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€97.95 (regular: €970.95) | Rabat: 90%","Contact Concert",97.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcontact-concert","2026-08-22T04:15:23.497Z",{"id":736,"type":306,"title":737,"body":738,"tool_name":739,"z2u_price":677,"z2u_url":740,"status":312,"read_at":313,"created_at":741},461,"💰 Syncaut — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €108.95 (regular: €1079.95) | Rabat: 90%","Syncaut","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsyncaut","2026-08-22T04:15:21.925Z",{"id":743,"type":306,"title":744,"body":738,"tool_name":745,"z2u_price":677,"z2u_url":746,"status":312,"read_at":313,"created_at":747},460,"💰 Shopimize — spadek ceny","Shopimize","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fshopimize","2026-08-22T04:15:21.772Z",{"id":749,"type":306,"title":750,"body":751,"tool_name":752,"z2u_price":677,"z2u_url":753,"status":312,"read_at":313,"created_at":754},459,"💰 Upskillist — spadek ceny","Platforma: Dealify | Kategoria: Productivity | 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58%","ResumeFromSpace","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fresumefromspace","2026-08-22T04:15:15.984Z",{"id":770,"type":306,"title":412,"body":771,"tool_name":414,"z2u_price":415,"z2u_url":416,"status":312,"read_at":313,"created_at":772},456,"Platforma: Dealify | Kategoria: Productivity | Cena: €109.95 (regular: €871.95) | Rabat: 87%","2026-08-22T04:15:15.544Z",{"id":774,"type":306,"title":775,"body":776,"tool_name":777,"z2u_price":677,"z2u_url":778,"status":312,"read_at":313,"created_at":779},455,"💰 boundrees — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €108.95 (regular: €589.95) | Rabat: 82%","boundrees","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fboundrees","2026-08-22T04:15:14.710Z",{"id":781,"type":306,"title":782,"body":783,"tool_name":784,"z2u_price":677,"z2u_url":785,"status":312,"read_at":313,"created_at":786},454,"💰 PitchBob — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €108.95 (regular: €780.95) | Rabat: 86%","PitchBob","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpitchbob","2026-08-22T04:15:12.578Z",{"id":788,"type":306,"title":789,"body":790,"tool_name":791,"z2u_price":677,"z2u_url":792,"status":312,"read_at":313,"created_at":793},453,"💰 ZenCall — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €108.95 (regular: €162.95) | Rabat: 33%","ZenCall","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fzencall","2026-08-22T04:15:11.934Z",{"id":795,"type":306,"title":796,"body":797,"tool_name":798,"z2u_price":732,"z2u_url":799,"status":312,"read_at":313,"created_at":800},452,"💰 ZuckerBot — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €97.95 (regular: €970.95) | Rabat: 90%","ZuckerBot","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fzuckerbot","2026-08-22T04:15:10.198Z",{"id":802,"type":306,"title":803,"body":804,"tool_name":805,"z2u_price":677,"z2u_url":806,"status":312,"read_at":313,"created_at":807},451,"💰 TubeIQ — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €108.95 (regular: €981.95) | Rabat: 89%","TubeIQ","https:\u002F\u002Fdealify.com\u002Fproducts\u002Ftubeiq","2026-08-22T04:15:10.059Z",{"id":809,"type":306,"title":565,"body":810,"tool_name":567,"z2u_price":711,"z2u_url":568,"status":312,"read_at":313,"created_at":811},450,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €217.95 (regular: €1079.95) | Rabat: 80%","2026-08-22T04:15:07.669Z",{"id":813,"type":306,"title":814,"body":815,"tool_name":816,"z2u_price":677,"z2u_url":817,"status":312,"read_at":313,"created_at":818},449,"💰 SeoReportMaster — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €108.95 (regular: €1079.95) | Rabat: 90%","SeoReportMaster","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseoreportmaster","2026-08-22T04:15:06.136Z",{"id":820,"type":306,"title":821,"body":815,"tool_name":822,"z2u_price":677,"z2u_url":823,"status":312,"read_at":313,"created_at":824},448,"💰 BacklinkScan — spadek ceny","BacklinkScan","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbacklinkscan","2026-08-22T04:15:05.485Z",{"id":826,"type":306,"title":326,"body":827,"tool_name":328,"z2u_price":550,"z2u_url":330,"status":312,"read_at":313,"created_at":828},447,"Platforma: Dealify | Kategoria: AI | Cena: €326.95 (regular: €981.95) | Rabat: 67%","2026-08-22T04:15:03.998Z",{"id":830,"type":306,"title":831,"body":832,"tool_name":833,"z2u_price":834,"z2u_url":835,"status":312,"read_at":313,"created_at":836},446,"💰 ViceForge — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €84.95 (regular: €349.95) | Rabat: 76%","ViceForge",84.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fviceforge","2026-08-22T04:15:03.854Z",{"id":838,"type":306,"title":703,"body":839,"tool_name":705,"z2u_price":840,"z2u_url":706,"status":312,"read_at":313,"created_at":841},445,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €107.95 (regular: €172.95) | Rabat: 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87%","2026-08-21T04:15:15.330Z",[884],{"id":885,"slug":886,"canonical_url":887,"cover_image":888,"published_at":889,"last_refreshed_at":313,"reading_time_min":208,"pillar_id":890,"author_id":891,"draft_id":898},"119a9ef1-c75f-4470-be2f-ce573c063c8c","agenci-ai-na-telefon-kiedy-oszczedzasz-a-kiedy-tracisz-klientow","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Fagenci-ai-na-telefon-kiedy-oszczedzasz-a-kiedy-tracisz-klientow","24afcfc0-8e78-4340-a099-ce95d2f2ae0e","2026-08-19T07:12:44.170Z",{"id":5,"name":7,"slug":6,"color_token":8},{"display_name":892,"slug":893,"bio_short":894,"social_links":895},"Andrzej Niemiec","andrzej-niemiec","Fanatyk nowych technologii i specjalista w zakresie sztucznej inteligencji.",{"linkedin":896,"x":313,"github":313,"website":897},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":899,"meta_description":900,"body_mdx":901,"word_count":902,"author_type":903,"ai_model_used":904,"schema_type":905},"Agenci AI na telefon: kiedy oszczędzasz, a kiedy tracisz klientów","Wczoraj o 14:32 klient Orange Polska dzwonił po fakturę. Zamiast czekać 12 minut w kolejce, odebrał go głosowy agent AI. Rozmowa trwała 47 sekund, a system a…","```markdown\n# Agenci AI na telefon: kiedy oszczędzasz, a kiedy tracisz klientów\n\nWczoraj o 14:32 klient Orange Polska dzwonił po fakturę. Zamiast czekać 12 minut w kolejce, odebrał go głosowy agent AI. Rozmowa trwała 47 sekund, a system automatycznie wysłał dokument na maila. Tego samego dnia w banku Pekao SA podobny agent obsłużył 1873 połączenia — bez jednego błędu w rozliczeniach. To nie eksperyment, tylko codzienność w firmach, które przestały bać się automatyzacji. Problem? 88% polskich call center wciąż trzyma się przestarzałych chatbotów [5].\n\n## Dlaczego OpenClaw przestało być hitem — i co to oznacza dla twojego call center?\n\nOpenClaw przez rok było flagowym przykładem głosowej AI. Firmy chwaliły je za łatwą integrację i niski próg wejścia. Dziś? Narzędzie straciło impet — nie dlatego, że przestało działać, ale dlatego, że konkurencja zaoferowała coś więcej niż podstawową obsługę [1]. W Polsce wciąż dominują proste chatboty: tylko 15% firm z sektora finansowego i telekomunikacyjnego wdrożyło zaawansowane rozwiązania głosowe [5]. Reszta tkwi w półśrodkach, które nie rozwiązują problemu — a jedynie go maskują.\n\nPrzykład? Jeden z polskich banków (nazwa nieujawniona w raporcie EY) zredukował koszty obsługi o 40% dzięki wdrożeniu Retell AI. Kluczowa różnica? OpenClaw radziło sobie z prostymi zapytaniami, ale zawodziło przy złożonych scenariuszach, jak reklamacje czy wnioski kredytowe. Nowe narzędzia oferują lepszą integrację z CRM i personalizację — co w praktyce oznacza mniej frustracji po stronie klienta [2].\n\n## Jakie narzędzia AI pozwalają dziś na pełną obsługę telefoniczną — bez człowieka?\n\n### Od IVR do pełnych agentów konwersacyjnych\nTradycyjne systemy IVR (Interactive Voice Response) to już przeszłość. Dziś firmy mogą wybierać między:\n- **Częściową automatyzacją** (np. wstępna kwalifikacja zgłoszeń),\n- **Pełnymi agentami głosowymi** (obsługa od początku do końca).\n\nRetell AI, Vapi czy polski startup VoiceLab oferują rozwiązania, które rozumieją kontekst rozmowy i potrafią przekazać klienta do człowieka, gdy sytuacja tego wymaga. Przykład: Retell AI obsługuje do 80% prostych zapytań, pozostawiając resztę ludzkim agentom [2]. To oznacza, że call center może skupić się na przypadkach wymagających empatii — a nie na odczytywaniu sald kont.\n\n### Dlaczego polskie firmy boją się głosowych AI?\nGłówne bariery to:\n1. **Brak wiedzy** (40% firm nie wie, od czego zacząć) [5],\n2. **Wysokie koszty** (średnio 200–500 tys. zł za wdrożenie) [6],\n3. **Obawy o compliance** (RODO, UODO — 20% firm obawia się naruszeń) [5].\n\nNajwiększy mit? Że klienci nie akceptują rozmów z AI. Badania pokazują coś innego: 70% klientów woli szybką odpowiedź od agenta AI niż długie czekanie na człowieka [4]. Problemem nie jest technologia, ale jej wdrożenie — np. brak płynnego przejścia między AI a agentem ludzkim.\n\n## Ile kosztuje wdrożenie agenta AI na telefon — i kiedy się zwróci?\n\n### Koszty początkowe vs. oszczędności\nŚredni koszt wdrożenia w Polsce to 200–500 tys. zł [6]. Dla firmy telekomunikacyjnej z 50 agentami oznacza to:\n- **Inwestycja początkowa**: 350 tys. zł (w tym integracja z CRM i szkolenie modelu),\n- **Oszczędności roczne**: 1,2 mln zł (redukcja kosztów o 40%) [3].\n\nZwrot z inwestycji? Między 4 a 8 miesięcy, w zależności od skali. Ale uwaga: to tylko liczby na papierze. W praktyce firmy często nie uwzględniają ukrytych kosztów:\n- **Szkolenie modelu**: 50–100 tys. zł rocznie (aktualizacja danych, dostosowanie do nowych produktów),\n- **Compliance**: 30–70 tys. zł (audyty RODO, dostosowanie do UODO),\n- **Integracja z CRM**: 20–50 tys. zł (np. Salesforce czy HubSpot) [2].\n\n### Czy tanie rozwiązania open-source są warte ryzyka?\nNarzędzia jak Rasa czy DeepPavlov kosztują ułamek komercyjnych rozwiązań, ale mają poważne ograniczenia:\n- **Brak wsparcia technicznego**: awaria? Jesteś zdany na siebie,\n- **Problemy z polskim językiem**: modele open-source często nie radzą sobie z polskimi dialektami czy slangiem,\n- **Brak skalowalności**: przy 1000 połączeń dziennie system może zwolnić lub zawiesić się.\n\nPrzykład z życia: firma logistyczna wdrożyła open-source’owy agent AI do obsługi zapytań o status przesyłek. Po miesiącu musiała wrócić do ludzkich agentów — system nie rozumiał pytań typu \"Gdzie jest mój paczuszek?\" i przekierowywał klientów do niewłaściwych działów.\n\n## Jakie branże w Polsce najszybciej adoptują głosowych agentów AI?\n\n### Telekomunikacja i finanse na czele\nW Polsce tylko 15% firm z tych sektorów wdrożyło zaawansowane rozwiązania AI [5]. Dlaczego akurat one?\n- **Duża skala operacji**: Orange Polska czy PKO BP obsługują miliony połączeń miesięcznie,\n- **Standaryzowane procesy**: pytania o saldo, blokadę karty czy reset hasła łatwo zautomatyzować,\n- **Presja na koszty**: konkurencja wymusza optymalizację.\n\nPrzykład: operator telekomunikacyjny Play wdrożył agentów AI do obsługi reklamacji. Efekt? 30% krótszy czas obsługi i 25% wzrost satysfakcji klientów [5].\n\n### E-commerce i logistyka: dlaczego wciąż wolą chatboty?\nBranże te skupiają się na automatyzacji czatu, bo:\n- **Złożoność zapytań**: pytania o zwroty, reklamacje czy status przesyłek trudniej zautomatyzować głosowo,\n- **Brak standaryzacji**: każda firma ma inne procedury,\n- **Niskie koszty chatbotów**: wdrożenie kosztuje 20–50 tys. zł, czyli 10x mniej niż głosowy AI [6].\n\n### Sektor publiczny: czy urzędy zaczną używać AI?\nNa razie to mrzonka. Główne bariery:\n- **Regulacje**: UODO i RODO wymagają szczególnej ostrożności przy przetwarzaniu danych obywateli,\n- **Brak budżetu**: urzędy nie mają środków na innowacje,\n- **Opór pracowników**: związki zawodowe obawiają się redukcji etatów.\n\nJednak są wyjątki: ZUS testuje chatboty do obsługi pytań o emerytury, a niektóre urzędy miast wdrażają proste IVR-y. Pełna automatyzacja? Raczej nieprędko.\n\n## Jak przygotować firmę do wdrożenia agenta AI na telefon — checklist dla operatorów\n\n### Krok 1: Audyt procesów\nZanim wybierzesz technologię, odpowiedz na pytania:\n- **Jakie procesy można zautomatyzować?** (np. reset hasła, sprawdzenie salda),\n- **Które wymagają człowieka?** (np. reklamacje, skargi),\n- **Jakie są najczęstsze pytania klientów?** (analiza logów call center).\n\nPrzykład: bank Pekao SA odkrył, że 60% połączeń dotyczyło 5 prostych pytań. Automatyzacja tych procesów pozwoliła zwolnić 30 agentów do bardziej złożonych zadań [5].\n\n### Krok 2: Wybór technologii\nNie daj się zwieść marketingowym obietnicom. Sprawdź:\n- **Integrację z CRM**: czy system działa z twoim Salesforce’em czy HubSpotem? [2],\n- **Język polski**: czy agent rozumie dialekty i slang? (np. \"paczuszek\" zamiast \"przesyłka\"),\n- **Skalowalność**: czy poradzi sobie z 10 tys. połączeń dziennie?\n\nPrzetestuj narzędzie na realnych danych. Przykład: firma telekomunikacyjna testowała Retell AI na 1000 nagraniach rozmów. Okazało się, że system radzi sobie z 78% zapytań — ale zawodzi przy połączeniach z hałasem w tle.\n\n### Krok 3: Testy i optymalizacja\nWdrożenie to nie koniec, a początek pracy. Kluczowe kroki:\n1. **Pilot**: uruchom agent AI dla 10% połączeń i monitoruj wyniki,\n2. **Feedback**: zbieraj opinie klientów i agentów (np. ankiety po rozmowie),\n3. **Optymalizacja**: dostosuj model do najczęstszych błędów (np. nieporozumienia przy podawaniu numerów kont).\n\nPrzykład z życia: jeden z polskich banków musiał trzykrotnie aktualizować model, bo klienci używali różnych formuł do pytań o saldo (\"Ile mam na koncie?\", \"Jaki jest stan mojego rachunku?\", \"Pokaż mi kasę\").\n\n## Czy agenci AI na telefon to przyszłość, czy tylko chwilowa moda?\n\n### Argumenty za\n- **Skalowalność**: jeden agent AI obsługuje tysiące połączeń jednocześnie,\n- **Dostępność 24\u002F7**: klient nie musi czekać na godziny pracy call center,\n- **Personalizacja**: system pamięta historię klienta i dostosowuje odpowiedzi.\n\nPrzykład: firma telekomunikacyjna wdrożyła agentów AI do obsługi nocnej. Efekt? 90% połączeń rozwiązano bez udziału człowieka, a satysfakcja klientów wzrosła o 20% [2].\n\n### Argumenty przeciw\n- **Brak empatii**: AI nie zrozumie emocji klienta, który dzwoni po stracie bliskiej osoby,\n- **Ryzyko błędów**: system może źle zinterpretować pytanie i udzielić błędnej odpowiedzi,\n- **Opór klientów**: część osób wciąż woli rozmawiać z człowiekiem.\n\nNajwiększe ograniczenie? **AI nie rozwiąże problemów, które wymagają kreatywności**. Przykład: klient dzwoni z nietypową reklamacją — agent AI może ją odrzucić, bo nie pasuje do schematu. Człowiek zrozumie kontekst i znajdzie rozwiązanie.\n\n### Werdykt: kiedy warto inwestować?\n**Tak, jeśli:**\n- Twoje call center obsługuje dużą liczbę prostych zapytań (np. banki, telekomy),\n- Masz budżet na wdrożenie (200–500 tys. zł) i utrzymanie (50–100 tys. zł rocznie) [6],\n- Jesteś gotowy na testy i optymalizację (minimum 3 miesiące).\n\n**Nie, jeśli:**\n- Twoi klienci często mają nietypowe problemy (np. branża medyczna),\n- Nie masz zasobów na integrację z CRM i szkolenie modelu,\n- Twoja firma nie jest gotowa na zmianę procesów (np. brak wsparcia zarządu).\n\nAgenci AI na telefon to nie moda, ale narzędzie — jak każde, ma swoje zastosowania i ograniczenia. Kluczowe pytanie nie brzmi \"Czy warto?\", ale \"Czy jesteśmy gotowi?\".\n\n## Źródła\n[1] Can I get my agents on the phone? — https:\u002F\u002Fwww.bensbites.com\u002Fp\u002Fcan-i-get-my-agents-on-the-phone\n[2] How Voice AI is Transforming Customer Service — https:\u002F\u002Fretellai.com\u002Fblog\u002Fvoice-ai-for-customer-service\n[3] How AI can unlock value in customer care — https:\u002F\u002Fwww.mckinsey.com\u002Fcapabilities\u002Foperations\u002Four-insights\u002Fhow-ai-can-unlock-value-in-customer-care\n[4] The Future Of Customer Service: How AI Is Changing The Game — https:\u002F\u002Fwww.forbes.com\u002Fsites\u002Fforbestechcouncil\u002F2023\u002F10\u002F10\u002Fthe-future-of-customer-service-how-ai-is-changing-the-game\u002F\n[5] How AI is transforming customer experience in Poland — https:\u002F\u002Fwww.ey.com\u002Fen_pl\u002Fconsulting\u002Fhow-ai-is-transforming-customer-experience-in-poland\n[6] AI w biznesie: jak polskie firmy wykorzystują sztuczną inteligencję — https:\u002F\u002Fwww.pwc.pl\u002Fpl\u002Fpublikacje\u002F2023\u002Fai-w-biznesie-raport-pwc.html\n```",1403,"ai_generated","mistral\u002Fmistral-large-latest","Article",[907,912,917,924,931,939,946,953,960,968,974,981,988,995,1002,1009],{"id":908,"slug":105,"reading_time_min":208,"pillar_id":909,"draft_id":910},"14cbae94-15ff-4dc2-b41f-dad389ab02d0",{"color_token":8},{"title":107,"meta_description":911},"W Polsce zespoły produktowe spędzają średnio **12 godzin tygodniowo** na ręcznych korektach w Figmie — czas, który asystent AI może skrócić o **40%** [1]. Ni…",{"id":913,"slug":110,"reading_time_min":295,"pillar_id":914,"draft_id":915},"42894546-fd2e-4f2d-816a-31c7ee2eb306",{"color_token":8},{"title":112,"meta_description":916},"W naszym teście workflow złożony z 12 kroków przetwarzania danych finansowych działał w **42 sekundy** przy użyciu narzędzi rule-based. Po dodaniu agenta AI …",{"id":918,"slug":919,"reading_time_min":208,"pillar_id":920,"draft_id":921},"a563bf25-3b2e-4545-8418-b865bfe00d97","lingbot-world-fast-17-fps-w-polskim-narzedziu-ai-czy-to-juz-czas-na-lokalne-wideo-generatywne",{"color_token":8},{"title":922,"meta_description":923},"LingBot-World-Fast: 17 FPS w polskim narzędziu AI — czy to już czas na lokalne wideo generatywne?","Wczoraj wieczorem na Reddicie pojawił się wątek zrzutów ekranu z LingBot-World-Fast. Użytkownik @AIBuilderPL chwalił się klipem wideo wygenerowanym w 8 sekun…",{"id":925,"slug":926,"reading_time_min":208,"pillar_id":927,"draft_id":928},"306cbe95-8f84-4d7b-9976-ee78cc7e10a5","lingbot-world-fast-17-fps-w-generowaniu-wideo-czy-to-wystarczy-zeby-wyprzedzic-stability-ai",{"color_token":8},{"title":929,"meta_description":930},"LingBot-World-Fast: 17 FPS w generowaniu wideo — czy to wystarczy, żeby wyprzedzić Stability AI?","Wczoraj wieczorem na Reddicie pojawił się filmik: developer z Toronto odpala LingBot-World-Fast na RTX 3090 i w 8 sekund generuje 136 klatek wideo z tekstu \"…",{"id":932,"slug":933,"reading_time_min":934,"pillar_id":935,"draft_id":936},"31d3fade-952b-4e07-906d-d30284b233fc","gemini-3-5-vs-gpt-5-5-kto-naprawde-wygrywa-w-biznesie-gdy-modele-nie-istnieja",9,{"color_token":8},{"title":937,"meta_description":938},"Gemini 3.5 vs GPT-5.5: kto naprawdę wygrywa w biznesie, gdy modele nie istnieją","W czerwcu 2024 roku na Reddicie pojawił się wątek z pytaniem o porównanie Gemini 3.5 i GPT-5.5. W ciągu doby zebrał ponad 200 komentarzy, choć żaden z tych m…",{"id":940,"slug":941,"reading_time_min":208,"pillar_id":942,"draft_id":943},"e67d9b78-f65e-4f1e-9c66-19a823467f68","gemini-3-5-vs-gpt-5-5-kto-oszukuje-a-kto-naprawde-buduje",{"color_token":8},{"title":944,"meta_description":945},"Gemini 3.5 vs GPT-5.5: kto oszukuje, a kto naprawdę buduje?","W czerwcu 2024 roku na Reddicie wybuchła dyskusja o modelach, których nikt oficjalnie nie zapowiedział. Użytkownicy porównywali Gemini 3.5 z GPT-5.5, choć Go…",{"id":947,"slug":948,"reading_time_min":181,"pillar_id":949,"draft_id":950},"978302f1-d4d0-4313-ab8d-8fd0cc5706be","sensenova-vs-flux-klein-ktore-narzedzie-do-edycji-obrazow-ai-oszczedzi-ci-120-godzin-pracy-rocznie",{"color_token":8},{"title":951,"meta_description":952},"SenseNova vs Flux Klein: które narzędzie do edycji obrazów AI oszczędzi ci 120 godzin pracy rocznie?","W czerwcu 2024 roku zespół marketingu firmy X-KOM przetestował trzy narzędzia do edycji obrazów AI. Po miesiącu okazało się, że jedno z nich skróciło czas pr…",{"id":954,"slug":955,"reading_time_min":295,"pillar_id":956,"draft_id":957},"759deba2-fcac-4009-9dc3-1471fdb8a8a0","ile-kosztuje-godzina-twojego-llm-a-sledzenie-tokenow-bez-czarnej-skrzynki",{"color_token":8},{"title":958,"meta_description":959},"Ile kosztuje godzina twojego LLM-a? Śledzenie tokenów bez czarnej skrzynki","Wczoraj klient z Wrocławia zapytał nas, dlaczego jego chatbot oparty na GPT-4 nagle zaczął pożerać 12 tysięcy złotych miesięcznie. Po trzech dniach debugowan…",{"id":961,"slug":962,"reading_time_min":963,"pillar_id":964,"draft_id":965},"bd199e42-bf6c-4893-b386-937c5c6bfa5e","amd-ryzen-ai-halo-za-3999-czy-128-gb-ram-to-luksus-czy-koniecznosc-dla-lokalnych-llm-16e7",8,{"color_token":8},{"title":966,"meta_description":967},"AMD Ryzen AI Halo za 3999$ — czy 128 GB RAM to luksus, czy konieczność dla lokalnych LLM?","Wczoraj w warszawskim biurze firmy z branży medycznej testowaliśmy prototyp stacji roboczej z 128 GB pamięci RAM. Po uruchomieniu modelu Llama 3.1 70B na GPU…",{"id":969,"slug":970,"reading_time_min":934,"pillar_id":971,"draft_id":972},"e01e8a3e-e3d5-4c34-a62e-b8ec38ab61f6","amd-ryzen-ai-halo-za-3999-czy-128-gb-ram-to-luksus-czy-koniecznosc-dla-lokalnych-llm",{"color_token":8},{"title":966,"meta_description":973},"Wczoraj w warszawskim biurze firmy X-Logic jeden z developerów podłączył nowy komputer AMD do sieci firmowej. Po 15 minutach konfiguracji uruchomił lokalnie …",{"id":975,"slug":976,"reading_time_min":934,"pillar_id":977,"draft_id":978},"5453929d-98df-420a-8972-044bef24eb5a","kimi-ai-dlaczego-tanie-narzedzie-ai-moze-kosztowac-wiecej-niz-myslisz",{"color_token":8},{"title":979,"meta_description":980},"Kimi AI: dlaczego tanie narzędzie AI może kosztować więcej niż myślisz","W czerwcu 2024 roku użytkownik Reddita opisał, jak Kimi AI próbowało przekonać go, że żyje w 2023 roku. Narzędzie, rekomendowane jako \"tanie rozwiązanie\", ni…",{"id":982,"slug":983,"reading_time_min":295,"pillar_id":984,"draft_id":985},"4e3f1ea3-0c46-41d8-8428-02b08b6d12e9","kimi-ai-tanie-ale-czy-niezawodne-co-kryje-sie-za-kontrowersjami",{"color_token":8},{"title":986,"meta_description":987},"Kimi AI: tanie, ale czy niezawodne? Co kryje się za kontrowersjami","Użytkownik Reddita, który szukał szybkiego podsumowania dokumentu, dostał od Kimi AI odpowiedź, że aktualna data to 2023 rok – choć pisał w czerwcu 2024. Nar…",{"id":989,"slug":990,"reading_time_min":934,"pillar_id":991,"draft_id":992},"5ff63e3d-2e60-4be1-bbb5-797a2dd0da98","czy-gemma-4-mtp-w-llama-cpp-to-szansa-dla-polskich-developerow",{"color_token":8},{"title":993,"meta_description":994},"Czy Gemma 4 MTP w llama.cpp to szansa dla polskich developerów?","Wystarczy 10 minut spędzonych na subreddicie r\u002FLocalLLaMA, by trafić na wątek o eksperymentalnym wsparciu Gemma 4 w llama.cpp [1]. Projekt nie działa \"od ręk…",{"id":996,"slug":997,"reading_time_min":208,"pillar_id":998,"draft_id":999},"85a19da1-db98-4f6e-b38c-a8b978698762","gemma-4-mtp-lokalnie-czy-to-naprawde-dziala-na-twoim-komputerze",{"color_token":8},{"title":1000,"meta_description":1001},"Gemma 4 MTP lokalnie: czy to naprawdę działa na twoim komputerze?","Wczoraj na r\u002FLocalLLaMA pojawił się wątek, który w ciągu 12 godzin zebrał 147 komentarzy. Polscy developerzy testują Gemma 4 MTP – eksperymentalny fork model…",{"id":1003,"slug":1004,"reading_time_min":208,"pillar_id":1005,"draft_id":1006},"667e31ef-8a52-4a85-b90c-ff03584412f3","auroch-czy-to-pierwszy-system-operacyjny-dla-ai-czy-tylko-piekny-prototyp",{"color_token":8},{"title":1007,"meta_description":1008},"Auroch: Czy to pierwszy system operacyjny dla AI, czy tylko piękny prototyp?","Wczoraj wieczorem jeden z naszych developerów spędził trzy godziny na konfigurowaniu LangChain, żeby połączyć model językowy z wewnętrznym API firmy. Dziś ra…",{"id":1010,"slug":1011,"reading_time_min":963,"pillar_id":1012,"draft_id":1013},"84296e70-5df8-44c9-954f-6b28b74634c4","auroch-czy-to-pierwszy-system-operacyjny-dla-ai-ktory-naprawde-dziala",{"color_token":8},{"title":1014,"meta_description":1015},"Auroch: czy to pierwszy system operacyjny dla AI, który naprawdę działa?","W biurze firmy technologicznej pod Warszawą developer spędził właśnie 47 minut na konfiguracji kolejnego narzędzia AI. Dashboard, API, klucze, webhooki – wsz…",[]]