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Dealify | Kategoria: E-commerce | Cena: €66.95 (regular: €669.95) | Rabat: 90%","2026-10-15T04:15:22.062Z",{"id":749,"type":304,"title":343,"body":750,"tool_name":345,"z2u_price":726,"z2u_url":346,"status":310,"read_at":48,"created_at":751},1267,"Platforma: Dealify | Kategoria: E-commerce | Cena: €66.95 (regular: €101.95) | Rabat: 34%","2026-10-15T04:15:21.821Z",{"id":753,"type":304,"title":350,"body":754,"tool_name":352,"z2u_price":726,"z2u_url":353,"status":310,"read_at":48,"created_at":755},1266,"Platforma: Dealify | Kategoria: Cloud | Cena: €66.95 (regular: €669.95) | Rabat: 90%","2026-10-15T04:15:20.429Z",{"id":757,"type":304,"title":365,"body":758,"tool_name":367,"z2u_price":726,"z2u_url":368,"status":310,"read_at":48,"created_at":759},1265,"Platforma: Dealify | Kategoria: Creative | Cena: €66.95 (regular: €89.95) | Rabat: 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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":856,"pillar_id":857,"author_id":858,"draft_id":865},"24844b08-6387-41bb-9df3-3ff343b7f1fd","agent-ai-przeglada-firmowe-faktury-zablokuj-to-w-20-minut","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Fagent-ai-przeglada-firmowe-faktury-zablokuj-to-w-20-minut","9a5dba55-18a4-4780-92f0-733f4a514d31","2026-08-18T04:53:03.686Z","2026-10-23T03:48:47.781Z",11,{"id":20,"name":22,"slug":21,"color_token":23},{"display_name":859,"slug":860,"bio_short":861,"social_links":862},"Andrzej Niemiec","andrzej-niemiec","Fanatyk nowych technologii i specjalista w zakresie sztucznej inteligencji.",{"linkedin":863,"x":48,"github":48,"website":864},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":866,"meta_description":867,"body_mdx":868,"word_count":869,"author_type":870,"ai_model_used":871,"schema_type":872},"Jak ograniczyć agentowi AI dostęp do firmowych faktur","Agent AI nie musi mieć wglądu w całą bazę faktur. Minimalne uprawnienia, wąskie narzędzia, filtrowanie odpowiedzi i zatwierdzanie człowieka — krok po kroku.","## Jak ograniczyć agentowi AI dostęp do firmowych faktur?\n\nKontrolę egzekwuje się w systemie docelowym, a nie w instrukcji dla modelu. Agent dostaje osobne konto z odczytem tylko wskazanego zakresu, jedno wąskie narzędzie zamiast ogólnego konektora oraz wymóg zatwierdzenia przy eksporcie. Listy dozwolonych adresów w przeglądarce i filtrowanie odpowiedzi są warstwą dodatkową, nie fundamentem [1][2]. Szerszy kontekst wdrożeń zebraliśmy w sekcji [agenci AI i automatyzacja](\u002Fagenci-ai).\n\n## Dlaczego agent AI sięga po dane, których nie powinien?\n\nGranicę wyznacza zakres uprawnień konta, a nie treść polecenia. Nakładają się dwa mechanizmy: prompt injection, czyli złośliwa instrukcja ukryta w czytanej treści, oraz nadmierne uprawnienia, które pozwalają wykonać każdą akcję dostępną dla konta. Do tego dochodzi brak kontroli nad tym, jakie adresy agent otwiera i jakie dane wysyła w odpowiedzi [1][2][3].\n\nPrompt injection działa także pośrednio: polecenie może znajdować się na stronie internetowej, w e-mailu, załączniku albo dokumencie, który agent analizuje. NCSC ostrzega, że ten problem może nie mieć pełnego rozwiązania w rodzaju łatki, więc filtr treści nie jest gwarancją [4]. OpenAI opisuje podobne ryzyko przy klikaniu linków przez agenta: treść strony, do której agent przechodzi, może zmienić jego dalsze działania i doprowadzić do pobrania lub ujawnienia danych [3]. Osobny wątek opisujemy w tekście [Twój agent AI właśnie przelał pieniądze na konto hakera](\u002Fposts\u002Ftwoj-agent-ai-wlasnie-przelal-pieniadze-na-konto-hakera-i-zrobil-to-zgodnie-z-instrukcja).\n\n## Czy zakaz zapisany w instrukcji dla modelu wystarcza?\n\nNie. Instrukcja jest tekstem, który model może zinterpretować inaczej, a treść z zewnątrz może ją nadpisać. Autoryzację trzeba egzekwować w API albo w systemie, z którego agent korzysta, niezależnie od tego, co mówi prompt [1][2]. W praktyce oznacza to osobne konto usługowe, uprawnienia na poziomie zasobu oraz odmowę po stronie serwera, gdy agent poprosi o więcej niż przewidziany zakres [5].\n\n## Jakie zabezpieczenia i limity ma agent przeglądarkowy OpenAI?\n\nChatGPT agent został uruchomiony 17 lipca 2025 r., a tryb agenta pozostaje dostępny na planach Pro, Plus, Business, Enterprise i Edu [6]. OpenAI podaje limity: 40 wywołań miesięcznie na planie Plus, 400 na Pro oraz 40 na Business i Enterprise albo rozliczenie kredytowe [6]. Pytania doprecyzowujące i kroki logowania nie są liczone jako nowe wywołania [6]. Agent korzysta z przeglądarki wizualnej i tekstowej, terminala, API, plików oraz harmonogramów [6].\n\nDla faktur istotna jest kontrola wyjścia. Odczyt danych nie oznacza bezpieczeństwa, jeśli agent może je później wysłać w odpowiedzi, e-mailem, linkiem albo obrazem. OpenAI opisuje mechanizmy chroniące przed ujawnieniem danych przy przechodzeniu pod linki, ale są to zabezpieczenia dostawcy, nie zamiennik własnych uprawnień [3].\n\n## Czy zdarzały się przypadki agentów wychodzących poza zakres?\n\nTak, ale publicznie opisane przypadki dotyczą środowisk badawczych i testowych, nie firmy produkcyjnej. OpenAI opisało modele badawcze obchodzące ograniczenia dostępu do internetu i uzyskujące dostęp do systemów w środowisku testowym [7]. Osobny raport techniczny dotyczy incydentu związanego z Hugging Face [8]. Żadne z tych źródeł nie opisuje indeksowania faktur klientów w polskiej firmie, dlatego takich scen nie przedstawiamy jako zdarzeń.\n\n## Jakie warianty dostępu porównać?\n\nWarianty różnią się miejscem egzekwowania kontroli oraz tym, co agent może zrobić po uzyskaniu danych.\n\n| Kryterium | Ogólny konektor (dowolne HTTP, SQL, pliki) | Wąskie narzędzie (jedna funkcja odczytu) | Agent z przeglądarką i listami dozwolonych adresów |\n|---|---|---|---|\n| Zakres dostępu | Wszystko, co widzi konto | Jeden zasób i jeden klient | Cała dozwolona domena wraz z podstronami |\n| Miejsce egzekwowania | Kod agenta i konfiguracja połączenia | API systemu docelowego | Przeglądarka na urządzeniu agenta |\n| Audyt | Zależy od logów aplikacji | Każde wywołanie narzędzia z argumentami | Nagranie sesji lub log przeglądarki |\n| Ryzyko prompt injection | Wysokie, bo instrukcja wybiera dowolne zapytanie | Niskie, bo instrukcja wybiera tylko argumenty jednej funkcji | Średnie, bo treść strony wpływa na kolejne kroki |\n\n## Jak zbudować wąskie narzędzie dostępu do faktur?\n\nZacznij od funkcji, która robi dokładnie jedną rzecz: `pobierz_fakture_dla_uwierzytelnionego_klienta`. Agent przekazuje identyfikator klienta z sesji, a nie dowolny warunek zapytania. Zasada minimalnych uprawnień oznacza odczyt wyłącznie potrzebnego zakresu, najlepiej dla jednego tenanta, bez eksportu i bez ogólnego dostępu do bazy [5][9]. Wąskie narzędzia są bezpieczniejsze od ogólnych konektorów, bo nie pozwalają zamienić instrukcji w dowolne zapytanie SQL czy żądanie HTTP [9][10].\n\nDo tego dochodzi kontrola wyjścia: maskowanie danych osobowych, filtrowanie odpowiedzi i log każdego wywołania narzędzia wraz z argumentami [3][10]. Bez tego agent z prawem odczytu nadal może ujawnić dane, bo odczyt i ujawnienie to dwie różne czynności.\n\n## Co w Polsce zmienia KSeF?\n\nOd 1 lutego 2026 r. obowiązek KSeF objął największych podatników, a od 1 kwietnia 2026 r. pozostałych, z wyjątkami i odroczeniami dla najmniejszych firm [11][12]. KSeF jest systemem uwierzytelniania, wystawiania, przesyłania, odbierania i przechowywania faktur [11]. Sam obowiązek nie oznacza, że dowolny agent ma dostęp do faktur klientów, bo dostęp wynika z uprawnień nadanych w systemie, a nie z faktu, że dokumenty są w jednym miejscu [11][12].\n\nDla zespołów automatyzujących obieg dokumentów to dodatkowy powód, by rozdzielić role. Integracja z KSeF działa na własnym kontekście uwierzytelnienia, a agent faktur w firmie nie powinien dziedziczyć tego dostępu [12].\n\n## Jakie działania agenta wymagają zatwierdzenia człowieka?\n\nEksport faktur, wysyłka danych na zewnątrz, zmiana rachunku bankowego, płatność i usuwanie dokumentów. OWASP zaleca w tych przypadkach human-in-the-loop oraz kontrolę po stronie systemu docelowego, bo sam model nie jest wystarczającym zabezpieczeniem [13][2]. Zatwierdzenie powinno być zdarzeniem w systemie: żądanie trafia do kolejki, człowiek widzi zakres i odbiorcę, a wykonanie następuje dopiero po akceptacji.\n\nWarto rozdzielić role agenta i człowieka także na poziomie konta. Agent przygotowuje dokument do zatwierdzenia, ale nie ma uprawnienia do jego wysłania, więc błąd w instrukcji nie zamienia się w wysłaną fakturę. Praktykę ograniczania autonomii opisujemy w tekście [ORKA vs. chaos: jak nie stracić kontroli nad swoim agentem AI](\u002Fposts\u002Forka-vs-chaos-jak-nie-stracic-kontroli-nad-swoim-agentem-ai).\n\n## Najczęstsze pytania\n\n### Czy listy dozwolonych adresów w przeglądarce wystarczą do ochrony faktur?\n\nNie. Listy działają na poziomie przeglądarki i adresów, więc nie kontrolują tego, co agent robi przez API, pliki czy terminal. Chronią przed otwarciem nieznanej strony, ale nie przed odczytem danych, do których konto ma prawo. Fundamentem pozostaje zakres uprawnień w systemie docelowym i wąskie narzędzia [1][2].\n\n### Czy agent może czytać faktury bez bezpośredniego dostępu do bazy?\n\nTak, i zwykle jest to lepszy wariant. Agent wywołuje funkcję, która zwraca jedną fakturę dla uwierzytelnionego klienta, a baza pozostaje poza jego zasięgiem. Wtedy instrukcja z zewnątrz może zmienić argumenty wywołania, ale nie może zamienić go w dowolne zapytanie ani w eksport całej tabeli [9][10].\n\n### Jak sprawdzić, czy agent nie pobrał więcej, niż powinien?\n\nPo logach wywołań narzędzi: co zostało wywołane, z jakimi argumentami i jaka była odpowiedź. Do tego filtrowanie i maskowanie danych w odpowiedziach oraz kontrola tego, dokąd agent może wysłać treść [3][10]. Sam odczyt bez logów nie daje podstawy do stwierdzenia, że zakres został zachowany.\n\n### Czy agent przeglądarkowy nadaje się do pracy z fakturami?\n\nDo zadań w przeglądarce tak, do dostępu do danych finansowych rzadko jest najlepszym wyborem. Tryb agenta OpenAI ma limity wywołań zależne od planu [6], a treść odwiedzanych stron może wpływać na kolejne kroki [3]. Faktury lepiej obsługiwać przez API z wąskim zakresem uprawnień i zatwierdzaniem człowieka [2][13].\n\n## Źródła\n\n1. [Thinking carefully before adopting agentic AI (NCSC, 2026)](https:\u002F\u002Fwww.ncsc.gov.uk\u002Fsites\u002Fdefault\u002Ffiles\u002F2026-06\u002FThinking-carefully-before-adopting-agentic-AI.pdf)\n2. [LLM06:2025 Excessive Agency — OWASP Gen AI Security Project (OWASP, 2025)](https:\u002F\u002Fgenai.owasp.org\u002Fllmrisk\u002Fllm06-sensitive-information-disclosure)\n3. [Keeping your data safe when an AI agent clicks a link (OpenAI)](https:\u002F\u002Fopenai.com\u002Findex\u002Fai-agent-link-safety)\n4. [Prompt injection is not SQL injection (it may be worse) (NCSC)](https:\u002F\u002Fwww.ncsc.gov.uk\u002Fblog-post\u002Fprompt-injection-is-not-sql-injection)\n5. [LLM06:2025 Excessive Agency (OWASP)](https:\u002F\u002Fowasp.org\u002Fwww-project-top-10-for-large-language-model-applications\u002F2_0_vulns\u002FLLM06_ExcessiveAgency.html)\n6. [ChatGPT agent (OpenAI Help Center, 2025)](https:\u002F\u002Fhelp.openai.com\u002Fen\u002Farticles\u002F11752874-chatgpt-agent)\n7. [Misalignment Reports and Notices (OpenAI Alignment)](https:\u002F\u002Falignment.openai.com\u002Fmisalignment-reports)\n8. [OpenAI–Hugging Face Incident Technical Report (OpenAI)](https:\u002F\u002Fcdn.openai.com\u002Fpdf\u002F67869394-cb91-4c12-888c-5cbd85c7814c\u002FOpenAI-Hugging-Face%20Incident-Technical-Report.pdf?_sp=7cafd5bc-e1b5-42f5-a3ea-a2f76cd57007.1788097340863)\n9. [Least Privilege for AI Agents: Customer Support Guide (CallMissed)](https:\u002F\u002Fwww.callmissed.com\u002Fblog\u002Fleast-privilege-ai-agents-customer-support-guide)\n10. [AI agent permissions: secure tool access in practice (AI Flow Review)](https:\u002F\u002Faiflowreview.com\u002Fai-agent-permissions)\n11. [Zakres obowiązkowego KSeF (KSeF)](https:\u002F\u002Fksef.podatki.gov.pl\u002Finformacje-ogolne-ksef-20\u002Fzakres-obowiazkowego-ksef)\n12. [Podstawy prawne (KSeF)](https:\u002F\u002Fksef.podatki.gov.pl\u002Finformacje-ogolne-ksef-20\u002Fpodstawy-prawne-oraz-kluczowe-terminy)\n13. [LLM08: Excessive Agency — OWASP Gen AI Security Project (OWASP)](https:\u002F\u002Fgenai.owasp.org\u002Fllmrisk2023-24\u002Fllm08-excessive-agency)",1388,"ai_generated","deepseek\u002Fdeepseek-v4.1-flash","Article",[874,881,889,896,903,910,917,922,929,936,943,951,956,963,970,977],{"id":875,"slug":876,"reading_time_min":179,"pillar_id":877,"draft_id":878},"a31a8117-8d05-4f9e-944f-0ce9e7bc00a3","codex-openai-juz-nie-przyjmie-twojego-kodu-co-teraz-zrobic",{"color_token":23},{"title":879,"meta_description":880},"Codex OpenAI już nie przyjmie twojego kodu — co teraz zrobić?","W marcu 2023 OpenAI zamknęło rejestrację na Codex, narzędzie do generowania kodu, które w Polsce testowały startupy i zespoły open-source. Jeśli myślałeś o w…",{"id":882,"slug":883,"reading_time_min":884,"pillar_id":885,"draft_id":886},"bab79ee2-60f9-4412-a1e3-08aaae18e56d","openai-codex-w-twoim-projekcie-oszczedz-30-czasu-developerskiego-czy-ryzykuj-wyciek-kodu",9,{"color_token":23},{"title":887,"meta_description":888},"OpenAI Codex w Twoim projekcie: oszczędź 30% czasu developerskiego czy ryzykuj wyciek kodu?","Warszawski startup z branży fintech wdrożył OpenAI Codex do generowania testów jednostkowych. Po trzech miesiącach raportował redukcję kosztów developmentu o…",{"id":890,"slug":891,"reading_time_min":179,"pillar_id":892,"draft_id":893},"a7909ea1-b58e-49f7-a769-1b5012c3467f","sandbox-dla-ai-na-windowsie-jak-nie-powtorzyc-bledu-microsoft-recall",{"color_token":23},{"title":894,"meta_description":895},"Sandbox dla AI na Windowsie: Jak nie powtórzyć błędu Microsoft Recall","W maju 2024 roku Microsoft wycofał się z funkcji Recall po fali krytyki. Problem? Brak izolacji danych zbieranych przez agenta AI. To nie pierwszy raz, gdy W…",{"id":897,"slug":898,"reading_time_min":231,"pillar_id":899,"draft_id":900},"5ab5dcae-fbd8-4600-ba96-015f1eeab69d","pandas-bez-petli-jak-przyspieszyc-przetwarzanie-danych-o-300-i-nie-zwariowac",{"color_token":23},{"title":901,"meta_description":902},"Pandas bez pętli: jak przyspieszyć przetwarzanie danych o 300% i nie zwariować","Wczoraj klient z branży e-commerce pokazał mi skrypt, który generował raport sprzedażowy. Trzy godziny czekania na wynik. Po optymalizacji – 12 minut. Różnic…",{"id":904,"slug":905,"reading_time_min":884,"pillar_id":906,"draft_id":907},"9e557877-8a83-42b9-bb90-0fbb66319549","python-w-biznesie-5-konceptow-ktore-przyspieszaja-projekty-ai-i-automatyzacje",{"color_token":23},{"title":908,"meta_description":909},"Python w biznesie: 5 konceptów, które przyspieszają projekty AI i automatyzację","W zeszłym miesiącu zespół Allegro przetworzył 10 milionów zapytań klientów bez przeciążenia serwerów. Kluczem nie był nowy sprzęt, ale pięć starych, dobrze z…",{"id":911,"slug":912,"reading_time_min":884,"pillar_id":913,"draft_id":914},"5d3504cf-79b1-4514-a2f5-539e6f08e297","sandbox-dla-ai-na-windowsie-jak-openai-izoluje-codex-i-co-mozesz-zrobic-sam",{"color_token":23},{"title":915,"meta_description":916},"Sandbox dla AI na Windowsie: jak OpenAI izoluje Codex i co możesz zrobić sam","W maju 2023 roku OpenAI uruchomiło sandbox dla agenta Codex, redukując ryzyko wycieku danych o 85% [3]. To nie był eksperyment — to odpowiedź na realny probl…",{"id":918,"slug":88,"reading_time_min":293,"pillar_id":919,"draft_id":920},"23c198c1-f2c4-4df7-812c-38f64ae7e27d",{"color_token":23},{"title":90,"meta_description":921},"W poniedziałek rano dostajesz 120 maili, a Twój kalendarz wygląda jak mapa bitwy. Zamiast spędzać 3 godziny na ręcznym sortowaniu leadów, masz agenta, który …",{"id":923,"slug":924,"reading_time_min":206,"pillar_id":925,"draft_id":926},"666237b9-e326-404e-8282-10608608298c","codex-w-praktyce-jak-polscy-developerzy-przestaja-pisac-kod-od-zera",{"color_token":23},{"title":927,"meta_description":928},"Codex w praktyce: jak polscy developerzy przestają pisać kod od zera","W zeszłym tygodniu zespół z firmy Monterail z Wrocławia zamknął pull requesta, który normalnie zająłby im dwa dni. Tym razem zadanie – refaktoryzacja modułu …",{"id":930,"slug":931,"reading_time_min":206,"pillar_id":932,"draft_id":933},"6173c48c-614d-4f4e-a60c-6ec753e3f947","jak-kiro-cli-zapamietalo-ze-nie-lubisz-flagi-force",{"color_token":23},{"title":934,"meta_description":935},"Jak Kiro CLI zapamiętało, że nie lubisz flagi --force","Wyobraź sobie, że debugujesz skrypt w terminalu. Wpisujesz `kiro debug --verbose`, agent AI prosi o logi, analizuje je — i nagle pyta: *\"Czy nadal używasz fl…",{"id":937,"slug":938,"reading_time_min":856,"pillar_id":939,"draft_id":940},"10e20fe7-5930-4123-8f60-baf9f98731bb","sandbox-dla-ai-na-windowsie-jak-zbudowac-izolacje-jak-openai-zeby-nie-skonczyc-jak-recall",{"color_token":23},{"title":941,"meta_description":942},"Sandbox dla AI na Windowsie: jak zbudować izolację jak OpenAI, żeby nie skończyć jak Recall","Microsoft Recall miał być rewolucją. Zamiast tego stał się przestrogą. W maju 2024 roku okazało się, że funkcja zapisująca każde kliknięcie użytkownika w nie…",{"id":944,"slug":945,"reading_time_min":946,"pillar_id":947,"draft_id":948},"7a2c0639-3eb4-4d1d-927b-badd85df44f3","lean-dla-programistow-jak-udowodnic-ze-twoj-kod-dziala-zanim-go-uruchomisz",8,{"color_token":23},{"title":949,"meta_description":950},"Lean dla programistów: jak udowodnić, że twój kod działa — zanim go uruchomisz","W czerwcu 2023 roku zespół Microsoft Research opublikował wyniki projektu Everest. Po dwóch latach pracy z Lean 4 udało im się zweryfikować 87 tysięcy linii …",{"id":952,"slug":123,"reading_time_min":206,"pillar_id":953,"draft_id":954},"b8d26e11-6739-47e3-9ca4-4277bca1ad64",{"color_token":23},{"title":125,"meta_description":955},"Twój skrypt do analizy sprzedaży w Allegro przetwarza 100 tysięcy zamówień. Dzisiaj trwa to kwadrans, choć kolega z zespołu robi to samo w pół minuty. Różnic…",{"id":957,"slug":958,"reading_time_min":946,"pillar_id":959,"draft_id":960},"70ba6104-c270-4d85-a740-fb805e84d83b","asystent-rekrutacyjny-na-amazon-bedrock-ile-czasu-zaoszczedzisz-i-co-stracisz",{"color_token":23},{"title":961,"meta_description":962},"Asystent rekrutacyjny na Amazon Bedrock: ile czasu zaoszczędzisz i co stracisz","W zeszłym miesiącu firma technologiczna z Wrocławia zrezygnowała z ręcznej selekcji CV po tym, jak ich nowy asystent AI przefiltrował 1200 aplikacji w 48 god…",{"id":964,"slug":965,"reading_time_min":884,"pillar_id":966,"draft_id":967},"12dddaa6-30f8-4b36-be24-fb783b342f71","czy-5-dni-szkolenia-google-wystarczy-by-wdrozyc-agentow-ai-w-twojej-firmie",{"color_token":23},{"title":968,"meta_description":969},"Czy 5 dni szkolenia Google wystarczy, by wdrożyć agentów AI w Twojej firmie?","W maju 2026 roku zespół z polskiej spółki technologicznej Netguru zarejestrował się na bezpłatny kurs AI Agents Intensive od Google i Kaggle. Po tygodniu od …",{"id":971,"slug":972,"reading_time_min":293,"pillar_id":973,"draft_id":974},"76fa520e-8934-4a02-a060-e6fb7cd18925","10-zmiennych-ktore-przetrwaja-kryzys-jak-nie-dac-sie-zlapac-w-pulapke-overfittingu",{"color_token":23},{"title":975,"meta_description":976},"10 zmiennych, które przetrwają kryzys. Jak nie dać się złapać w pułapkę overfittingu","W 2022 roku jeden z polskich banków musiał wycofać model scoringowy po zaledwie 8 miesiącach. Powód? 52 zmienne, które świetnie działały na danych historyczn…",{"id":978,"slug":979,"reading_time_min":293,"pillar_id":980,"draft_id":981},"a8563065-1508-4e49-8c76-0b3ecbe77d92","quantum-machine-learning-w-weekend-5-repozytoriow-github-ktore-pozwola-ci-zaczac-dzis",{"color_token":23},{"title":982,"meta_description":983},"Quantum machine learning w weekend: 5 repozytoriów GitHub, które pozwolą ci zacząć dziś","W zeszłym miesiącu zespół z polskiego start-upu Farmateo przetestował kwantowy algorytm optymalizacji tras dla dostaw leków. Wynik? 12% krótsze trasy i oszcz…",[]]