f3ry zamienia tekst na wideo. U\u017cytkownik wprowadza opis \u2013 na przyk\u0142ad \u201ekobieta spaceruj\u0105ca w lesie o zachodzie s\u0142o\u0144ca\u201d \u2013 a narz\u0119dzie generuje kilkusekundowy klip. Cho\u0107 wci\u0105\u017c rozwijany, to pokazuje ogromny potencja\u0142, jaki modele multimodalne maj\u0105 r\u00f3wnie\u017c w bran\u017cy filmowej i animacyjnej. Sprawnie \u0142\u0105cz\u0105 one bowiem r\u00f3\u017cne formaty danych: od obrazu, przez ruch, po narracj\u0119.<\/p>\n\n\n\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-b4967162-340b-43e4-9fd1-0d3c5a4afb8e\"><span class=\"hs-cta-node hs-cta-b4967162-340b-43e4-9fd1-0d3c5a4afb8e\" id=\"hs-cta-b4967162-340b-43e4-9fd1-0d3c5a4afb8e\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/b4967162-340b-43e4-9fd1-0d3c5a4afb8e\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-b4967162-340b-43e4-9fd1-0d3c5a4afb8e\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/b4967162-340b-43e4-9fd1-0d3c5a4afb8e.png\"  alt=\"www_miroslaw\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, 'b4967162-340b-43e4-9fd1-0d3c5a4afb8e', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Jakie_sa_obszary_zastosowania_multimodalnej_sztucznej_inteligencji_w_biznesie\"><\/span>Jakie s\u0105 obszary zastosowania multimodalnej sztucznej inteligencji w biznesie?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Korzystasz ju\u017c z narz\u0119dzi AI takich jak Google Gemini czy ChatGPT do generowania tekst\u00f3w i przetwarzania obraz\u00f3w? To \u015bwietnie, je\u015bli nie wykorzystujesz ich wy\u0142\u0105cznie do generowania grafik z psami w kosmosie!<\/p>\n\n\n\n<p>Cho\u0107 maj\u0105 one bez w\u0105tpienia sw\u00f3j urok, to zastosowania modeli multimodalnych si\u0119gaj\u0105 znacznie g\u0142\u0119biej. Coraz \u015bmielej wkraczaj\u0105 one w obszary, kt\u00f3re jeszcze niedawno by\u0142y zarezerwowane dla ludzi nie tylko z du\u017cym do\u015bwiadczeniem, ale te\u017c dost\u0119pem do ca\u0142ych zespo\u0142\u00f3w analitycznych, grafik\u00f3w czy specjalist\u00f3w od danych.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Obs\u0142uga klienta<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Czasy, gdy chatboty odpowiada\u0142y tylko na proste pytania tekstowe, powoli przechodz\u0105 do historii. Dzi\u0119ki zaawansowanym modelom j\u0119zykowym i multimodalno\u015bci AI potrafi nie tylko czyta\u0107 wiadomo\u015bci, ale te\u017c rozpoznawa\u0107 za\u0142\u0105czone zdj\u0119cia, zrzuty ekranu czy nagrania g\u0142osowe. Klient wysy\u0142a zdj\u0119cie uszkodzonego produktu? System analizuje obraz, \u0142\u0105czy go z opisem i generuje gotow\u0105 odpowied\u017a np. z instrukcj\u0105 zwrotu, przeprosinami i numerem reklamacji. Szybko, rzeczowo i bez konieczno\u015bci r\u0119cznego sprawdzania wszystkiego przez pracownika.<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Automatyzacja dokument\u00f3w i analiz<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Modele multimodalne \u015bwietnie radz\u0105 sobie z \u0142\u0105czon\u0105 analiz\u0105 obraz\u00f3w, tabel, wykres\u00f3w, dokument\u00f3w PDF i komentarzy tekstowych. To oznacza, \u017ce AI mo\u017ce wygenerowa\u0107 na ich podstawie sp\u00f3jny, czytelny raport z rekomendacjami \u2014 np. analiz\u0119 sprzeda\u017cy z uwzgl\u0119dnieniem wizualnych trend\u00f3w. Zamiast trzech godzin w Excelu \u2013 pi\u0119\u0107 minut pracy np. z Google Gemini.<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Social Media i Content Marketing<\/strong><\/li>\n<\/ol>\n\n\n\n<p>W dziale marketingu multimodalno\u015b\u0107 oznacza zupe\u0142nie nowe tempo i skal\u0119 dzia\u0142ania. Z jednego wpisu blogowego model mo\u017ce wygenerowa\u0107: seri\u0119 post\u00f3w na Instagrama (z dopasowanymi grafikami), skr\u00f3con\u0105 wersj\u0119 do newslettera, infografik\u0119 na LinkedIn i\u2026 scenariusz do wideo na YouTube. Aplikacje multimodalne typu DALL\u00b7E 3, Runway Gen-2, Ideogram czy Midjourney \u015bwietnie wsp\u00f3\u0142pracuj\u0105 z generatorami tekstu, tworz\u0105c zgrany duet copy + wizual. To rewolucja w tworzeniu tre\u015bci marketingowych.<\/p>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li><strong>Zarz\u0105dzanie wiedz\u0105 i zbiorami danych<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Wewn\u0119trzne bazy danych, dokumentacja techniczna, prezentacje PowerPoint, zrzuty ekran\u00f3w, nagrania ze spotka\u0144&#8230; Firmy ton\u0105 w zalewie informacji. Zaawansowane modele j\u0119zykowe w wersji multimodalnej potrafi\u0105 po\u0142\u0105czy\u0107 te wszystkie \u017ar\u00f3d\u0142a danych i wygenerowa\u0107 streszczenia, rekomendacje, a nawet odpowiedzi na konkretne pytania pracownik\u00f3w.<\/p>\n\n\n\n<ol start=\"5\" class=\"wp-block-list\">\n<li><strong>Szkolenia i onboarding<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Nowy pracownik w dziale sprzeda\u017cy? Zamiast przegl\u0105da\u0107 15 PDF-\u00f3w i godzinne wideo, mo\u017ce zada\u0107 multimodalnemu asystentowi pytanie: \u201eCo musz\u0119 wiedzie\u0107 o produkcie X?\u201d i dosta\u0107 skondensowan\u0105, kontekstow\u0105 odpowied\u017a z grafikami, cytatami z instrukcji i checklist\u0105. Przetwarzanie r\u00f3\u017cnych typ\u00f3w danych pozwala AI naprawd\u0119 wspiera\u0107 rozw\u00f3j pracownik\u00f3w.<\/p>\n\n\n\n<p>I cho\u0107 to ju\u017c robi wra\u017cenie, to tak naprawd\u0119 dopiero pocz\u0105tek. Bo <strong>zastosowanie sztucznej inteligencji w wersji multimodalnej to zar\u00f3wno efektywniejsze narz\u0119dzia, jak i zmiana sposobu, w jaki my\u015blimy o informacji, pracy i komunikacji<\/strong>. Gdy r\u00f3\u017cne typy danych wej\u015bciowych \u2013 tekst, obraz, d\u017awi\u0119k, wideo \u2013 zaczynaj\u0105 ze sob\u0105 wsp\u00f3\u0142gra\u0107, powstaje nowa jako\u015b\u0107.<\/p>\n\n\n\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-8782d30a-465c-49ee-8ad9-826c889fab51\"><span class=\"hs-cta-node hs-cta-8782d30a-465c-49ee-8ad9-826c889fab51\" id=\"hs-cta-8782d30a-465c-49ee-8ad9-826c889fab51\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/8782d30a-465c-49ee-8ad9-826c889fab51\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-8782d30a-465c-49ee-8ad9-826c889fab51\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/8782d30a-465c-49ee-8ad9-826c889fab51.png\"  alt=\"Promocja firmy na lokalnym rynku? Rozpocznij ju\u017c teraz &gt;&gt;&gt;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '8782d30a-465c-49ee-8ad9-826c889fab51', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Przyszlosc_sztucznej_inteligencji_%E2%80%93_przewidywania\"><\/span>Przysz\u0142o\u015b\u0107 sztucznej inteligencji \u2013 przewidywania<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Naszym zdaniem, je\u015bli przysz\u0142o\u015b\u0107 AI mo\u017cna opisa\u0107 jednym s\u0142owem, to by\u0142oby to z pewno\u015bci\u0105: multimodalno\u015b\u0107. Ju\u017c teraz wiemy, \u017ce tego rodzaju<strong> zaawansowane modele j\u0119zykowe b\u0119d\u0105 nas wspiera\u0107<\/strong> \u2013 w pracy, w domu, w edukacji, w rozrywce i w biznesie.<\/p>\n\n\n\n<p>Im bardziej AI \u0142\u0105czy dane \u2013 tekstowe, wizualne, d\u017awi\u0119kowe \u2013 tym bli\u017cej jest do naszego sposobu postrzegania \u015bwiata. A my? My tylko zyskujemy: lepsze narz\u0119dzia, szybsze rozwi\u0105zania i przede wszystkim wi\u0119cej czasu na rzeczy, kt\u00f3re naprawd\u0119 lubimy robi\u0107.<\/p><div class=\"seviw69f2b715dece4\" ><!-- Komunikacja z klientem -->\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-8265bd58-ea47-4c6a-9f25-dd290dd6f8c8\"><span class=\"hs-cta-node hs-cta-8265bd58-ea47-4c6a-9f25-dd290dd6f8c8\" id=\"hs-cta-8265bd58-ea47-4c6a-9f25-dd290dd6f8c8\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/8265bd58-ea47-4c6a-9f25-dd290dd6f8c8\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-8265bd58-ea47-4c6a-9f25-dd290dd6f8c8\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/8265bd58-ea47-4c6a-9f25-dd290dd6f8c8.png\"  alt=\"Nowe wezwanie do dzia\u0142ania\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '8265bd58-ea47-4c6a-9f25-dd290dd6f8c8', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.seviw69f2b715dece4 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.seviw69f2b715dece4 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.seviw69f2b715dece4 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.seviw69f2b715dece4 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.seviw69f2b715dece4 {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"dsned69f2b715dec49\" ><!-- Email Marketing -->\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-08eb5d7e-b5b4-457b-9ce5-ceff89d6b956\"><span class=\"hs-cta-node hs-cta-08eb5d7e-b5b4-457b-9ce5-ceff89d6b956\" id=\"hs-cta-08eb5d7e-b5b4-457b-9ce5-ceff89d6b956\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/08eb5d7e-b5b4-457b-9ce5-ceff89d6b956\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-08eb5d7e-b5b4-457b-9ce5-ceff89d6b956\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/08eb5d7e-b5b4-457b-9ce5-ceff89d6b956.png\"  alt=\"Nowe wezwanie do dzia\u0142ania\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '08eb5d7e-b5b4-457b-9ce5-ceff89d6b956', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.dsned69f2b715dec49 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.dsned69f2b715dec49 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.dsned69f2b715dec49 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.dsned69f2b715dec49 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.dsned69f2b715dec49 {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"zypuz69f2b715de83b\" ><!-- Zarz\u0105dzanie firm\u0105 -->\n\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\"><span class=\"hs-cta-node hs-cta-64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\" id=\"hs-cta-64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d.png\"  alt=\"e-book Dlaczego Twoja firma powinna by\u0107 obecna w Internecie\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.zypuz69f2b715de83b {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.zypuz69f2b715de83b {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.zypuz69f2b715de83b {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.zypuz69f2b715de83b {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.zypuz69f2b715de83b {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"pvepa69f2b715de7bd\" ><!-- Video -->\n\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-d5317067-b35b-4752-8a1e-3ef0d70566f6\"><span class=\"hs-cta-node hs-cta-d5317067-b35b-4752-8a1e-3ef0d70566f6\" id=\"hs-cta-d5317067-b35b-4752-8a1e-3ef0d70566f6\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/d5317067-b35b-4752-8a1e-3ef0d70566f6\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-d5317067-b35b-4752-8a1e-3ef0d70566f6\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/d5317067-b35b-4752-8a1e-3ef0d70566f6.png\"  alt=\"e-book 18 wskaz\u00f3wek, kt\u00f3re rozwin\u0105 Tw\u00f3j kana\u0142 na YouTube\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, 'd5317067-b35b-4752-8a1e-3ef0d70566f6', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.pvepa69f2b715de7bd {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.pvepa69f2b715de7bd {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.pvepa69f2b715de7bd {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.pvepa69f2b715de7bd {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.pvepa69f2b715de7bd {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"dmdtc69f2b715de73c\" ><!-- Tworzenie stron -->\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\"><span class=\"hs-cta-node hs-cta-ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\" id=\"hs-cta-ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc.png\"  alt=\"Nowe wezwanie do dzia\u0142ania\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, 'ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.dmdtc69f2b715de73c {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.dmdtc69f2b715de73c {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.dmdtc69f2b715de73c {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.dmdtc69f2b715de73c {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.dmdtc69f2b715de73c {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"vymnz69f2b715de6b7\" ><!-- Strategia marketingowa -->\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-9d4aa58d-1ab7-4301-b000-ac3d639abc98\"><span class=\"hs-cta-node hs-cta-9d4aa58d-1ab7-4301-b000-ac3d639abc98\" id=\"hs-cta-9d4aa58d-1ab7-4301-b000-ac3d639abc98\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/9d4aa58d-1ab7-4301-b000-ac3d639abc98\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-9d4aa58d-1ab7-4301-b000-ac3d639abc98\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/9d4aa58d-1ab7-4301-b000-ac3d639abc98.png\"  alt=\"Nowe wezwanie do dzia\u0142ania\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '9d4aa58d-1ab7-4301-b000-ac3d639abc98', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.vymnz69f2b715de6b7 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.vymnz69f2b715de6b7 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.vymnz69f2b715de6b7 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.vymnz69f2b715de6b7 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.vymnz69f2b715de6b7 {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"hlhtq69f2b715de632\" ><!-- Social Media -->\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-387c3571-1376-4b17-bb02-3ee7c0d54013\"><span class=\"hs-cta-node hs-cta-387c3571-1376-4b17-bb02-3ee7c0d54013\" id=\"hs-cta-387c3571-1376-4b17-bb02-3ee7c0d54013\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/387c3571-1376-4b17-bb02-3ee7c0d54013\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-11950 lazyload\" id=\"hs-cta-img-387c3571-1376-4b17-bb02-3ee7c0d54013\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/387c3571-1376-4b17-bb02-3ee7c0d54013.png\"  alt=\"Nowe wezwanie do dzia\u0142ania\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '387c3571-1376-4b17-bb02-3ee7c0d54013', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); 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Wypowiadasz s\u0142owa, pokazujesz gesty, mo\u017ce nawet rysujesz co\u015b na serwetce \u2013 u\u017cywasz po prostu wszystkiego (g\u0142osu, obrazu, tekstu), \u017ceby si\u0119 porozumie\u0107. W\u0142a\u015bnie na tym polega multimodalno\u015b\u0107. Z t\u0105 r\u00f3\u017cnic\u0105, \u017ce teraz nie pr\u00f3bujemy porozumie\u0107 si\u0119 z barist\u0105 w Madrycie, tylko [&hellip;]<\/p>\n","protected":false},"author":101035,"featured_media":11951,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[633],"tags":[],"class_list":["post-11950","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Multimodalno\u015b\u0107 AI \u2013 co to jest? - WeNet<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/wenet.pl\/blog\/multimodalnosc-ai-co-to-jest\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Multimodalno\u015b\u0107 AI \u2013 co to jest?\" \/>\n<meta property=\"og:description\" content=\"Spr\u00f3buj wyobrazi\u0107 si\u0119 w nast\u0119puj\u0105cej sytuacji: chcesz zam\u00f3wi\u0107 kaw\u0119 w Hiszpanii, a nie znasz hiszpa\u0144skiego. 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