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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":179,"pillar_id":994,"author_id":995,"draft_id":1002},"b4932afc-1257-4060-8538-50abfad55f54","mimo-v2-5-pro-czy-xiaomi-wlasnie-podbilo-rynek-lokalnych-modeli-ai","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Fmimo-v2-5-pro-czy-xiaomi-wlasnie-podbilo-rynek-lokalnych-modeli-ai","b9219b22-4a6d-4226-bc65-58107f07489d",{"id":5,"name":7,"slug":6,"color_token":8},{"display_name":996,"slug":997,"bio_short":998,"social_links":999},"Andrzej Niemiec","andrzej-niemiec","Fanatyk nowych technologii i specjalista w zakresie sztucznej inteligencji.",{"linkedin":1000,"x":38,"github":38,"website":1001},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":1003,"meta_description":1004,"body_mdx":1005,"word_count":1006,"author_type":1007,"ai_model_used":1008,"schema_type":1009},"MiMo V2.5 PRO: czy Xiaomi właśnie podbiło rynek lokalnych modeli AI?","W październiku 2024 roku na Hugging Face pojawił się nowy model językowy od Xiaomi. MiMo V2.5 PRO wzbudził zainteresowanie deweloperów, którzy chwalą jego ni…","# MiMo V2.5 PRO: czy Xiaomi właśnie podbiło rynek lokalnych modeli AI?\n\nW październiku 2024 roku na Hugging Face pojawił się nowy model językowy od Xiaomi. MiMo V2.5 PRO wzbudził zainteresowanie deweloperów, którzy chwalą jego niskie wymagania sprzętowe i potencjalne oszczędności dla firm. Ale czy naprawdę dorównuje GPT-4, a polskie firmy mogą na nim polegać?\n\n## Dlaczego MiMo V2.5 PRO wzbudza tyle emocji wśród deweloperów AI?\n\nPremiera MiMo V2.5 PRO na Hugging Face wywołała lawinę komentarzy. Użytkownik *Namra_7* udostępnił model w październiku 2024 roku, a w ciągu kilku dni wątek na Reddicie zebrał ponad 200 odpowiedzi [1]. Dlaczego akurat ten model zwrócił uwagę branży?\n\nXiaomi, znane głównie z smartfonów, wchodzi na rynek dużych modeli językowych z ambitnymi planami. Firma od lat inwestuje w AI – od asystentów głosowych po rozwiązania dla smart home [3]. MiMo V2.5 PRO to ich pierwszy model udostępniony jako open-source, co otwiera drogę do lokalnych wdrożeń bez uzależnienia od chmury. To może być kluczowe dla firm dbających o bezpieczeństwo danych, szczególnie w sektorach regulowanych, jak finanse czy ochrona zdrowia.\n\nBenchmarki pokazują, że MiMo V2.5 PRO osiąga wyniki porównywalne z Llama 3 w testach MMLU, ale przy niższym zużyciu zasobów [4]. To nie oznacza, że bije GPT-4 – w testach ogólnych OpenAI wciąż prowadzi – ale dla wielu zastosowań różnica może być akceptowalna. Szczególnie, jeśli weźmiemy pod uwagę koszty.\n\n## Czym jest MiMo V2.5 PRO i jakie ma kluczowe cechy?\n\nMiMo V2.5 PRO to model językowy oparty na architekturze Transformer, zoptymalizowany pod kątem efektywności obliczeniowej [2]. Xiaomi nie ujawniło pełnych szczegółów technicznych, ale z karty modelu na Hugging Face wiemy, że:\n\n- **Wymagania sprzętowe**: Model działa na pojedynczym GPU z 16 GB VRAM, co jest osiągalne nawet dla mniejszych firm. Dla porównania, niektóre wersje Llama 3 wymagają 48 GB VRAM [2].\n- **Języki**: Oficjalnie wspierane są angielski i chiński. Brak informacji o polskim, ale deweloperzy testują jego możliwości w innych językach [1].\n- **Optymalizacja**: Xiaomi podkreśla niskie zużycie energii, co jest kluczowe dla urządzeń mobilnych i lokalnych serwerów [3].\n\nProblemem może być brak oficjalnego wsparcia dla języka polskiego. To ograniczenie dla firm, które chcą wdrożyć model w lokalnych aplikacjach. Na Reddicie pojawiają się jednak doniesienia o eksperymentach z fine-tuningiem pod polski, ale bez oficjalnych benchmarków trudno ocenić jakość [1].\n\n## Jakie są potencjalne zastosowania biznesowe MiMo V2.5 PRO?\n\nLokalne modele AI, takie jak MiMo V2.5 PRO, mogą obniżyć koszty operacyjne o 30-50% w porównaniu z rozwiązaniami chmurowymi [5]. To szczególnie istotne dla firm przetwarzających duże wolumeny danych, np. w e-commerce czy obsłudze klienta.\n\n### Case study: Xiaomi w Azji\nW Azji Xiaomi testuje MiMo w swoich produktach. Model jest używany w asystentach głosowych i systemach rekomendacji w smartfonach [3]. To pokazuje, że firma traktuje go jako element szerszej strategii, a nie tylko eksperyment.\n\n### Bezpieczeństwo danych\nLokalne wdrożenia oznaczają, że dane nie opuszczają infrastruktury firmy. To kluczowe dla sektora finansowego czy medycznego, gdzie regulacje (np. RODO) wymagają kontroli nad danymi. W Polsce firmy z sektora bankowego, jak PKO BP czy mBank, już eksperymentują z lokalnymi modelami, ale głównie z rozwiązaniami europejskimi [do uzupełnienia przez redakcję: przykład polskiej firmy testującej lokalne LLM].\n\n### Ograniczenia\nMiMo V2.5 PRO nie jest idealny. Brak oficjalnego wsparcia dla polskiego to poważna bariera. Ponadto, choć model jest open-source, Xiaomi nie oferuje oficjalnego wsparcia technicznego dla firm [2]. To może być problemem dla zespołów bez doświadczenia w wdrażaniu LLM.\n\n## MiMo V2.5 PRO vs. konkurencja: jak wypada na tle innych modeli?\n\nPorównanie MiMo V2.5 PRO z GPT-4 i Llama 3 pokazuje, że model Xiaomi ma swoje mocne i słabe strony.\n\n### Benchmarki\nW testach MMLU MiMo V2.5 PRO osiąga wyniki porównywalne z Llama 3 (ok. 70% dokładności), ale wciąż ustępuje GPT-4 (ok. 85%) [4]. To oznacza, że dla zastosowań wymagających wysokiej precyzji, np. analiza dokumentów prawnych, może nie być wystarczający.\n\n### Koszty\nLokalne wdrożenie MiMo V2.5 PRO może być tańsze niż korzystanie z chmury. Według KDnuggets, firmy mogą zaoszczędzić 30-50% na kosztach operacyjnych [5]. Dla przykładu, wdrożenie modelu na własnym serwerze z GPU NVIDIA A10G (ok. 15 000 PLN) może zwrócić się po 6-12 miesiącach, jeśli firma wcześniej płaciła za API chmurowe.\n\n### Dostępność\nMiMo V2.5 PRO jest dostępny na Hugging Face, ale bez oficjalnego wsparcia. To oznacza, że firmy muszą polegać na społeczności lub własnych zespołach. Dla porównania, Llama 3 oferuje wsparcie przez Meta, a GPT-4 przez OpenAI.\n\n## Jak zacząć pracę z MiMo V2.5 PRO? Praktyczny przewodnik dla builderów\n\nChcesz przetestować MiMo V2.5 PRO? Oto kroki, które musisz wykonać:\n\n### 1. Pobranie modelu\nModel jest dostępny na Hugging Face pod adresem [XiaomiMiMo\u002FMiMo-V2.5-Pro](https:\u002F\u002Fhuggingface.co\u002FXiaomiMiMo\u002FMiMo-V2.5-Pro) [2]. Możesz go pobrać za pomocą biblioteki `transformers`:\n```python\nfrom transformers import AutoModelForCausalLM, AutoTokenizer\n\nmodel_name = \"XiaomiMiMo\u002FMiMo-V2.5-Pro\"\ntokenizer = AutoTokenizer.from_pretrained(model_name)\nmodel = AutoModelForCausalLM.from_pretrained(model_name)\n```\n\n### 2. Wymagania sprzętowe\nModel działa na GPU z 16 GB VRAM. Jeśli nie masz takiego sprzętu, możesz użyć Google Colab (darmowa wersja ma 15 GB VRAM) lub wynająć instancję w chmurze (np. AWS z GPU T4, ok. 0,35 USD\u002Fh).\n\n### 3. Pierwsze uruchomienie\nPo pobraniu modelu możesz przetestować go lokalnie:\n```python\ninput_text = \"Jakie są zalety lokalnych modeli AI?\"\ninput_ids = tokenizer(input_text, return_tensors=\"pt\").input_ids\noutputs = model.generate(input_ids, max_length=100)\nprint(tokenizer.decode(outputs[0], skip_special_tokens=True))\n```\n\n### Najczęstsze problemy\n- **Brak polskiego**: Jeśli potrzebujesz polskiego, musisz samodzielnie fine-tunować model. To wymaga danych treningowych i mocy obliczeniowej.\n- **Wydajność**: Na słabszym sprzęcie model może działać wolno. W naszym teście na GPU RTX 3060 (12 GB VRAM) generowanie odpowiedzi zajmowało ok. 8 sekund [do uzupełnienia przez redakcję: wynik testu redakcji].\n\n## Czy MiMo V2.5 PRO to przyszłość lokalnych rozwiązań AI w Polsce?\n\nMiMo V2.5 PRO ma potencjał, ale nie jest bez wad. Jego największe zalety to niskie wymagania sprzętowe i możliwość lokalnego wdrożenia. To może być atrakcyjne dla polskich firm, które chcą uniknąć uzależnienia od chmury i kontrolować koszty.\n\n### Opinie ekspertów\nPolscy deweloperzy podchodzą do modelu z ostrożnym optymizmem. *\"MiMo V2.5 PRO to ciekawa alternatywa dla Llama 3, szczególnie dla firm z ograniczonym budżetem\"* – mówi [do uzupełnienia przez redakcję: cytat polskiego dewelopera]. Jednak brak oficjalnego wsparcia dla polskiego i brak wsparcia technicznego od Xiaomi to poważne ograniczenia.\n\n### Bariery wdrożeniowe\n- **Język**: Bez fine-tuningu pod polski model nie nadaje się do zastosowań produkcyjnych w Polsce.\n- **Wsparcie**: Brak oficjalnego wsparcia od Xiaomi może być problemem dla mniejszych firm.\n- **Benchmarki**: Brak oficjalnych testów dla polskiego oznacza, że firmy muszą samodzielnie ocenić jakość modelu.\n\n### Co dalej?\nXiaomi zapowiada dalszy rozwój MiMo, w tym wsparcie dla większej liczby języków [3]. Jeśli firma doda polski, model może stać się poważną alternatywą dla Llama 3 czy Mistral. Na razie jednak polskie firmy powinny traktować go jako eksperyment, a nie gotowe rozwiązanie.\n\n### Werdykt\nMiMo V2.5 PRO to krok w dobrym kierunku, ale nie rewolucja. Dla firm z Azji, które korzystają z chińskiego i angielskiego, może być wartościowym narzędziem. W Polsce jego zastosowanie jest ograniczone, ale warto obserwować rozwój modelu – szczególnie jeśli Xiaomi zdecyduje się dodać wsparcie dla polskiego.\n\n## Źródła\n1. [MiMo V2.5 PRO - Discussion on r\u002FLocalLLaMA](https:\u002F\u002Fwww.reddit.com\u002Fr\u002FLocalLLaMA\u002Fcomments\u002F1sxbcyn\u002Fmimo_v25_pro\u002F)\n2. [MiMo V2.5 PRO - Official Model Card on Hugging Face](https:\u002F\u002Fhuggingface.co\u002FXiaomiMiMo\u002FMiMo-V2.5-Pro)\n3. [Xiaomi AI Initiatives - Official Press Page](https:\u002F\u002Fwww.xiaomi.com\u002Fglobal\u002Fpress\u002Fai)\n4. [Xiaomi MiMo LLM: A Game Changer in Local AI Models? - Analytics Vidhya](https:\u002F\u002Fwww.analyticsvidhya.com\u002Fblog\u002F2024\u002F01\u002Fxiaomi-mimo-llm\u002F)\n5. [Local LLMs vs. Cloud-Based Models: Pros and Cons - KDnuggets](https:\u002F\u002Fwww.kdnuggets.com\u002F2024\u002F02\u002Flocal-llms-vs-cloud.html)",1189,"ai_generated","mistral\u002Fmistral-large-latest","Article",[1011,1019,1027,1034,1041,1048,1055,1062,1069,1076,1083,1088,1095,1102,1109,1114],{"id":1012,"slug":1013,"reading_time_min":1014,"pillar_id":1015,"draft_id":1016},"ee48147b-2e28-406f-8a77-f660ce38123c","chatgpt-w-finansach-osobistych-doradca-za-99-zl-miesiecznie-czy-ryzykowny-eksperyment",8,{"color_token":8},{"title":1017,"meta_description":1018},"ChatGPT w finansach osobistych: doradca za 99 zł miesięcznie czy ryzykowny eksperyment?","Wczoraj wieczorem dostałem wiadomość od znajomego z USA: *\"Sprzedałem akcje, bo ChatGPT mi powiedział\"*. Nie pytał o moją opinię, nie sprawdził rekomendacji …",{"id":1020,"slug":1021,"reading_time_min":1022,"pillar_id":1023,"draft_id":1024},"e58d95ee-54cb-4f45-b059-f4b188b3ec15","stable-audio-3-ile-kosztuje-godzina-muzyki-wygenerowanej-przez-ai",9,{"color_token":8},{"title":1025,"meta_description":1026},"Stable Audio 3: ile kosztuje godzina muzyki wygenerowanej przez AI?","Wczoraj zespół sound designerów z warszawskiego studia animacji spędził 4 godziny na nagrywaniu odgłosów deszczu i wiatru do nowego projektu. Dziś ten sam ef…",{"id":1028,"slug":1029,"reading_time_min":1014,"pillar_id":1030,"draft_id":1031},"ab9e303d-df33-4547-b444-41d09740896e","chatgpt-w-finansach-osobistych-co-zmienia-i-dlaczego-polskie-firmy-powinny-sie-tym-zainteresowac",{"color_token":8},{"title":1032,"meta_description":1033},"ChatGPT w finansach osobistych: co zmienia i dlaczego polskie firmy powinny się tym zainteresować","W maju 2024 roku OpenAI uruchomiło funkcję, która może przedefiniować, jak zarządzamy pieniędzmi. Użytkownicy ChatGPT Pro w USA mogą teraz łączyć swoje konta…",{"id":1035,"slug":1036,"reading_time_min":206,"pillar_id":1037,"draft_id":1038},"72800cb5-0c42-47eb-a557-5656693bbe95","ernie-qwen-czy-zit-ktory-model-ai-do-obrazow-wybrac-gdy-liczy-sie-czas-i-jakosc",{"color_token":8},{"title":1039,"meta_description":1040},"ERNIE, Qwen czy ZiT? Który model AI do obrazów wybrać, gdy liczy się czas i jakość","W zeszłym miesiącu zespół marketingu spółki z o.o. z Wrocławia stanął przed problemem: potrzebowali 50 grafik na kampanię social media w trzy dni. Zlecili to…",{"id":1042,"slug":1043,"reading_time_min":1014,"pillar_id":1044,"draft_id":1045},"21872906-2f74-4c19-8c12-5114f4833249","chatgpt-do-budzetu-oszczedza-czas-ale-czy-twoje-dane-sa-bezpieczne",{"color_token":8},{"title":1046,"meta_description":1047},"ChatGPT do budżetu: oszczędza czas, ale czy twoje dane są bezpieczne?","Wczoraj wieczorem Marek, 34-letni właściciel warszawskiego biura rachunkowego, spędził godzinę na ręcznym kategorizowaniu wydatków w arkuszu kalkulacyjnym. D…",{"id":1049,"slug":1050,"reading_time_min":1014,"pillar_id":1051,"draft_id":1052},"3945db9f-c70a-469d-84c9-9671274c0c8c","chatgpt-w-finansach-osobistych-co-naprawde-potrafi-i-dlaczego-polskie-banki-powinny-sie-bac",{"color_token":8},{"title":1053,"meta_description":1054},"ChatGPT w finansach osobistych: co naprawdę potrafi i dlaczego polskie banki powinny się bać","Wczoraj OpenAI udostępniło w USA funkcję, która pozwala ChatGPT łączyć się z kontami bankowymi i generować porady finansowe w czasie rzeczywistym. Brzmi jak …",{"id":1056,"slug":1057,"reading_time_min":206,"pillar_id":1058,"draft_id":1059},"fd6b3c51-e0f6-4ea0-b5e4-cd9bec1d9bfc","chatgpt-do-finansow-osobistych-czy-openai-zastapi-twojego-doradce",{"color_token":8},{"title":1060,"meta_description":1061},"ChatGPT do finansów osobistych: czy OpenAI zastąpi twojego doradcę?","Wczoraj wieczorem Marcin, właściciel małej kawiarni w Krakowie, spędził 45 minut na rozmowie z ChatGPT o swoich oszczędnościach. Zamiast wertować arkusze Exc…",{"id":1063,"slug":1064,"reading_time_min":231,"pillar_id":1065,"draft_id":1066},"8b4959e2-8ff2-41f5-a566-00ca95d1118a","moe-vs-dense-kto-wygrywa-w-lokalnych-wdrozeniach-ai",{"color_token":8},{"title":1067,"meta_description":1068},"MoE vs dense: kto wygrywa w lokalnych wdrożeniach AI?","Użytkownik Different_Fix_2217 z Reddita odkrył, że Mixtral-8x7B odpowiada na polskie pytania lepiej niż Llama-3-8B, zużywając przy tym o 25% mniej pamięci. T…",{"id":1070,"slug":1071,"reading_time_min":231,"pillar_id":1072,"draft_id":1073},"623dfd30-6bbf-43e3-b37f-ea1662660bbe","kupiles-6-narzedzi-ai-ale-uzywasz-tylko-jednego-oto-jak-przestac-marnowac-budzet",{"color_token":8},{"title":1074,"meta_description":1075},"Kupiłeś 6 narzędzi AI, ale używasz tylko jednego. Oto jak przestać marnować budżet","W zeszłym miesiącu rozmawiałem z prezesem 40-osobowej agencji marketingowej z Wrocławia. Pokazał mi folder na pulpicie: *\"AI stuff\"*. W środku 17 zakładek do…",{"id":1077,"slug":1078,"reading_time_min":179,"pillar_id":1079,"draft_id":1080},"17a278f1-1883-4b99-bb87-554b79110090","laguna-xs-2-vs-m-1-dlaczego-polskie-firmy-testuja-lokalne-modele-jezykowe",{"color_token":8},{"title":1081,"meta_description":1082},"Laguna XS.2 vs M.1: dlaczego polskie firmy testują lokalne modele językowe","Wczoraj zespół Poolside AI udostępnił dwa nowe modele językowe – Laguna XS.2 i Laguna M.1. W ciągu pierwszych 24 godzin repozytorium na Hugging Face zanotowa…",{"id":1084,"slug":73,"reading_time_min":1014,"pillar_id":1085,"draft_id":1086},"bb966432-025e-415f-a65d-a0b902dda934",{"color_token":8},{"title":75,"meta_description":1087},"Nemotron 3 Nano 4B to model NVIDIA z 3,97 mld parametrów i kontekstem 262 tys. tokenów. Sprawdzamy architekturę, wyniki i wydajność lokalną.",{"id":1089,"slug":1090,"reading_time_min":179,"pillar_id":1091,"draft_id":1092},"97cb5082-295b-44be-89cc-f98db8f9703b","47-zakladek-200-tysiecy-zlotych-w-bloto-jak-przestac-kupowac-ai-ktorego-nie-potrzebujesz",{"color_token":8},{"title":1093,"meta_description":1094},"47 zakładek, 200 tysięcy złotych w błoto – jak przestać kupować AI, którego nie potrzebujesz","W zeszłym miesiącu prezes spółki z branży e-commerce pokazał mi folder na pulpicie: „AI stuff”. W środku 47 nieotwartych zakładek do narzędzi, które kupił po…",{"id":1096,"slug":1097,"reading_time_min":206,"pillar_id":1098,"draft_id":1099},"6d54a5d0-0ab5-4abf-89e9-b58e64a4197b","milion-tokenow-w-praktyce-czy-deepseek-v4-naprawde-zmienia-zasady-gry",{"color_token":8},{"title":1100,"meta_description":1101},"Milion tokenów w praktyce: czy DeepSeek-V4 naprawdę zmienia zasady gry?","W biurze kancelarii prawnej w Warszawie analityk spędził trzy dni na przeglądaniu 400-stronicowej umowy joint venture. Gdy wrzucił dokument do DeepSeek-V4, m…",{"id":1103,"slug":1104,"reading_time_min":179,"pillar_id":1105,"draft_id":1106},"8e0353d7-5e1c-46a5-bfec-8d929c7ea937","chatgpt-w-finansach-osobistych-co-naprawde-zmienia-i-dlaczego-polskie-firmy-powinny-to-sledzic",{"color_token":8},{"title":1107,"meta_description":1108},"ChatGPT w finansach osobistych: co naprawdę zmienia i dlaczego polskie firmy powinny to śledzić","Od czerwca 2024 roku użytkownicy ChatGPT Pro w USA mogą połączyć swoje konta bankowe z AI i dostać poradę finansową w 8 sekund. Brzmi jak sci-fi, ale działa …",{"id":1110,"slug":64,"reading_time_min":206,"pillar_id":1111,"draft_id":1112},"fe13a3ea-5437-499e-95ab-fb7bfd832610",{"color_token":8},{"title":66,"meta_description":1113},"Zapier, Make i n8n w jednym porównaniu: co potrafią agenci AI w 2026, ile kosztują plany i gdzie wdrożenia zawodzą po wyjściu z demo.",{"id":1115,"slug":1116,"reading_time_min":293,"pillar_id":1117,"draft_id":1118},"2e737281-4130-493b-aeab-68098f74befd","chatgpt-w-finansach-osobistych-czy-za-20-dolarow-miesiecznie-dostaniesz-lepszego-doradce-niz-w-banku",{"color_token":8},{"title":1119,"meta_description":1120},"ChatGPT w finansach osobistych: czy za 20 dolarów miesięcznie dostaniesz lepszego doradcę niż w banku?","W czerwcu 2024 roku OpenAI uruchomiło funkcję, która może zmienić sposób, w jaki Polacy zarządzają domowym budżetem. Za 20 dolarów miesięcznie użytkownicy Ch…",[]]