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40%","2026-10-15T04:15:18.572Z",{"id":781,"type":304,"title":379,"body":782,"tool_name":381,"z2u_price":726,"z2u_url":382,"status":310,"read_at":48,"created_at":783},1261,"Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €225.95) | Rabat: 70%","2026-10-15T04:15:18.431Z",{"id":785,"type":304,"title":386,"body":786,"tool_name":388,"z2u_price":726,"z2u_url":389,"status":310,"read_at":48,"created_at":787},1260,"Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €257.95) | Rabat: 74%","2026-10-15T04:15:18.289Z",{"id":789,"type":304,"title":401,"body":790,"tool_name":403,"z2u_price":726,"z2u_url":404,"status":310,"read_at":48,"created_at":791},1259,"Platforma: Dealify | Kategoria: Productivity | Cena: €66.95 (regular: €669.95) | Rabat: 90%","2026-10-15T04:15:16.690Z",{"id":793,"type":304,"title":408,"body":790,"tool_name":409,"z2u_price":726,"z2u_url":410,"status":310,"read_at":48,"created_at":794},1258,"2026-10-15T04:15:16.547Z",{"id":796,"type":304,"title":797,"body":798,"tool_name":799,"z2u_price":765,"z2u_url":800,"status":310,"read_at":48,"created_at":801},1257,"💰 StickyPassword — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €32.95 (regular: €218.95) | Rabat: 85%","StickyPassword","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fstickypassword","2026-10-15T04:15:15.904Z",{"id":803,"type":304,"title":804,"body":805,"tool_name":806,"z2u_price":765,"z2u_url":807,"status":310,"read_at":48,"created_at":808},1256,"💰 Notepad — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €32.95 (regular: €329.95) | Rabat: 90%","Notepad","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fnotepad","2026-10-15T04:15:15.108Z",{"id":810,"type":304,"title":811,"body":812,"tool_name":813,"z2u_price":814,"z2u_url":815,"status":310,"read_at":48,"created_at":816},1255,"💰 FlashBooks — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €282.95 (regular: €1973.95) | Rabat: 86%","FlashBooks",282.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fflashbooks","2026-10-15T04:15:14.664Z",{"id":818,"type":304,"title":819,"body":820,"tool_name":821,"z2u_price":822,"z2u_url":823,"status":310,"read_at":48,"created_at":824},1254,"💰 Envoice — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €157.95 (regular: €1576.95) | Rabat: 90%","Envoice",157.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fenvoice","2026-10-15T04:15:12.373Z",{"id":826,"type":304,"title":452,"body":827,"tool_name":454,"z2u_price":726,"z2u_url":455,"status":310,"read_at":48,"created_at":828},1253,"Platforma: Dealify | Kategoria: Business | Cena: €66.95 (regular: €669.95) | Rabat: 90%","2026-10-15T04:15:12.225Z",{"id":830,"type":304,"title":459,"body":831,"tool_name":461,"z2u_price":609,"z2u_url":463,"status":310,"read_at":48,"created_at":832},1252,"Platforma: Dealify | Kategoria: Business | Cena: €336.95 (regular: €3369.95) | Rabat: 90%","2026-10-15T04:15:11.677Z",{"id":834,"type":304,"title":835,"body":836,"tool_name":837,"z2u_price":838,"z2u_url":839,"status":310,"read_at":48,"created_at":840},1251,"💰 LeadLocator — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €191.95 (regular: €1917.95) | Rabat: 90%","LeadLocator",191.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fleadlocator","2026-10-15T04:15:11.332Z",{"id":842,"type":304,"title":482,"body":843,"tool_name":484,"z2u_price":726,"z2u_url":485,"status":310,"read_at":48,"created_at":844},1250,"Platforma: Dealify | Kategoria: Social Media | Cena: €66.95 (regular: €669.95) | Rabat: 90%","2026-10-15T04:15:09.802Z",{"id":846,"type":304,"title":489,"body":843,"tool_name":490,"z2u_price":726,"z2u_url":491,"status":310,"read_at":48,"created_at":847},1249,"2026-10-15T04:15:09.556Z",[849],{"id":850,"slug":851,"canonical_url":852,"cover_image":853,"published_at":854,"last_refreshed_at":855,"reading_time_min":293,"pillar_id":856,"author_id":857,"draft_id":864},"8aa18cfa-4ff2-4153-95d6-ad9ec8b7e51a","wiralowe-filmy-w-8-sekund-jak-clouted-eliminuje-zgadywanie-z-tiktoka","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Fwiralowe-filmy-w-8-sekund-jak-clouted-eliminuje-zgadywanie-z-tiktoka","b9219b22-4a6d-4226-bc65-58107f07489d","2026-08-19T02:58:50.677Z","2026-10-21T23:38:37.835Z",{"id":5,"name":7,"slug":6,"color_token":8},{"display_name":858,"slug":859,"bio_short":860,"social_links":861},"Andrzej Niemiec","andrzej-niemiec","Fanatyk nowych technologii i specjalista w zakresie sztucznej inteligencji.",{"linkedin":862,"x":48,"github":48,"website":863},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":865,"meta_description":866,"body_mdx":867,"word_count":868,"author_type":869,"ai_model_used":870,"schema_type":871},"Clouted i krótkie filmy: co naprawdę robi platforma do klipowania","Clouted łączy klipowanie z dystrybucją krótkich filmów. Sprawdzamy, co firma deklaruje, ile kosztują narzędzia AI do wideo i jak wybrać je w Polsce.","## Czym jest Clouted i dla kogo powstał?\n\nClouted to amerykańska platforma do klipowania dłuższych materiałów i dystrybucji krótkich filmów w TikToku, Instagramie i YouTube. Firma działa w modelu B2B i obsługuje kampanie marek oraz wytwórni, a nie pojedynczego twórcę w aplikacji konsumenckiej [1]. Podmiot występuje jako Clout Kitchen Holdings Inc. [1].\n\nTechCrunch opisał spółkę 20 maja 2026 r. [1]. Wcześniej zespół przeszedł akcelerator a16z Speedrun w 2024 r. [1]. Pozycjonowanie jest szersze niż edytor wideo: Clouted chce konkurować z infrastrukturą marketingową, taką jak CreatorIQ i Hightouch [1]. Kontekst rynku krótkich form rozwijamy w dziale [AI do wideo](\u002Fai-do\u002Ffilmow).\n\n## Jak działa klipowanie i dystrybucja w Clouted?\n\nClouted dzieli dłuższy materiał na klipy i publikuje je w wielu kanałach jednocześnie. System testuje formaty, podpisy, kanały i grupy odbiorców, a wyniki kolejnych publikacji mają zasilać następne kampanie [1][2]. Sieć wykonawcza liczy według firmy ponad 100 tys. twórców [1].\n\nKlipy mają zwykle od 30 do 90 sekund [1]. Ten parametr porządkuje oczekiwania: produkt nie obiecuje filmu złożonego w osiem sekund, tylko wielokrotne przetwarzanie istniejącego nagrania. Kampanie opisane na stronie firmy trwają 2–4 tygodnie i dotyczą dystrybucji muzyki oraz masowego publikowania treści [3].\n\nMechanizm opiera się na iteracji. Firma nazywa go silnikiem wiralności: materiał przechodzi przez kolejne warianty, a dane z publikacji wracają do systemu [2]. Marka nie zgaduje pojedynczego montażu, tylko porównuje dziesiątki wyników.\n\nZmienia się też jednostka pracy. Zamiast jednego dopracowanego filmu powstaje wiele wersji tego samego materiału. Pomiar przenosi się z jakości montażu na koszt dotarcia do odbiorcy.\n\n## Czy da się przewidzieć wiralność krótkiego filmu?\n\nNie. Materiały firmy opisują strategię testowania, nie gwarancję trafnej prognozy. Clouted deklaruje ograniczenie zgadywania przez porównywanie wariantów i kanałów [1][2]. Skuteczność zależy od algorytmów platform, trendów, godziny publikacji i dopasowania grup odbiorców [1].\n\nDlatego deklaracje trzeba czytać jako opis metody. Publikacja wyników nie dowodzi, że system rozpoznaje przyszły sukces każdego klipu. To różnica między narzędziem pomiaru a obietnicą wyniku.\n\n## Ile kosztują narzędzia AI do wideo w październiku 2026?\n\nCeny podajemy w dolarach, jako oficjalne ceny listowe. Cenniki dla Polski zależą od kanału rozliczenia, VAT i promocji, dlatego kwotę trzeba potwierdzić przy płatności.\n\n| Narzędzie | Do czego służy | Polski głos i lip-sync | Cena (stan na październik 2026) |\n|---|---|---|---|\n| Clouted | klipowanie i dystrybucja kampanii | brak deklaracji w materiałach firmy | brak publikowanego cennika [1] |\n| Veo 3.1 | generowanie scen i dźwięku z promptu | polski niepotwierdzony w dokumentacji | Google AI Plus 4,99 USD\u002Fmies., Pro 19,99, Ultra 99,99 i 199,99 [4] |\n| Kling 3.0 | ruch postaci, ujęcia wieloscenowe, 4K | polski nie wymieniony wprost | Standard 8,80 USD\u002Fmies. (pierwszy miesiąc 6,99), Pro 32,56, Ultra 159,99 [5] |\n| Runway Gen-4.5 | produkcja kreatywna, kontrola ujęć | dostępność do sprawdzenia w selektorze głosu | cennik na stronie producenta [6] |\n| Higgsfield | wiele modeli w jednym panelu | LipSync Studio obsługuje 18 języków, polski niepotwierdzony | cennik na stronie producenta [7] |\n| Hailuo | tanie krótkie klipy, stylizowany ruch | polski TTS dostępny, lip-sync do sprawdzenia | cennik na stronie producenta [8] |\n| CapCut | montaż, napisy, szablony | wiele języków, polski do sprawdzenia w aplikacji | cennik zmienny [9] |\n| HeyGen | prezenterzy i dubbing | polski głos, dubbing i lip-sync deklarowane | cennik na stronie producenta [10] |\n\nVeo 3.1 Lite kosztuje mniej niż połowę ceny Veo 3.1 Fast, a dokładna stawka zależy od modelu i rozdzielczości [11]. Kling rozlicza API za sekundę: 0,8 jednostki przy 720p i 1,0 przy 1080p dla modelu Turbo [12].\n\n## Co wiadomo o finansowaniu i skali Clouted?\n\n20 maja 2026 r. Clouted ogłosił rundę seed o wartości 7 mln dolarów, prowadzoną przez Slow Ventures [1][13]. Potwierdzają ją także zestawienia rynkowe [14]. Firma podaje, że ma dostęp do ponad 100 tys. twórców kliperskich i dystrybucyjnych, co pozostaje deklaracją, a nie audytem [1].\n\nPomysł wyrósł z promocji festiwalu muzyki elektronicznej &Friends w Manili, który według źródeł przyciąga ponad 20 tys. osób [1]. Współzałożyciel i CEO Justin Banusing wykorzystywał ten model wcześniej przy własnych kampaniach [1].\n\n## Jak czytać wyniki, które publikuje Clouted?\n\nFirma opisuje kampanię Illenium i Liquid State: ponad 30 mln wyświetleń, około 1000 klipów w dwa tygodnie i trzykrotne przekroczenie celu CPM [3]. To dane prezentowane przez dostawcę, nie niezależna ocena skuteczności algorytmu [2].\n\nPrzy takich liczbach trzeba rozdzielić dwie rzeczy: zasięg kampanii i trafność predykcji. Wzrost wyświetleń może wynikać z liczby publikacji oraz z budżetu dystrybucji, a nie z samej prognozy wiralności.\n\n## Które narzędzia AI do wideo działają dziś w Polsce?\n\nSora nie jest już dostępna. Sora 2 zadebiutowała 30 września 2025 r., aplikacja i strona zostały wyłączone 26 kwietnia 2026 r., a API 24 września 2026 r. [15][16]. OpenAI prowadzi stronę eksportu wcześniejszych materiałów [16].\n\nVeo 3.1 to rodzina modeli Google DeepMind dostępna w Gemini, Flow, Vids i przez API, a wyniki otrzymują oznaczenie SynthID [17]. Wersja Veo 3.1 Lite z 31 marca 2026 r. obsługuje tekst i obraz na wideo, 720p lub 1080p oraz klipy 4, 6 i 8 sekund [11]. Google Vids oferuje 10 darmowych generacji miesięcznie dla konta Google [18].\n\nKling 3.0 ogłoszono 5 lutego 2026 r., a model Turbo 17 czerwca 2026 r. [19][12]. Platforma reklamuje 4K, storyboardy wieloujęciowe i dźwięk natywny, ale sama wymienia problemy z konsekwencją wizualną oraz renderowaniem tekstu [19][20]. Runway udostępnia Gen-4.5 wraz z modelami zewnętrznymi i narzędziami audio [21][6].\n\nUwaga na sprzeczność w źródłach: strona CapCut wymienia integrację z Sora 2, podczas gdy OpenAI podaje wyłączenie tego modelu [9][16]. Pierwszeństwo ma komunikat producenta modelu.\n\n## Od czego zacząć w praktyce?\n\nNajpierw trzeba rozdzielić dwa zadania: produkcję materiału i jego dystrybucję. Generatory tworzą ujęcia, narzędzia do klipowania dzielą gotowe nagrania, a platformy pokroju Clouted zajmują się publikacją i pomiarem [1][17].\n\nKolejność jest prosta. Zbierz materiał, wytnij kilka wariantów otwarcia, opublikuj je w różnych kanałach i porównaj koszt dotarcia. Decyzję o płatnym narzędziu podejmij po tych pomiarach.\n\nDla małego zespołu sensowny start to CapCut i darmowe limity Google Vids [9][18]. Dla firmy, która publikuje codziennie, liczy się nie montaż, a liczba wariantów i raportowanie, więc wchodzą narzędzia dystrybucyjne.\n\nJeśli potrzebujesz polskiego lektora lub prezentera, sprawdź HeyGen i Synthesia, które deklarują polski głos i lip-sync [10]. Do scen i b-rolla lepiej nadają się Veo, Kling i Runway [17][19][21]. O planowaniu produkcji wideo pisaliśmy w tekście o [Google Vids](\u002Fposts\u002Fgoogle-vids-darmowe-wideo-z-ai-ktore-moze-wyprzec-canve-z-firmowych-komputerow) oraz o [remiksach w YouTube Shorts](\u002Fposts\u002Fyoutube-shorts-z-ai-remiks-wideo-ktory-moze-podzielic-tworcow).\n\n## Najczęstsze pytania\n\n### Czy Clouted jest darmowy?\n\nMateriały firmy nie podają publicznego cennika [1]. Clouted sprzedaje kampanie i dystrybucję, więc rozmowa zaczyna się od briefu, a nie od abonamentu w sklepie z aplikacjami. Przy budżecie trzeba założyć koszt produkcji klipów oraz opłatę za publikację i pomiar. Kwotę potwierdza się w kontakcie z firmą, nie w rankingu narzędzi.\n\n### Czy Clouted tworzy filmy w osiem sekund?\n\nNie ma takiego potwierdzenia. Opisy produktu mówią o klipach trwających zwykle 30–90 sekund, wycinanych z dłuższych nagrań [1]. Osiem sekund pojawia się w materiałach Google jako jedna z długości generowania dla Veo 3.1 Lite, nie w produktach Clouted [11]. Dla marki oznacza to, że plan produkcji opiera się na istniejącym materiale, a nie na automatycznym tworzeniu całego filmu.\n\n### Czym różni się generator wideo od narzędzia do klipowania?\n\nGenerator tworzy nowe ujęcia z tekstu lub obrazu, a narzędzie do klipowania dzieli gotowe nagranie na krótsze wersje. Trzecia grupa to platformy dystrybucji, które publikują materiał i mierzą wyniki [1][17]. Wybór zależy od tego, czego brakuje w procesie: scen, wariantów czy pomiaru. Mylenie tych kategorii prowadzi do zakupu narzędzia, które nie rozwiązuje właściwego problemu.\n\n### Czy polskie firmy mogą używać tych narzędzi?\n\nTak, poza wyjątkami. Sora została wyłączona dla wszystkich użytkowników [16]. Google zastrzega ograniczenia przy wgrywaniu wideo do edycji w Europejskim Obszarze Gospodarczym, choć samo generowanie jest dostępne. Polskie ceny nie są publikowane wprost, dlatego kwotę trzeba sprawdzić przy płatności [4]. HeyGen i Synthesia deklarują polski głos, pozostałe modele trzeba sprawdzić na krótkich próbkach.\n\n### Czy AI zastąpi montażystę?\n\nNie w całym procesie. Narzędzia przyspieszają wybór ujęć, napisy i wersjonowanie, ale nie wymyślają koncepcji ani nie oceniają sensu przekazu [20]. Montażysta przenosi się z klejenia klipów na nadzór nad wariantami i decyzje o tym, co publikować. Ten podział pracy jest tańszy w utrzymaniu niż próba automatyzacji całego procesu.\n\n## Źródła\n\n1. [Clouted wants to take the guesswork out of making short videos go viral (TechCrunch, 2026)](https:\u002F\u002Ftechcrunch.com\u002F2026\u002F05\u002F20\u002Fclouted-wants-to-take-the-guesswork-out-of-making-short-videos-go-viral)\n2. [The Virality Engine | Network-First Marketing (Clouted)](https:\u002F\u002Fclouted.com\u002Fengine)\n3. [Music Distribution Marketing (Clouted)](https:\u002F\u002Fclouted.com\u002Fmusic)\n4. [Google AI plans (Google One)](https:\u002F\u002Fone.google.com\u002Fabout\u002Fgoogle-ai-plans)\n5. [Kling AI: Membership Plans, Benefits & Account Options (Kling AI)](https:\u002F\u002Fapp.klingai.com\u002Fglobal\u002Fmembership\u002Fmembership-plan)\n6. [Choose the Right Plan for You (Runway)](https:\u002F\u002Frunwayml.com\u002Fpricing)\n7. [Pricing plans — Higgsfield AI Video & Image Generator (Higgsfield)](https:\u002F\u002Fhiggsfield.ai\u002Fpricing)\n8. [Hailuo AI Subscription Plans for Video and Image Tools (Hailuo AI)](https:\u002F\u002Fhailuoai.video\u002Fsubscribe)\n9. [Przewodnik po szablonach TikTok (CapCut)](https:\u002F\u002Fwww.capcut.com\u002Fpl-pl\u002Fresource\u002Ftiktok-template)\n10. [Best AI Video Generators 2026: 12 Tools Tested & Ranked (HeyGen, 2026)](https:\u002F\u002Fwww.heygen.com\u002Fblog\u002Fbest-ai-video-generators-tested-and-reviewed)\n11. [How developers can use Veo 3.1 Lite for AI video generation (Google, 2026)](https:\u002F\u002Fblog.google\u002Finnovation-and-ai\u002Ftechnology\u002Fai\u002Fveo-3-1-lite)\n12. [API Updates | Kling AI API Documentation (Kling AI)](https:\u002F\u002Fapp.klingai.com\u002Fglobal\u002Fdev\u002Fdocument-api\u002FapiReference\u002FupdateNotice)\n13. [Clouted raises $7M to turn AI into a viral clip factory (Startup Fortune)](https:\u002F\u002Fstartupfortune.com\u002Fclouted-raises-7)\n14. [Clouted raises 7M to automate viral marketing with AI-powered distribution intelligence (Dealroom)](https:\u002F\u002Fapp.dealroom.co\u002Fnews\u002Ffeed\u002Fclouted-raises-7m-to-automate-viral-marketing-with-ai-powered-distribution-intelligence)\n15. [Sora 2 is here (OpenAI)](https:\u002F\u002Fopenai.com\u002Findex\u002Fsora-2)\n16. [What to know about the Sora discontinuation (OpenAI Help Center)](https:\u002F\u002Fhelp.openai.com\u002Fen\u002Farticles\u002F20001152-what-to-know-about-the-sora-discontinuation)\n17. [Veo 3.1 — Google DeepMind (Google DeepMind)](https:\u002F\u002Fdeepmind.google\u002Fmodels\u002Fveo)\n18. [Google Vids updates include high-quality video generation at no cost and more (Google)](https:\u002F\u002Fblog.google\u002Fproducts-and-platforms\u002Fproducts\u002Fworkspace\u002Fgoogle-vids-updates-lyria-veo)\n19. 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[Runway Gen-4.5: State-of-the-Art AI Video Generation (Runway)](https:\u002F\u002Frunway.com\u002Fresearch\u002Fintroducing-runway-gen-4.5)",1711,"ai_generated","deepseek\u002Fdeepseek-v4.1-flash","Article",[873,881,889,896,903,910,917,924,931,938,945,950,957,964,971,976],{"id":874,"slug":875,"reading_time_min":876,"pillar_id":877,"draft_id":878},"ee48147b-2e28-406f-8a77-f660ce38123c","chatgpt-w-finansach-osobistych-doradca-za-99-zl-miesiecznie-czy-ryzykowny-eksperyment",8,{"color_token":8},{"title":879,"meta_description":880},"ChatGPT w finansach osobistych: doradca za 99 zł miesięcznie czy ryzykowny eksperyment?","Wczoraj wieczorem dostałem wiadomość od znajomego z USA: *\"Sprzedałem akcje, bo ChatGPT mi powiedział\"*. Nie pytał o moją opinię, nie sprawdził rekomendacji …",{"id":882,"slug":883,"reading_time_min":884,"pillar_id":885,"draft_id":886},"e58d95ee-54cb-4f45-b059-f4b188b3ec15","stable-audio-3-ile-kosztuje-godzina-muzyki-wygenerowanej-przez-ai",9,{"color_token":8},{"title":887,"meta_description":888},"Stable Audio 3: ile kosztuje godzina muzyki wygenerowanej przez AI?","Wczoraj zespół sound designerów z warszawskiego studia animacji spędził 4 godziny na nagrywaniu odgłosów deszczu i wiatru do nowego projektu. Dziś ten sam ef…",{"id":890,"slug":891,"reading_time_min":876,"pillar_id":892,"draft_id":893},"ab9e303d-df33-4547-b444-41d09740896e","chatgpt-w-finansach-osobistych-co-zmienia-i-dlaczego-polskie-firmy-powinny-sie-tym-zainteresowac",{"color_token":8},{"title":894,"meta_description":895},"ChatGPT w finansach osobistych: co zmienia i dlaczego polskie firmy powinny się tym zainteresować","W maju 2024 roku OpenAI uruchomiło funkcję, która może przedefiniować, jak zarządzamy pieniędzmi. Użytkownicy ChatGPT Pro w USA mogą teraz łączyć swoje konta…",{"id":897,"slug":898,"reading_time_min":206,"pillar_id":899,"draft_id":900},"fd6b3c51-e0f6-4ea0-b5e4-cd9bec1d9bfc","chatgpt-do-finansow-osobistych-czy-openai-zastapi-twojego-doradce",{"color_token":8},{"title":901,"meta_description":902},"ChatGPT do finansów osobistych: czy OpenAI zastąpi twojego doradcę?","Wczoraj wieczorem Marcin, właściciel małej kawiarni w Krakowie, spędził 45 minut na rozmowie z ChatGPT o swoich oszczędnościach. Zamiast wertować arkusze Exc…",{"id":904,"slug":905,"reading_time_min":876,"pillar_id":906,"draft_id":907},"21872906-2f74-4c19-8c12-5114f4833249","chatgpt-do-budzetu-oszczedza-czas-ale-czy-twoje-dane-sa-bezpieczne",{"color_token":8},{"title":908,"meta_description":909},"ChatGPT do budżetu: oszczędza czas, ale czy twoje dane są bezpieczne?","Wczoraj wieczorem Marek, 34-letni właściciel warszawskiego biura rachunkowego, spędził godzinę na ręcznym kategorizowaniu wydatków w arkuszu kalkulacyjnym. D…",{"id":911,"slug":912,"reading_time_min":876,"pillar_id":913,"draft_id":914},"3945db9f-c70a-469d-84c9-9671274c0c8c","chatgpt-w-finansach-osobistych-co-naprawde-potrafi-i-dlaczego-polskie-banki-powinny-sie-bac",{"color_token":8},{"title":915,"meta_description":916},"ChatGPT w finansach osobistych: co naprawdę potrafi i dlaczego polskie banki powinny się bać","Wczoraj OpenAI udostępniło w USA funkcję, która pozwala ChatGPT łączyć się z kontami bankowymi i generować porady finansowe w czasie rzeczywistym. Brzmi jak …",{"id":918,"slug":919,"reading_time_min":206,"pillar_id":920,"draft_id":921},"72800cb5-0c42-47eb-a557-5656693bbe95","ernie-qwen-czy-zit-ktory-model-ai-do-obrazow-wybrac-gdy-liczy-sie-czas-i-jakosc",{"color_token":8},{"title":922,"meta_description":923},"ERNIE, Qwen czy ZiT? Który model AI do obrazów wybrać, gdy liczy się czas i jakość","W zeszłym miesiącu zespół marketingu spółki z o.o. z Wrocławia stanął przed problemem: potrzebowali 50 grafik na kampanię social media w trzy dni. Zlecili to…",{"id":925,"slug":926,"reading_time_min":231,"pillar_id":927,"draft_id":928},"8b4959e2-8ff2-41f5-a566-00ca95d1118a","moe-vs-dense-kto-wygrywa-w-lokalnych-wdrozeniach-ai",{"color_token":8},{"title":929,"meta_description":930},"MoE vs dense: kto wygrywa w lokalnych wdrożeniach AI?","Użytkownik Different_Fix_2217 z Reddita odkrył, że Mixtral-8x7B odpowiada na polskie pytania lepiej niż Llama-3-8B, zużywając przy tym o 25% mniej pamięci. T…",{"id":932,"slug":933,"reading_time_min":231,"pillar_id":934,"draft_id":935},"623dfd30-6bbf-43e3-b37f-ea1662660bbe","kupiles-6-narzedzi-ai-ale-uzywasz-tylko-jednego-oto-jak-przestac-marnowac-budzet",{"color_token":8},{"title":936,"meta_description":937},"Kupiłeś 6 narzędzi AI, ale używasz tylko jednego. Oto jak przestać marnować budżet","W zeszłym miesiącu rozmawiałem z prezesem 40-osobowej agencji marketingowej z Wrocławia. Pokazał mi folder na pulpicie: *\"AI stuff\"*. W środku 17 zakładek do…",{"id":939,"slug":940,"reading_time_min":179,"pillar_id":941,"draft_id":942},"17a278f1-1883-4b99-bb87-554b79110090","laguna-xs-2-vs-m-1-dlaczego-polskie-firmy-testuja-lokalne-modele-jezykowe",{"color_token":8},{"title":943,"meta_description":944},"Laguna XS.2 vs M.1: dlaczego polskie firmy testują lokalne modele językowe","Wczoraj zespół Poolside AI udostępnił dwa nowe modele językowe – Laguna XS.2 i Laguna M.1. W ciągu pierwszych 24 godzin repozytorium na Hugging Face zanotowa…",{"id":946,"slug":118,"reading_time_min":876,"pillar_id":947,"draft_id":948},"bb966432-025e-415f-a65d-a0b902dda934",{"color_token":8},{"title":120,"meta_description":949},"Nemotron 3 Nano 4B to model NVIDIA z 3,97 mld parametrów i kontekstem 262 tys. tokenów. Sprawdzamy architekturę, wyniki i wydajność lokalną.",{"id":951,"slug":952,"reading_time_min":179,"pillar_id":953,"draft_id":954},"97cb5082-295b-44be-89cc-f98db8f9703b","47-zakladek-200-tysiecy-zlotych-w-bloto-jak-przestac-kupowac-ai-ktorego-nie-potrzebujesz",{"color_token":8},{"title":955,"meta_description":956},"47 zakładek, 200 tysięcy złotych w błoto – jak przestać kupować AI, którego nie potrzebujesz","W zeszłym miesiącu prezes spółki z branży e-commerce pokazał mi folder na pulpicie: „AI stuff”. W środku 47 nieotwartych zakładek do narzędzi, które kupił po…",{"id":958,"slug":959,"reading_time_min":206,"pillar_id":960,"draft_id":961},"6d54a5d0-0ab5-4abf-89e9-b58e64a4197b","milion-tokenow-w-praktyce-czy-deepseek-v4-naprawde-zmienia-zasady-gry",{"color_token":8},{"title":962,"meta_description":963},"Milion tokenów w praktyce: czy DeepSeek-V4 naprawdę zmienia zasady gry?","W biurze kancelarii prawnej w Warszawie analityk spędził trzy dni na przeglądaniu 400-stronicowej umowy joint venture. Gdy wrzucił dokument do DeepSeek-V4, m…",{"id":965,"slug":966,"reading_time_min":179,"pillar_id":967,"draft_id":968},"8e0353d7-5e1c-46a5-bfec-8d929c7ea937","chatgpt-w-finansach-osobistych-co-naprawde-zmienia-i-dlaczego-polskie-firmy-powinny-to-sledzic",{"color_token":8},{"title":969,"meta_description":970},"ChatGPT w finansach osobistych: co naprawdę zmienia i dlaczego polskie firmy powinny to śledzić","Od czerwca 2024 roku użytkownicy ChatGPT Pro w USA mogą połączyć swoje konta bankowe z AI i dostać poradę finansową w 8 sekund. Brzmi jak sci-fi, ale działa …",{"id":972,"slug":40,"reading_time_min":206,"pillar_id":973,"draft_id":974},"fe13a3ea-5437-499e-95ab-fb7bfd832610",{"color_token":8},{"title":42,"meta_description":975},"Zapier, Make i n8n w jednym porównaniu: co potrafią agenci AI w 2026, ile kosztują plany i gdzie wdrożenia zawodzą po wyjściu z demo.",{"id":977,"slug":978,"reading_time_min":293,"pillar_id":979,"draft_id":980},"2e737281-4130-493b-aeab-68098f74befd","chatgpt-w-finansach-osobistych-czy-za-20-dolarow-miesiecznie-dostaniesz-lepszego-doradce-niz-w-banku",{"color_token":8},{"title":981,"meta_description":982},"ChatGPT w finansach osobistych: czy za 20 dolarów miesięcznie dostaniesz lepszego doradcę niż w banku?","W czerwcu 2024 roku OpenAI uruchomiło funkcję, która może zmienić sposób, w jaki Polacy zarządzają domowym budżetem. Za 20 dolarów miesięcznie użytkownicy Ch…",[]]