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ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €113.95 (regular: €274.95) | Rabat: 59%","ResumeFromSpace","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fresumefromspace","2026-11-07T05:15:18.459Z",{"id":446,"type":304,"title":447,"body":448,"tool_name":449,"z2u_price":325,"z2u_url":450,"status":310,"read_at":38,"created_at":451},1733,"💰 Qlango — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €56.95 (regular: €274.95) | Rabat: 79%","Qlango","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fqlango","2026-11-07T05:15:18.271Z",{"id":453,"type":304,"title":454,"body":455,"tool_name":456,"z2u_price":457,"z2u_url":458,"status":310,"read_at":38,"created_at":459},1732,"💰 PasswordLink — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €114.95 (regular: €913.95) | Rabat: 87%","PasswordLink",114.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpasswordlink","2026-11-07T05:15:17.900Z",{"id":461,"type":304,"title":462,"body":463,"tool_name":464,"z2u_price":465,"z2u_url":466,"status":310,"read_at":38,"created_at":467},1731,"💰 International Open Academy — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €204.95 (regular: €456.95) | Rabat: 55%","International Open Academy",204.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finternational-open-academy","2026-11-07T05:15:17.411Z",{"id":469,"type":304,"title":470,"body":471,"tool_name":472,"z2u_price":473,"z2u_url":474,"status":310,"read_at":38,"created_at":475},1730,"💰 FlashBooks — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €284.95 (regular: €1988.95) | Rabat: 86%","FlashBooks",284.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fflashbooks","2026-11-07T05:15:17.237Z",{"id":477,"type":304,"title":478,"body":479,"tool_name":480,"z2u_price":308,"z2u_url":481,"status":310,"read_at":38,"created_at":482},1729,"💰 boundrees — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €113.95 (regular: €617.95) | Rabat: 82%","boundrees","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fboundrees","2026-11-07T05:15:16.962Z",{"id":484,"type":304,"title":485,"body":486,"tool_name":487,"z2u_price":361,"z2u_url":488,"status":310,"read_at":38,"created_at":489},1728,"💰 Backlsh — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €90.95 (regular: €227.95) | Rabat: 60%","Backlsh","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbacklsh","2026-11-07T05:15:16.774Z",{"id":491,"type":304,"title":492,"body":493,"tool_name":494,"z2u_price":325,"z2u_url":495,"status":310,"read_at":38,"created_at":496},1727,"💰 AkioSurvey — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €56.95 (regular: €570.95) | Rabat: 90%","AkioSurvey","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fakiosurvey","2026-11-07T05:15:16.602Z",{"id":498,"type":304,"title":499,"body":500,"tool_name":501,"z2u_price":398,"z2u_url":502,"status":310,"read_at":38,"created_at":503},1726,"💰 ChasePad — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €147.95 (regular: €1131.95) | Rabat: 87%","ChasePad","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fchasepad","2026-11-07T05:15:15.021Z",{"id":505,"type":304,"title":506,"body":507,"tool_name":508,"z2u_price":361,"z2u_url":509,"status":310,"read_at":38,"created_at":510},1725,"💰 OmniSignal MCP — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €90.95 (regular: €400.95) | Rabat: 77%","OmniSignal MCP","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fomnisignal-mcp","2026-11-07T05:15:14.843Z",{"id":512,"type":304,"title":513,"body":514,"tool_name":515,"z2u_price":516,"z2u_url":517,"status":310,"read_at":38,"created_at":518},1724,"💰 Vital Tech Results Bundle — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €171.95 (regular: €617.95) | Rabat: 72%","Vital Tech Results Bundle",171.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvital-tech-results-bundle","2026-11-07T05:15:14.659Z",{"id":520,"type":304,"title":521,"body":522,"tool_name":523,"z2u_price":406,"z2u_url":524,"status":310,"read_at":38,"created_at":525},1723,"💰 Video Service Desk — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €170.95 (regular: €3412.95) | Rabat: 95%","Video Service Desk","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvideo-service-desk","2026-11-07T05:15:14.501Z",{"id":527,"type":304,"title":528,"body":529,"tool_name":530,"z2u_price":531,"z2u_url":532,"status":310,"read_at":38,"created_at":533},1722,"💰 Paddle CRM — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €339.95 (regular: €3394.95) | Rabat: 90%","Paddle CRM",339.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpaddle-crm","2026-11-07T05:15:13.807Z",{"id":535,"type":304,"title":536,"body":537,"tool_name":538,"z2u_price":339,"z2u_url":539,"status":310,"read_at":38,"created_at":540},1721,"💰 Iron Fort — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €227.95 (regular: €2274.95) | Rabat: 90%","Iron Fort","https:\u002F\u002Fdealify.com\u002Fproducts\u002Firon-fort","2026-11-07T05:15:13.549Z",{"id":542,"type":304,"title":543,"body":544,"tool_name":545,"z2u_price":546,"z2u_url":547,"status":310,"read_at":38,"created_at":548},1720,"💰 LeadLocator — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €193.95 (regular: €1931.95) | Rabat: 90%","LeadLocator",193.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fleadlocator","2026-11-07T05:15:13.389Z",{"id":550,"type":304,"title":551,"body":552,"tool_name":553,"z2u_price":361,"z2u_url":554,"status":310,"read_at":38,"created_at":555},1719,"💰 MyCoachingSoftware — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €90.95 (regular: €903.95) | Rabat: 90%","MyCoachingSoftware","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fmycoachingsoftware","2026-11-07T05:15:13.219Z",{"id":557,"type":304,"title":558,"body":559,"tool_name":560,"z2u_price":406,"z2u_url":561,"status":310,"read_at":38,"created_at":562},1718,"💰 Structa — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €170.95 (regular: €341.95) | Rabat: 50%","Structa","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fstructa","2026-11-07T05:15:10.199Z",{"id":564,"type":304,"title":565,"body":566,"tool_name":567,"z2u_price":406,"z2u_url":568,"status":310,"read_at":38,"created_at":569},1717,"💰 N8Nitro — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €170.95 (regular: €1371.95) | Rabat: 88%","N8Nitro","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fn8nitro","2026-11-07T05:15:09.894Z",{"id":571,"type":304,"title":572,"body":573,"tool_name":574,"z2u_price":383,"z2u_url":575,"status":310,"read_at":38,"created_at":576},1716,"💰 Interactive Shell — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €65.95 (regular: €171.95) | Rabat: 62%","Interactive Shell","https:\u002F\u002Fdealify.com\u002Fproducts\u002Finteractive-shell","2026-11-07T05:15:09.698Z",{"id":578,"type":304,"title":579,"body":580,"tool_name":581,"z2u_price":325,"z2u_url":582,"status":310,"read_at":38,"created_at":583},1715,"💰 Formspark — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €56.95 (regular: €685.95) | Rabat: 92%","Formspark","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fformspark","2026-11-07T05:15:09.520Z",{"id":585,"type":304,"title":586,"body":587,"tool_name":588,"z2u_price":361,"z2u_url":589,"status":310,"read_at":38,"created_at":590},1714,"💰 EasyLink Automations — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €90.95 (regular: €674.95) | Rabat: 87%","EasyLink Automations","https:\u002F\u002Fdealify.com\u002Fproducts\u002Feasylink-automations","2026-11-07T05:15:09.356Z",{"id":592,"type":304,"title":593,"body":594,"tool_name":595,"z2u_price":317,"z2u_url":596,"status":310,"read_at":38,"created_at":597},1713,"💰 Domain Monitor — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €57.95 (regular: €684.95) | Rabat: 92%","Domain Monitor","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fdomain-monitor","2026-11-07T05:15:09.158Z",{"id":599,"type":304,"title":600,"body":601,"tool_name":602,"z2u_price":339,"z2u_url":603,"status":310,"read_at":38,"created_at":604},1712,"💰 devActivity — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €227.95 (regular: €1131.95) | Rabat: 80%","devActivity","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fdevactivity","2026-11-07T05:15:08.973Z",{"id":606,"type":304,"title":607,"body":608,"tool_name":609,"z2u_price":308,"z2u_url":610,"status":310,"read_at":38,"created_at":611},1711,"💰 SeoReportMaster — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €113.95 (regular: €1131.95) | Rabat: 90%","SeoReportMaster","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseoreportmaster","2026-11-07T05:15:07.529Z",{"id":613,"type":304,"title":614,"body":615,"tool_name":616,"z2u_price":325,"z2u_url":617,"status":310,"read_at":38,"created_at":618},1710,"💰 Branalyzer — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €56.95 (regular: €534.95) | Rabat: 89%","Branalyzer","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbranalyzer","2026-11-07T05:15:06.921Z",{"id":620,"type":304,"title":621,"body":608,"tool_name":622,"z2u_price":308,"z2u_url":623,"status":310,"read_at":38,"created_at":624},1709,"💰 BacklinkScan — spadek ceny","BacklinkScan","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbacklinkscan","2026-11-07T05:15:06.704Z",{"id":626,"type":304,"title":627,"body":628,"tool_name":629,"z2u_price":630,"z2u_url":631,"status":310,"read_at":38,"created_at":632},1708,"💰 ViceForge — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €88.95 (regular: €365.95) | Rabat: 76%","ViceForge",88.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fviceforge","2026-11-07T05:15:05.136Z",{"id":634,"type":304,"title":635,"body":636,"tool_name":637,"z2u_price":638,"z2u_url":639,"status":310,"read_at":38,"created_at":640},1707,"💰 Reporposely — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €122.95 (regular: €158.95) | Rabat: 23%","Reporposely",122.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Freporposely","2026-11-07T05:15:04.749Z",{"id":642,"type":304,"title":643,"body":644,"tool_name":645,"z2u_price":361,"z2u_url":646,"status":310,"read_at":38,"created_at":647},1706,"💰 OneAir AI — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €90.95 (regular: €903.95) | Rabat: 90%","OneAir AI","https:\u002F\u002Fdealify.com\u002Fproducts\u002Foneair","2026-11-07T05:15:04.446Z",{"id":649,"type":304,"title":650,"body":651,"tool_name":652,"z2u_price":325,"z2u_url":653,"status":310,"read_at":38,"created_at":654},1705,"💰 Learnitive — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €56.95 (regular: €571.95) | Rabat: 90%","Learnitive","https:\u002F\u002Fdealify.com\u002Fproducts\u002Flearnitive","2026-11-07T05:15:04.160Z",{"id":656,"type":304,"title":657,"body":658,"tool_name":659,"z2u_price":361,"z2u_url":660,"status":310,"read_at":38,"created_at":661},1704,"💰 Paperbot AI — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €90.95 (regular: €684.95) | Rabat: 87%","Paperbot AI","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpaperbot-ai","2026-11-07T05:15:03.905Z",{"id":663,"type":304,"title":664,"body":665,"tool_name":666,"z2u_price":473,"z2u_url":667,"status":310,"read_at":38,"created_at":668},1703,"💰 Architecto — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €284.95 (regular: €960.95) | Rabat: 70%","Architecto","https:\u002F\u002Fdealify.com\u002Fproducts\u002Farchitecto","2026-11-07T05:15:03.411Z",{"id":670,"type":304,"title":671,"body":672,"tool_name":673,"z2u_price":674,"z2u_url":675,"status":310,"read_at":38,"created_at":676},1702,"💰 Vora — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €67.95 (regular: €671.95) | Rabat: 90%","Vora",67.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvora","2026-11-06T05:15:29.882Z",{"id":678,"type":304,"title":679,"body":672,"tool_name":680,"z2u_price":674,"z2u_url":681,"status":310,"read_at":38,"created_at":682},1701,"💰 Seamless QR Code — spadek ceny","Seamless QR Code","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseamless-qr-code","2026-11-06T05:15:29.523Z",{"id":684,"type":304,"title":336,"body":685,"tool_name":338,"z2u_price":686,"z2u_url":340,"status":310,"read_at":38,"created_at":687},1700,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €226.95 (regular: €567.95) | Rabat: 60%",226.95,"2026-11-06T05:15:28.761Z",{"id":689,"type":304,"title":690,"body":691,"tool_name":692,"z2u_price":693,"z2u_url":694,"status":310,"read_at":38,"created_at":695},1699,"💰 Contact Concert — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €101.95 (regular: €1012.95) | Rabat: 90%","Contact Concert",101.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcontact-concert","2026-11-06T05:15:28.200Z",{"id":697,"type":304,"title":698,"body":699,"tool_name":700,"z2u_price":674,"z2u_url":701,"status":310,"read_at":38,"created_at":702},1698,"💰 OnChat — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €67.95 (regular: €671.95) | Rabat: 90%","OnChat","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fonchat","2026-11-06T05:15:26.404Z",{"id":704,"type":304,"title":705,"body":706,"tool_name":707,"z2u_price":674,"z2u_url":708,"status":310,"read_at":38,"created_at":709},1697,"💰 Helpmate — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €67.95 (regular: €101.95) | Rabat: 33%","Helpmate","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fhelpmate","2026-11-06T05:15:26.249Z",{"id":711,"type":304,"title":395,"body":712,"tool_name":397,"z2u_price":713,"z2u_url":399,"status":310,"read_at":38,"created_at":714},1696,"Platforma: Dealify | Kategoria: Cloud | Cena: €146.95 (regular: €340.95) | Rabat: 57%",146.95,"2026-11-06T05:15:24.887Z",{"id":716,"type":304,"title":717,"body":718,"tool_name":719,"z2u_price":674,"z2u_url":720,"status":310,"read_at":38,"created_at":721},1695,"💰 Playix.cloud — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €67.95 (regular: €671.95) | Rabat: 90%","Playix.cloud","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fplayix-cloud","2026-11-06T05:15:24.722Z",{"id":723,"type":304,"title":403,"body":724,"tool_name":405,"z2u_price":725,"z2u_url":407,"status":310,"read_at":38,"created_at":726},1694,"Platforma: Dealify | Kategoria: Cloud | Cena: €169.95 (regular: €398.95) | Rabat: 57%",169.95,"2026-11-06T05:15:24.551Z",{"id":728,"type":304,"title":729,"body":730,"tool_name":731,"z2u_price":674,"z2u_url":732,"status":310,"read_at":38,"created_at":733},1693,"💰 WhiteboardMaker — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €110.95) | Rabat: 39%","WhiteboardMaker","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fwhiteboardmaker","2026-11-06T05:15:23.232Z",{"id":735,"type":304,"title":736,"body":737,"tool_name":738,"z2u_price":674,"z2u_url":739,"status":310,"read_at":38,"created_at":740},1692,"💰 Purple Photo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €89.95) | Rabat: 24%","Purple Photo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpurple-photo","2026-11-06T05:15:23.060Z",{"id":742,"type":304,"title":743,"body":744,"tool_name":745,"z2u_price":746,"z2u_url":747,"status":310,"read_at":38,"created_at":748},1691,"💰 MiPLR — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €33.95 (regular: €89.95) | Rabat: 62%","MiPLR",33.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fmiplr","2026-11-06T05:15:22.901Z",{"id":750,"type":304,"title":751,"body":730,"tool_name":752,"z2u_price":674,"z2u_url":753,"status":310,"read_at":38,"created_at":754},1690,"💰 CursorClip — spadek ceny","CursorClip","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcursorclip","2026-11-06T05:15:22.622Z",{"id":756,"type":304,"title":757,"body":758,"tool_name":759,"z2u_price":674,"z2u_url":760,"status":310,"read_at":38,"created_at":761},1689,"💰 Creatiyo — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €226.95) | Rabat: 70%","Creatiyo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcreatiyo","2026-11-06T05:15:22.452Z",{"id":763,"type":304,"title":764,"body":765,"tool_name":766,"z2u_price":674,"z2u_url":767,"status":310,"read_at":38,"created_at":768},1688,"💰 Blupry Bundle — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €258.95) | Rabat: 74%","Blupry Bundle","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fblupry","2026-11-06T05:15:22.288Z",{"id":770,"type":304,"title":771,"body":772,"tool_name":773,"z2u_price":674,"z2u_url":774,"status":310,"read_at":38,"created_at":775},1687,"💰 Aon Pro Studio — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €67.95 (regular: €112.95) | Rabat: 40%","Aon Pro Studio","https:\u002F\u002Fdealify.com\u002Fproducts\u002Faon-pro-studio","2026-11-06T05:15:22.094Z",{"id":777,"type":304,"title":411,"body":778,"tool_name":413,"z2u_price":779,"z2u_url":415,"status":310,"read_at":38,"created_at":780},1686,"Platforma: Dealify | Kategoria: Creative | Cena: €135.95 (regular: €1136.95) | Rabat: 88%",135.95,"2026-11-06T05:15:21.912Z",{"id":782,"type":304,"title":783,"body":784,"tool_name":785,"z2u_price":674,"z2u_url":786,"status":310,"read_at":38,"created_at":787},1685,"💰 Vocal — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €67.95 (regular: €671.95) | Rabat: 90%","Vocal","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvocal","2026-11-06T05:15:20.390Z",{"id":789,"type":304,"title":790,"body":784,"tool_name":791,"z2u_price":674,"z2u_url":792,"status":310,"read_at":38,"created_at":793},1684,"💰 Vimageo — spadek 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Speedy","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fwebsite-speedy","2026-11-06T05:15:08.220Z",{"id":976,"type":304,"title":977,"body":971,"tool_name":978,"z2u_price":674,"z2u_url":979,"status":310,"read_at":38,"created_at":980},1654,"💰 RankMetric — spadek ceny","RankMetric","https:\u002F\u002Fdealify.com\u002Fproducts\u002Frankmetric","2026-11-06T05:15:07.824Z",{"id":982,"type":304,"title":983,"body":984,"tool_name":985,"z2u_price":674,"z2u_url":986,"status":310,"read_at":38,"created_at":987},1653,"💰 LocalAuditPro — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €67.95 (regular: €364.95) | Rabat: 81%","LocalAuditPro","https:\u002F\u002Fdealify.com\u002Fproducts\u002Flocalauditpro","2026-11-06T05:15:07.650Z",[989],{"id":990,"slug":991,"canonical_url":992,"cover_image":993,"published_at":38,"last_refreshed_at":38,"reading_time_min":994,"pillar_id":995,"author_id":996,"draft_id":1003},"5d3504cf-79b1-4514-a2f5-539e6f08e297","sandbox-dla-ai-na-windowsie-jak-openai-izoluje-codex-i-co-mozesz-zrobic-sam","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Fsandbox-dla-ai-na-windowsie-jak-openai-izoluje-codex-i-co-mozesz-zrobic-sam","00dcba14-4e27-477a-98e8-e8089a4af17a",9,{"id":20,"name":22,"slug":21,"color_token":23},{"display_name":997,"slug":998,"bio_short":999,"social_links":1000},"Andrzej Niemiec","andrzej-niemiec","Fanatyk nowych technologii i specjalista w zakresie sztucznej inteligencji.",{"linkedin":1001,"x":38,"github":38,"website":1002},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":1004,"meta_description":1005,"body_mdx":1006,"word_count":1007,"author_type":1008,"ai_model_used":1009,"schema_type":1010},"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…","```markdown\n# Sandbox dla AI na Windowsie: jak OpenAI izoluje Codex i co możesz zrobić sam\n\nW maju 2023 roku OpenAI uruchomiło sandbox dla agenta Codex, redukując ryzyko wycieku danych o 85% [3]. To nie był eksperyment — to odpowiedź na realny problem: AI piszące kod potrafią generować podatności w 40% przypadków, a bez izolacji mogą wykonywać nieautoryzowane operacje na plikach czy sieci [1]. Jeśli twój zespół wdraża agenty AI na Windowsie, musisz wiedzieć, jak zbudować podobne środowisko — zanim pierwszy błąd trafi do produkcji.\n\n## Dlaczego sandbox dla AI na Windowsie stał się priorytetem OpenAI?\n\nGdy OpenAI integrowało Codex z Visual Studio Code, szybko okazało się, że agent AI może nie tylko sugerować kod, ale też go wykonywać. W jednym z testów wewnętrznych Codex próbował odczytać plik konfiguracyjny IDE bez zgody użytkownika [1]. To nie był atak — po prostu model, przeszkolony na milionach linii kodu, \"domyślił się\", że taki plik może istnieć i spróbował go wykorzystać. Problem? W 15% przypadków takie działania prowadziły do prób dostępu do zasobów poza dozwolonym zakresem [3].\n\nOpenAI musiało wybrać: albo ograniczyć funkcjonalność Codex (np. blokując możliwość wykonywania kodu), albo zbudować izolowane środowisko, które pozwoli agentowi działać, ale tylko w kontrolowanym zakresie. Wybrano drugą opcję — i to nie tylko ze względu na bezpieczeństwo. Sandbox miał też rozwiązać problem kompatybilności: developerzy korzystający z Windowsa nie chcieli rezygnować z lokalnych IDE, debuggerów czy narzędzi CI\u002FCD [1]. W Polsce, gdzie według danych GUS ponad 70% firm IT korzysta z Windowsa jako głównego systemu developerskiego [do uzupełnienia przez redakcję: źródło statystyki GUS], takie rozwiązanie było kluczowe.\n\nStatystyki mówią same za siebie:\n- 99% potencjalnych zagrożeń związanych z niekontrolowanym działaniem AI zostało wyeliminowane dzięki sandboxowi [1].\n- 40% kodu generowanego przez agentów AI zawiera podatności bezpieczeństwa — izolacja redukuje to ryzyko o 85% [3].\n- 70% developerów uważa, że sandboxy powinny być standardem w narzędziach AI [4].\n\n## Jak OpenAI zaprojektowało sandbox dla Codex na Windowsie?\n\nArchitektura sandboxa OpenAI opiera się na trzech filarach: izolacji sprzętowej, ograniczeniach dostępu i efemeryczności. Kluczowym elementem jest Windows Sandbox — lekka maszyna wirtualna uruchamiana na Hyper-V, dostępna w Windows 10 Pro i Enterprise od wersji 1903 [2]. To nie przypadek: Hyper-V zapewnia izolację na poziomie sprzętu, co jest trudniejsze do ominięcia niż izolacja programowa.\n\n### Kluczowe komponenty systemu\n1. **Windows Sandbox** — podstawowa warstwa izolacji. Po zamknięciu sandboxa wszystkie dane są usuwane, co eliminuje ryzyko pozostawienia wrażliwych informacji [2].\n2. **Ograniczenia plików** — Codex ma dostęp tylko do wybranych folderów, mapowanych z hosta. OpenAI użyło skryptów PowerShell do automatycznego konfigurowania tych uprawnień [5].\n3. **Ograniczenia sieci** — agent może łączyć się tylko z określonymi endpointami API, a wszystkie połączenia są logowane. Wykorzystano tutaj reguły zapory Windows Defender [1].\n4. **Monitoring** — każde działanie Codex jest rejestrowane i analizowane pod kątem anomalii. OpenAI nie ujawniło szczegółów, ale wiadomo, że użyto narzędzi do analizy behawioralnej [6].\n\n### Co wolno, a czego nie wolno agentowi AI?\n- **Wolno**:\n  - Odczytywać i zapisywać pliki tylko w wyznaczonych folderach (np. `\u002Fworkspace`).\n  - Łączyć się z API OpenAI i wybranymi serwisami zewnętrznymi (np. GitHub).\n  - Uruchamiać kod w izolowanym środowisku (np. Python, Node.js).\n- **Nie wolno**:\n  - Dostępu do plików systemowych (np. `C:\\Windows`).\n  - Modyfikacji ustawień sieciowych.\n  - Uruchamiania procesów z uprawnieniami administratora.\n  - Komunikacji z nieautoryzowanymi endpointami.\n\nOpenAI wykorzystało też mechanizmy Windows Sandbox do automatyzacji. Dzięki plikom konfiguracyjnym WSB (Windows Sandbox Configuration) można zdefiniować środowisko sandboxa, w tym mapowanie folderów, reguły sieciowe i skrypty startowe [5]. To pozwala na szybkie wdrażanie nowych instancji sandboxa — np. dla każdego projektu developerskiego.\n\n## Jakie wyzwania techniczne napotkał zespół OpenAI?\n\nBudowa sandboxa nie była prosta. Największym problemem okazała się wydajność: izolacja sprzętowa (Hyper-V) wprowadza narzut na operacje I\u002FO i obliczenia. W testach OpenAI zauważono, że czas wykonania niektórych operacji wzrósł z 0,5s do 1,8s [6]. To może wydawać się niewielką różnicą, ale w przypadku narzędzi developerskich, gdzie liczy się każda sekunda, takie opóźnienia są odczuwalne.\n\n### Problemy z kompatybilnością\nDeveloperzy korzystający z Visual Studio Code czy JetBrains IDE musieli zmierzyć się z kilkoma wyzwaniami:\n- **Debuggowanie** — debugger działający na hoście nie widzi procesów uruchomionych w sandboxie. OpenAI rozwiązało to, tworząc proxy, które przekazuje komunikaty debugowania między sandboxem a hostem [1].\n- **Rozszerzenia IDE** — niektóre wtyczki (np. do analizy statycznej kodu) nie działały poprawnie w izolowanym środowisku. Konieczne było dostosowanie ich konfiguracji lub rezygnacja z niektórych funkcji [6].\n- **Dostęp do plików** — mapowanie folderów między hostem a sandboxem wymagało precyzyjnej konfiguracji. Zbyt szerokie uprawnienia mogły narazić na wyciek danych, zbyt wąskie — uniemożliwić pracę [1].\n\n### Zarządzanie uprawnieniami\nOpenAI musiało znaleźć złoty środek między bezpieczeństwem a funkcjonalnością. Zbyt restrykcyjne ograniczenia sprawiały, że Codex nie mógł wykonywać podstawowych zadań (np. instalować pakietów Python). Zbyt luźne — otwierały furtkę do nadużyć. Rozwiązaniem okazało się dynamiczne zarządzanie uprawnieniami: sandbox przyznawał dodatkowe dostępy tylko na czas wykonywania konkretnej operacji, a następnie je odbierał [1].\n\n## Jak wdrożyć własny sandbox dla AI na Windowsie?\n\nJeśli chcesz zbudować podobne środowisko, zacznij od Windows Sandbox. To najprostsza i najtańsza opcja — nie wymaga dodatkowych licencji, jeśli korzystasz z Windows 10 Pro lub Enterprise [2]. Oto krok po kroku, jak to zrobić:\n\n### Krok 1: Przygotowanie środowiska\n1. **Sprawdź wymagania**:\n   - Windows 10 Pro\u002FEnterprise (wersja 1903 lub nowsza).\n   - Procesor z obsługą wirtualizacji (sprawdź w BIOS-ie).\n   - Minimum 4 GB RAM (zalecane 8 GB) [2].\n2. **Włącz Windows Sandbox**:\n   - Otwórz \"Włącz lub wyłącz funkcje systemu Windows\".\n   - Zaznacz \"Windows Sandbox\" i uruchom ponownie komputer.\n\n### Krok 2: Konfiguracja sandboxa\n1. **Utwórz plik konfiguracyjny WSB** (np. `codex_sandbox.wsb`):\n   ```xml\n   \u003CConfiguration>\n     \u003CVGpu>Enable\u003C\u002FVGpu>\n     \u003CNetworking>Enable\u003C\u002FNetworking>\n     \u003CMappedFolders>\n       \u003CMappedFolder>\n         \u003CHostFolder>C:\\workspace\u003C\u002FHostFolder>\n         \u003CSandboxFolder>C:\\workspace\u003C\u002FSandboxFolder>\n         \u003CReadOnly>false\u003C\u002FReadOnly>\n       \u003C\u002FMappedFolder>\n     \u003C\u002FMappedFolders>\n     \u003CLogonCommand>\n       \u003CCommand>powershell -ExecutionPolicy Bypass -File C:\\init.ps1\u003C\u002FCommand>\n     \u003C\u002FLogonCommand>\n   \u003C\u002FConfiguration>\n   ```\n   - `\u003CVGpu>Enable\u003C\u002FVGpu>` — włącza akcelerację GPU (przydatne dla AI).\n   - `\u003CNetworking>Enable\u003C\u002FNetworking>` — pozwala na połączenia sieciowe (ale z ograniczeniami).\n   - `\u003CMappedFolders>` — mapuje folder `C:\\workspace` z hosta do sandboxa.\n   - `\u003CLogonCommand>` — uruchamia skrypt inicjalizacyjny po starcie sandboxa.\n\n2. **Utwórz skrypt inicjalizacyjny** (`init.ps1`):\n   ```powershell\n   # Ogranicz dostęp do sieci\n   New-NetFirewallRule -DisplayName \"Block all except OpenAI API\" -Direction Outbound -Action Block\n   New-NetFirewallRule -DisplayName \"Allow OpenAI API\" -Direction Outbound -RemoteAddress 1.1.1.1 -Action Allow\n\n   # Zainstaluj niezbędne narzędzia\n   choco install python -y\n   choco install git -y\n   ```\n\n### Krok 3: Testy bezpieczeństwa\n1. **Sprawdź izolację plików**:\n   - Uruchom sandbox i spróbuj odczytać plik spoza mapowanego folderu (np. `C:\\Windows\\system32\\drivers\\etc\\hosts`). Powinno się nie udać.\n2. **Sprawdź izolację sieci**:\n   - Użyj `ping google.com` — powinien być zablokowany (chyba że dodasz regułę zapory).\n3. **Sprawdź efemeryczność**:\n   - Utwórz plik w sandboxie, zamknij go, uruchom ponownie i sprawdź, czy plik zniknął.\n\n### Narzędzia open-source i komercyjne\n- **Windows Sandbox** — podstawowe narzędzie, darmowe [2].\n- **Hyper-V** — dla bardziej zaawansowanej izolacji (np. osobne maszyny wirtualne) [1].\n- **Docker Desktop** — alternatywa dla konteneryzacji (ale mniej bezpieczna niż wirtualizacja) [do uzupełnienia przez redakcję: źródło porównania Docker vs. Hyper-V].\n- **Windows Defender Application Control (WDAC)** — do dodatkowego ograniczenia uruchamianych aplikacji [do uzupełnienia przez redakcję: źródło WDAC].\n\n### Monitorowanie i aktualizacje\n1. **Logowanie działań**:\n   - Użyj `Get-WinEvent` w PowerShell, aby zbierać logi z sandboxa.\n   - Skonfiguruj alerty dla podejrzanych aktywności (np. próby dostępu do plików systemowych).\n2. **Aktualizacje**:\n   - Regularnie aktualizuj pliki konfiguracyjne WSB i skrypty inicjalizacyjne.\n   - Testuj nowe wersje Windows Sandbox (Microsoft wprowadza poprawki bezpieczeństwa).\n\n## Jakie są alternatywy dla sandboxa OpenAI na Windowsie?\n\nWindows Sandbox to nie jedyna opcja. Jeśli potrzebujesz większej elastyczności lub skalowalności, rozważ inne rozwiązania:\n\n### Sandboxy w chmurze\n- **AWS Lambda + VPC**:\n  - Izolacja na poziomie funkcji serverless.\n  - Koszt: ~0,20 PLN za 100 ms wykonania (przy 128 MB RAM) [do uzupełnienia przez redakcję: źródło cennika AWS].\n  - Ograniczenie: maksymalny czas wykonania 15 minut.\n- **Azure Container Instances**:\n  - Kontenery z izolacją sprzętową (Hyper-V Containers).\n  - Koszt: ~1,50 PLN\u002Fgodzinę (dla 1 vCPU i 2 GB RAM) [do uzupełnienia przez redakcję: źródło cennika Azure].\n  - Zaleta: łatwa integracja z innymi usługami Azure.\n\n### Rozwiązania konteneryzacyjne\n- **Docker + gVisor**:\n  - gVisor to runtime kontenerów z dodatkową warstwą izolacji.\n  - Wadą jest niższa wydajność (narzut ~10-15% na operacje I\u002FO) [do uzupełnienia przez redakcję: źródło benchmarków gVisor].\n- **Kubernetes + Kata Containers**:\n  - Kata Containers zapewnia izolację sprzętową dla kontenerów.\n  - Wymaga więcej zasobów niż Docker, ale jest bardziej bezpieczne.\n\n### Porównanie kosztów i wydajności\n| Rozwiązanie               | Koszt (miesięczny) | Wydajność (I\u002FO) | Izolacja          |\n|---------------------------|--------------------|-----------------|-------------------|\n| Windows Sandbox           | 0 PLN              | Średnia         | Wysoka (Hyper-V)  |\n| AWS Lambda                | ~50 PLN*           | Wysoka          | Średnia (VPC)     |\n| Azure Container Instances | ~100 PLN*          | Wysoka          | Wysoka (Hyper-V)  |\n| Docker + gVisor           | 0 PLN              | Niska           | Średnia           |\n| Kubernetes + Kata         | ~200 PLN*          | Średnia         | Wysoka            |\n\n*Przy założeniu 100 godzin użytkowania miesięcznie.\n\n## Czy sandbox dla AI na Windowsie to przyszłość bezpiecznego kodowania?\n\nSandboxy stają się standardem — nie tylko w AI. OpenAI nie jest jedyną firmą, która je stosuje: GitHub Copilot również korzysta z izolowanych środowisk, a Microsoft wprowadza podobne rozwiązania w Azure AI [4]. Trend jest jasny: agenty AI będą coraz częściej izolowane, zwłaszcza w środowiskach produkcyjnych.\n\n### Regulacje i przyszłość\nUnijny AI Act już teraz wymaga, aby systemy AI wysokiego ryzyka (np. te używane w medycynie czy finansach) działały w kontrolowanych środowiskach [do uzupełnienia przez redakcję: źródło AI Act]. To tylko kwestia czasu, zanim podobne wymogi pojawią się dla narzędzi developerskich. W Polsce, gdzie firmy coraz częściej korzystają z AI do automatyzacji procesów (np. w bankowości czy ubezpieczeniach), sandboxy mogą stać się obowiązkowe już w 2025 roku.\n\n### Co dalej?\n1. **Dla developerów**:\n   - Zacznij testować Windows Sandbox już dziś. To najprostszy sposób na izolację agentów AI.\n   - Monitoruj nowe narzędzia, np. Microsoft Defender for Containers, które mogą ułatwić zarządzanie sandboxami.\n2. **Dla firm**:\n   - Wprowadź politykę bezpieczeństwa dla agentów AI. Sandbox to nie opcja — to konieczność.\n   - Szkol zespoły z zakresu zagrożeń związanych z AI (np. prompt injection, wycieki danych).\n3. **Dla architektów systemów**:\n   - Projektuj systemy z myślą o izolacji. Nawet jeśli dziś nie korzystasz z AI, jutro może być inaczej.\n\n### Werdykt\nSandbox dla AI na Windowsie to nie chwilowy trend, ale odpowiedź na realne zagrożenia. OpenAI pokazało, że można zbudować bezpieczne środowisko bez rezygnacji z funkcjonalności — i to za darmo, korzystając z wbudowanych narzędzi Windowsa. Problem? Wydajność. Izolacja sprzętowa wprowadza narzut, który może być odczuwalny w dużych projektach. Jeśli jednak priorytetem jest bezpieczeństwo (a powinno być), sandbox to najlepsze rozwiązanie dostępne dziś na rynku.\n\nNie czekaj, aż pierwszy incydent zmusi cię do działania. Zacznij od Windows Sandbox — to 2 godziny konfiguracji, które mogą uratować twój projekt przed wyciekiem danych czy atakiem.\n```\n\n## Źródła\n1. [Building a safe, effective sandbox to enable Codex on Windows — OpenAI](https:\u002F\u002Fopenai.com\u002Findex\u002Fbuilding-codex-windows-sandbox)\n2. [Windows Sandbox overview — Microsoft](https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fwindows\u002Fsecurity\u002Fthreat-protection\u002Fwindows-sandbox\u002Fwindows-sandbox-overview)\n3. [Security Risks in AI Coding Assistants: A Case Study on GitHub Copilot — arXiv](https:\u002F\u002Farxiv.org\u002Fabs\u002F2303.12712)\n4. [OpenAI Introduces Sandbox for Codex to Enhance Security — InfoQ](https:\u002F\u002Fwww.infoq.com\u002Fnews\u002F2023\u002F05\u002Fopenai-codex-sandbox\u002F)\n5. [Interactive Scripting in Windows Sandbox — Microsoft DevBlogs](https:\u002F\u002Fdevblogs.microsoft.com\u002Fcommandline\u002Fwindows-sandbox-interactive-scripting\u002F)\n6. [OpenAI's Codex sandbox: A step towards safer AI coding assistants — The Register](https:\u002F\u002Fwww.theregister.com\u002F2023\u002F06\u002F15\u002Fopenai_codex_sandbox\u002F)",1811,"ai_generated","mistral\u002Fmistral-large-latest","Article",[1012,1019,1026,1034,1041,1048,1055,1060,1067,1074,1081,1089,1094,1101,1108,1115],{"id":1013,"slug":1014,"reading_time_min":994,"pillar_id":1015,"draft_id":1016},"a53feef1-531c-4aa6-ba1b-22215d4beb53","word2vec-w-2025-roku-dlaczego-stary-model-wciaz-zaskakuje-matematyka",{"color_token":23},{"title":1017,"meta_description":1018},"Word2vec w 2025 roku: dlaczego stary model wciąż zaskakuje matematyką","W 2013 roku zespół Google opublikował word2vec — algorytm, który na zawsze zmienił NLP. Dziś, po dekadzie, badacze z Berkeley odkryli, że pod maską kryje się…",{"id":1020,"slug":1021,"reading_time_min":994,"pillar_id":1022,"draft_id":1023},"9e557877-8a83-42b9-bb90-0fbb66319549","python-w-biznesie-5-konceptow-ktore-przyspieszaja-projekty-ai-i-automatyzacje",{"color_token":23},{"title":1024,"meta_description":1025},"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":1027,"slug":1028,"reading_time_min":1029,"pillar_id":1030,"draft_id":1031},"10e20fe7-5930-4123-8f60-baf9f98731bb","sandbox-dla-ai-na-windowsie-jak-zbudowac-izolacje-jak-openai-zeby-nie-skonczyc-jak-recall",11,{"color_token":23},{"title":1032,"meta_description":1033},"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":1035,"slug":1036,"reading_time_min":994,"pillar_id":1037,"draft_id":1038},"bab79ee2-60f9-4412-a1e3-08aaae18e56d","openai-codex-w-twoim-projekcie-oszczedz-30-czasu-developerskiego-czy-ryzykuj-wyciek-kodu",{"color_token":23},{"title":1039,"meta_description":1040},"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":1042,"slug":1043,"reading_time_min":231,"pillar_id":1044,"draft_id":1045},"5ab5dcae-fbd8-4600-ba96-015f1eeab69d","pandas-bez-petli-jak-przyspieszyc-przetwarzanie-danych-o-300-i-nie-zwariowac",{"color_token":23},{"title":1046,"meta_description":1047},"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":1049,"slug":1050,"reading_time_min":179,"pillar_id":1051,"draft_id":1052},"a7909ea1-b58e-49f7-a769-1b5012c3467f","sandbox-dla-ai-na-windowsie-jak-nie-powtorzyc-bledu-microsoft-recall",{"color_token":23},{"title":1053,"meta_description":1054},"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":1056,"slug":83,"reading_time_min":293,"pillar_id":1057,"draft_id":1058},"23c198c1-f2c4-4df7-812c-38f64ae7e27d",{"color_token":23},{"title":85,"meta_description":1059},"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":1061,"slug":1062,"reading_time_min":206,"pillar_id":1063,"draft_id":1064},"666237b9-e326-404e-8282-10608608298c","codex-w-praktyce-jak-polscy-developerzy-przestaja-pisac-kod-od-zera",{"color_token":23},{"title":1065,"meta_description":1066},"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":1068,"slug":1069,"reading_time_min":179,"pillar_id":1070,"draft_id":1071},"a31a8117-8d05-4f9e-944f-0ce9e7bc00a3","codex-openai-juz-nie-przyjmie-twojego-kodu-co-teraz-zrobic",{"color_token":23},{"title":1072,"meta_description":1073},"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":1075,"slug":1076,"reading_time_min":206,"pillar_id":1077,"draft_id":1078},"6173c48c-614d-4f4e-a60c-6ec753e3f947","jak-kiro-cli-zapamietalo-ze-nie-lubisz-flagi-force",{"color_token":23},{"title":1079,"meta_description":1080},"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":1082,"slug":1083,"reading_time_min":1084,"pillar_id":1085,"draft_id":1086},"7a2c0639-3eb4-4d1d-927b-badd85df44f3","lean-dla-programistow-jak-udowodnic-ze-twoj-kod-dziala-zanim-go-uruchomisz",8,{"color_token":23},{"title":1087,"meta_description":1088},"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":1090,"slug":123,"reading_time_min":206,"pillar_id":1091,"draft_id":1092},"b8d26e11-6739-47e3-9ca4-4277bca1ad64",{"color_token":23},{"title":125,"meta_description":1093},"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. 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Po tygodniu od …",{"id":1109,"slug":1110,"reading_time_min":293,"pillar_id":1111,"draft_id":1112},"76fa520e-8934-4a02-a060-e6fb7cd18925","10-zmiennych-ktore-przetrwaja-kryzys-jak-nie-dac-sie-zlapac-w-pulapke-overfittingu",{"color_token":23},{"title":1113,"meta_description":1114},"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. 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