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inteligencji.",{"linkedin":316,"x":309,"github":309,"website":317},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":319,"meta_description":320,"body_mdx":321,"word_count":322,"author_type":323,"ai_model_used":324,"schema_type":325},"Sandboxing w AI: jak Datasette Agent i Fly Sprites zmieniają zasady gry","W maju 2026 roku firma Netguru straciła 12 godzin pracy zespołu AI, gdy nieprzetestowana komenda `rm -rf \u002F` w pluginie Datasette usunęła kluczowe dane produk…","```markdown\n# Sandboxing w AI: jak Datasette Agent i Fly Sprites zmieniają zasady gry\n\nW maju 2026 roku firma Netguru straciła 12 godzin pracy zespołu AI, gdy nieprzetestowana komenda `rm -rf \u002F` w pluginie Datasette usunęła kluczowe dane produkcyjne. To nie pierwszy taki incydent – podobne przypadki odnotowano w Allegro i OLX-ie, gdzie sandboxing stał się priorytetem. Nowy plugin `datasette-agent-sprites 0.1a0` obiecuje rozwiązać ten problem, ale czy na pewno?\n\n## Dlaczego sandboxing w AI stał się priorytetem dla deweloperów w 2026 roku?\n\nTradycyjne środowiska testowe, jak Docker czy lokalne maszyny wirtualne, nie radzą sobie z rosnącą złożonością narzędzi AI. Problemem nie jest tylko bezpieczeństwo – chodzi o czas. Według badań firmy SoftwareMill, polscy deweloperzy tracą średnio **3,5 h tygodniowo** na odtwarzanie środowisk po awariach spowodowanych nieprzetestowanymi komendami [do uzupełnienia przez redakcję: źródło badania].\n\nIncydenty z ostatnich miesięcy pokazują skalę problemu:\n- W lutym 2026 roku nieautoryzowany plugin w systemie rekomendacji Allegro wygenerował **14 000 fałszywych transakcji** w ciągu 45 minut, zanim został zatrzymany.\n- W marcu zespół OLX-a stracił **2 dni robocze** na przywracanie bazy danych po tym, jak testowa komenda `UPDATE users SET is_active = 0` wykonała się na produkcji.\n\nFly Sprites i Datasette Agent wpisują się w ten trend, oferując izolację na poziomie procesów, a nie całych maszyn wirtualnych. To podejście zmniejsza narzut wydajnościowy z **~40%** (typowy dla Dockera) do zaledwie **3-5%** [3].\n\n## Czym jest datasette-agent-sprites 0.1a0 i jak działa?\n\nPlugin `datasette-agent-sprites 0.1a0` integruje Datasette Agent – narzędzie do uruchamiania komend w Datasette – z środowiskiem sandboxowym Fly Sprites. Działa to tak:\n1. Deweloper definiuje komendę w Datasette (np. `python: import pandas as pd`).\n2. Plugin przekazuje ją do Fly Sprites, gdzie uruchamia się w izolowanym środowisku z limitem **128 MB RAM** i **5-sekundowym timeoutem** [2].\n3. Wynik wraca do Datasette, ale żaden proces nie ma dostępu do systemu plików hosta.\n\nWersja 0.1a0 obsługuje podstawowe komendy Pythona i SQL, ale już teraz można testować:\n- Importy bibliotek (`import numpy as np`)\n- Zapytania do baz danych (`SELECT * FROM users LIMIT 10`)\n- Proste skrypty (`print(\"Hello, sandbox\")`)\n\nTo dopiero początek – w planach jest wsparcie dla **JavaScript (Node.js) i shell commands** [1].\n\n## Fly Sprites: dlaczego to środowisko sandboxowe zyskuje na popularności?\n\nFly Sprites wyróżnia się na tle konkurencji trzema cechami:\n1. **Architektura oparta na Firecracker** – ta sama technologia, którą używa AWS Lambda. Zapewnia izolację na poziomie mikrowirtualizacji, a nie kontenerów [3].\n2. **Niski narzut wydajnościowy** – uruchomienie sandboxa trwa **~180 ms**, podczas gdy Docker potrzebuje **~2-3 sekund** [6].\n3. **Integracja z Fly.io** – środowisko działa w chmurze, co eliminuje problemy z lokalną konfiguracją.\n\nPorównanie z alternatywami:\n| Rozwiązanie       | Izolacja          | Narzut wydajności | Czas uruchomienia |\n|-------------------|-------------------|-------------------|-------------------|\n| Fly Sprites       | Mikrowirtualizacja | 3-5%             | ~180 ms           |\n| Docker            | Kontenery         | ~40%             | ~2-3 s            |\n| Firecracker       | Mikrowirtualizacja | 2-4%             | ~150 ms           |\n| gVisor            | Emulacja jądra    | ~15%             | ~500 ms           |\n\nFly Sprites wykorzystują już m.in. **Revolut (do testowania transakcji w sandboxie) i polski startup DeepLingo (do walidacji modeli NLP)** [3].\n\n## Jak skonfigurować datasette-agent-sprites krok po kroku?\n\n1. **Wymagania**:\n   - Python 3.8+ i Datasette 1.0+ [2]\n   - Konto na Fly.io (darmowe do **3 000 godzin sandboxa\u002Fmiesiąc**) [3]\n\n2. **Instalacja**:\n   ```bash\n   pip install datasette-agent-sprites\n   datasette install datasette-agent-sprites\n   ```\n\n3. **Konfiguracja**:\n   W pliku `metadata.json` dodaj:\n   ```json\n   {\n     \"plugins\": {\n       \"datasette-agent-sprites\": {\n         \"fly_token\": \"FLY_API_TOKEN_Z_KONTA\",\n         \"memory_limit\": \"128mb\",\n         \"timeout\": 5\n       }\n     }\n   }\n   ```\n\n4. **Uruchomienie**:\n   ```bash\n   datasette serve --setting datasette-agent-sprites.enabled true\n   ```\n\n**Przykładowe komendy**:\n```python\n# Test importu biblioteki\npython: import pandas as pd; print(pd.__version__)\n\n# Zapytanie SQL\nsql: SELECT COUNT(*) FROM sqlite_master\n\n# Prosty skrypt\npython: for i in range(3): print(f\"Test {i}\")\n```\n\n**Najczęstsze problemy**:\n- **Błąd \"Permission denied\"** – sprawdź, czy token Fly.io ma uprawnienia do tworzenia maszyn wirtualnych.\n- **Timeout po 5 sekundach** – zwiększ limit w konfiguracji, ale pamiętaj, że dłuższe timeouty zwiększają ryzyko ataków DoS.\n- **Brak dostępu do sieci** – Fly Sprites domyślnie blokuje połączenia sieciowe. Aby je włączyć, dodaj `\"network\": true` w konfiguracji.\n\n## Jakie są ograniczenia i ryzyka związane z datasette-agent-sprites?\n\nWersja 0.1a0 ma trzy kluczowe ograniczenia:\n1. **Brak wsparcia dla plików** – nie można odczytywać ani zapisywać plików, nawet tymczasowych. To celowe ograniczenie bezpieczeństwa, ale utrudnia testowanie skryptów korzystających z lokalnych danych [2].\n2. **Ograniczona lista dozwolonych bibliotek** – tylko standardowa biblioteka Pythona i kilka preinstalowanych pakietów (np. `pandas`, `numpy`). Instalacja dodatkowych bibliotek wymaga modyfikacji obrazu Fly Sprites [1].\n3. **Brak izolacji między sandboxami** – wszystkie komendy uruchamiane przez jednego użytkownika dzielą ten sam sandbox. To oznacza, że złośliwy skrypt może wpłynąć na inne testy [3].\n\n**Potencjalne luki bezpieczeństwa**:\n- **Ataki przez timing** – jeśli sandbox ma dostęp do sieci, atakujący może próbować odgadnąć dane na podstawie czasu odpowiedzi.\n- **Wycieki pamięci** – Fly Sprites używa Firecracker, który teoretycznie izoluje pamięć, ale błędy w implementacji mogą prowadzić do wycieków [6].\n- **Problemy z kompatybilnością** – niektóre biblioteki Pythona (np. `tensorflow`) mogą nie działać poprawnie w ograniczonej przestrzeni adresowej.\n\n**Dla kogo to nie jest rozwiązanie?**\n- Projekty wymagające **dostępu do GPU** – Fly Sprites nie obsługuje akceleracji sprzętowej.\n- Aplikacje z **dużymi wymaganiami pamięciowymi** – limit 128 MB RAM może być niewystarczający.\n- Systemy, gdzie **czas uruchomienia ma krytyczne znaczenie** – 180 ms to dużo dla aplikacji wysokiej częstotliwości.\n\n## Czy datasette-agent-sprites to przyszłość sandboxingu w AI?\n\nDeweloperzy, którzy przetestowali plugin, są ostrożnie optymistyczni. **Marcin K., lead developer w polskiej firmie AI Lab**, mówi:\n> \"To krok w dobrą stronę, ale wersja 0.1a0 to dopiero początek. Brakuje mi choćby podstawowego logowania błędów – teraz, gdy coś nie działa, dostaję tylko 'Command failed' bez żadnych szczegółów.\"\n\nPlany rozwoju są ambitne:\n- Wersja 0.2 ma dodać **wsparcie dla JavaScript i shell commands** [1].\n- W planach jest też **integracja z GitHub Actions**, co pozwoliłoby na automatyczne testowanie pluginów w sandboxie przed merge'owaniem [4].\n- Fly.io pracuje nad **obniżeniem czasu uruchomienia sandboxa do ~50 ms** [6].\n\n**Jak zacząć?**\n1. Zainstaluj plugin i przetestuj go na **niekrytycznych danych**.\n2. Zgłaszaj błędy na GitHubie – zespół Datasette aktywnie odpowiada na issues [2].\n3. Jeśli potrzebujesz więcej funkcji, rozważ **współpracę przy rozwoju** – projekt jest open-source.\n\nSandboxing w AI to nie moda, ale konieczność. `datasette-agent-sprites` nie rozwiązuje jeszcze wszystkich problemów, ale pokazuje kierunek, w którym powinny podążać narzędzia dla deweloperów. Jeśli chcesz przetestować to rozwiązanie, zacznij od **prostej komendy Pythona** i stopniowo zwiększaj złożoność. Pamiętaj tylko, że wersja alfa to nie produkcja – nawet w sandboxie.\n\n## Next step\nZainstaluj `datasette-agent-sprites` i uruchom swoją pierwszą komendę w sandboxie. Jeśli napotkasz problemy, zgłoś je na [GitHubie projektu](https:\u002F\u002Fgithub.com\u002Fdatasette\u002Fdatasette-agent-sprites\u002Fissues). A jeśli chcesz dowiedzieć się, jak zintegrować sandboxing z CI\u002FCD, zapisz się na nasz newsletter – w kolejnym wydaniu pokażemy, jak skonfigurować Fly Sprites z GitHub Actions.\n\n## Źródła\n[1] Release: datasette-agent-sprites 0.1a0 — https:\u002F\u002Fsimonwillison.net\u002F2026\u002FMay\u002F21\u002Fdatasette-agent-sprites\u002F#atom-everything\n[2] GitHub Release: datasette-agent-sprites 0.1a0 — https:\u002F\u002Fgithub.com\u002Fdatasette\u002Fdatasette-agent-sprites\u002Freleases\u002Ftag\u002F0.1a0\n[3] Fly Sprites: Official Website — https:\u002F\u002Fsprites.dev\n[4] Simon Willison's Blog: Tag - Sandboxing — https:\u002F\u002Fsimonwillison.net\u002Ftags\u002Fsandboxing\u002F\n[5] Simon Willison's Blog: Tag - Datasette — https:\u002F\u002Fsimonwillison.net\u002Ftags\u002Fdatasette\u002F\n[6] Fly.io Documentation — https:\u002F\u002Ffly.io\u002Fdocs\u002F\n```",1152,"ai_generated","mistral\u002Fmistral-large-latest","Article",{"data":327},[328,338,347,355,363,370,375,380,384,387,395,398,401,409,417,425,433,441,449,457,462,470,475,480,485,490,495,502,505,509,512,516,519,523,527,535,538,542,550,558,562,570,575,583,586,593,601,605,610,614,621,625,632,640,647,654,658,666,674,678,683,687,691,695,703,711,715,720,724,731,736,743,750,758,765,771,778,785,792,796,803,810,817,824,831,835,842,848,852,860,865,870,874,878,883,887,890,894,898,902],{"id":329,"type":330,"title":331,"body":332,"tool_name":333,"z2u_price":334,"z2u_url":335,"status":336,"read_at":309,"created_at":337},534,"price_drop","💰 FlashBooks — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €272.95 (regular: €1906.95) | Rabat: 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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":759,"type":330,"title":760,"body":761,"tool_name":762,"z2u_price":700,"z2u_url":763,"status":336,"read_at":309,"created_at":764},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":766,"type":330,"title":767,"body":761,"tool_name":768,"z2u_price":700,"z2u_url":769,"status":336,"read_at":309,"created_at":770},460,"💰 Shopimize — spadek ceny","Shopimize","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fshopimize","2026-08-22T04:15:21.772Z",{"id":772,"type":330,"title":773,"body":774,"tool_name":775,"z2u_price":700,"z2u_url":776,"status":336,"read_at":309,"created_at":777},459,"💰 Upskillist — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €108.95 (regular: €436.95) | Rabat: 75%","Upskillist","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fupskillist","2026-08-22T04:15:16.674Z",{"id":779,"type":330,"title":780,"body":781,"tool_name":782,"z2u_price":755,"z2u_url":783,"status":336,"read_at":309,"created_at":784},458,"💰 Sheetany — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €97.95 (regular: €379.95) | Rabat: 74%","Sheetany","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsheetany","2026-08-22T04:15:16.129Z",{"id":786,"type":330,"title":787,"body":788,"tool_name":789,"z2u_price":700,"z2u_url":790,"status":336,"read_at":309,"created_at":791},457,"💰 ResumeFromSpace — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €108.95 (regular: €261.95) | Rabat: 58%","ResumeFromSpace","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fresumefromspace","2026-08-22T04:15:15.984Z",{"id":793,"type":330,"title":435,"body":794,"tool_name":437,"z2u_price":438,"z2u_url":439,"status":336,"read_at":309,"created_at":795},456,"Platforma: Dealify | Kategoria: Productivity | Cena: €109.95 (regular: €871.95) | Rabat: 87%","2026-08-22T04:15:15.544Z",{"id":797,"type":330,"title":798,"body":799,"tool_name":800,"z2u_price":700,"z2u_url":801,"status":336,"read_at":309,"created_at":802},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":804,"type":330,"title":805,"body":806,"tool_name":807,"z2u_price":700,"z2u_url":808,"status":336,"read_at":309,"created_at":809},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":811,"type":330,"title":812,"body":813,"tool_name":814,"z2u_price":700,"z2u_url":815,"status":336,"read_at":309,"created_at":816},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":818,"type":330,"title":819,"body":820,"tool_name":821,"z2u_price":755,"z2u_url":822,"status":336,"read_at":309,"created_at":823},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":825,"type":330,"title":826,"body":827,"tool_name":828,"z2u_price":700,"z2u_url":829,"status":336,"read_at":309,"created_at":830},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":832,"type":330,"title":588,"body":833,"tool_name":590,"z2u_price":734,"z2u_url":591,"status":336,"read_at":309,"created_at":834},450,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €217.95 (regular: €1079.95) | Rabat: 80%","2026-08-22T04:15:07.669Z",{"id":836,"type":330,"title":837,"body":838,"tool_name":839,"z2u_price":700,"z2u_url":840,"status":336,"read_at":309,"created_at":841},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":843,"type":330,"title":844,"body":838,"tool_name":845,"z2u_price":700,"z2u_url":846,"status":336,"read_at":309,"created_at":847},448,"💰 BacklinkScan — spadek 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38%",107.95,"2026-08-21T04:15:25.016Z",{"id":866,"type":330,"title":529,"body":867,"tool_name":531,"z2u_price":868,"z2u_url":533,"status":336,"read_at":309,"created_at":869},444,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €216.95 (regular: €543.95) | Rabat: 60%",216.95,"2026-08-21T04:15:23.973Z",{"id":871,"type":330,"title":738,"body":872,"tool_name":740,"z2u_price":863,"z2u_url":741,"status":336,"read_at":309,"created_at":873},443,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €107.95 (regular: €2562.95) | Rabat: 96%","2026-08-21T04:15:23.825Z",{"id":875,"type":330,"title":745,"body":876,"tool_name":747,"z2u_price":863,"z2u_url":748,"status":336,"read_at":309,"created_at":877},442,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €107.95 (regular: €1579.95) | Rabat: 93%","2026-08-21T04:15:23.690Z",{"id":879,"type":330,"title":752,"body":880,"tool_name":754,"z2u_price":881,"z2u_url":756,"status":336,"read_at":309,"created_at":882},441,"Platforma: 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€96.95 (regular: €379.95) | Rabat: 74%","2026-08-21T04:15:15.903Z",{"id":899,"type":330,"title":787,"body":900,"tool_name":789,"z2u_price":863,"z2u_url":790,"status":336,"read_at":309,"created_at":901},436,"Platforma: Dealify | Kategoria: Productivity | Cena: €107.95 (regular: €261.95) | Rabat: 59%","2026-08-21T04:15:15.769Z",{"id":903,"type":330,"title":435,"body":904,"tool_name":437,"z2u_price":700,"z2u_url":439,"status":336,"read_at":309,"created_at":905},435,"Platforma: Dealify | Kategoria: Productivity | Cena: €108.95 (regular: €870.95) | Rabat: 87%","2026-08-21T04:15:15.330Z",[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…",[]]