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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 ceny","Vimageo","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvimageo","2026-11-06T05:15:20.211Z",{"id":795,"type":304,"title":796,"body":797,"tool_name":798,"z2u_price":674,"z2u_url":799,"status":310,"read_at":38,"created_at":800},1683,"💰 Veritask — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €67.95 (regular: €335.95) | Rabat: 80%","Veritask","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fveritask","2026-11-06T05:15:19.945Z",{"id":802,"type":304,"title":803,"body":804,"tool_name":805,"z2u_price":806,"z2u_url":807,"status":310,"read_at":38,"created_at":808},1682,"💰 UPDF — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €108.95 (regular: €170.95) | Rabat: 36%","UPDF",108.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fupdf","2026-11-06T05:15:19.689Z",{"id":810,"type":304,"title":811,"body":812,"tool_name":813,"z2u_price":814,"z2u_url":815,"status":310,"read_at":38,"created_at":816},1681,"💰 Transcript Generator — spadek 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spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €33.95 (regular: €329.95) | Rabat: 90%","Notepad","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fnotepad","2026-11-06T05:15:18.279Z",{"id":855,"type":304,"title":856,"body":857,"tool_name":858,"z2u_price":859,"z2u_url":860,"status":310,"read_at":38,"created_at":861},1675,"💰 LightPDF — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €118.95 (regular: €226.95) | Rabat: 48%","LightPDF",118.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Flightpdf","2026-11-06T05:15:18.023Z",{"id":863,"type":304,"title":462,"body":864,"tool_name":464,"z2u_price":865,"z2u_url":466,"status":310,"read_at":38,"created_at":866},1674,"Platforma: Dealify | Kategoria: Productivity | Cena: €203.95 (regular: €453.95) | Rabat: 55%",203.95,"2026-11-06T05:15:17.827Z",{"id":868,"type":304,"title":470,"body":869,"tool_name":472,"z2u_price":870,"z2u_url":474,"status":310,"read_at":38,"created_at":871},1673,"Platforma: Dealify | 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Cena: €146.95 (regular: €1126.95) | Rabat: 87%","2026-11-06T05:15:15.558Z",{"id":892,"type":304,"title":513,"body":893,"tool_name":515,"z2u_price":406,"z2u_url":517,"status":310,"read_at":38,"created_at":894},1669,"Platforma: Dealify | Kategoria: Business | Cena: €170.95 (regular: €614.95) | Rabat: 72%","2026-11-06T05:15:15.260Z",{"id":896,"type":304,"title":521,"body":897,"tool_name":523,"z2u_price":725,"z2u_url":524,"status":310,"read_at":38,"created_at":898},1668,"Platforma: Dealify | Kategoria: Business | Cena: €169.95 (regular: €3395.95) | Rabat: 95%","2026-11-06T05:15:15.096Z",{"id":900,"type":304,"title":901,"body":902,"tool_name":903,"z2u_price":904,"z2u_url":905,"status":310,"read_at":38,"created_at":906},1667,"💰 Envoice — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €158.95 (regular: €1581.95) | Rabat: 90%","Envoice",158.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fenvoice","2026-11-06T05:15:14.929Z",{"id":908,"type":304,"title":909,"body":910,"tool_name":911,"z2u_price":674,"z2u_url":912,"status":310,"read_at":38,"created_at":913},1666,"💰 Classified Billing — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €67.95 (regular: €671.95) | Rabat: 90%","Classified Billing","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fclassified-billing","2026-11-06T05:15:14.749Z",{"id":915,"type":304,"title":528,"body":916,"tool_name":530,"z2u_price":917,"z2u_url":532,"status":310,"read_at":38,"created_at":918},1665,"Platforma: Dealify | Kategoria: Business | Cena: €337.95 (regular: €3378.95) | Rabat: 90%",337.95,"2026-11-06T05:15:14.272Z",{"id":920,"type":304,"title":536,"body":921,"tool_name":538,"z2u_price":686,"z2u_url":539,"status":310,"read_at":38,"created_at":922},1664,"Platforma: Dealify | Kategoria: Business | Cena: €226.95 (regular: €2263.95) | Rabat: 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29%","Sociosight",76.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsociosight","2026-11-06T05:15:12.219Z",{"id":944,"type":304,"title":945,"body":946,"tool_name":947,"z2u_price":674,"z2u_url":948,"status":310,"read_at":38,"created_at":949},1660,"💰 Qura Al — spadek ceny","Platforma: Dealify | Kategoria: Social Media | Cena: €67.95 (regular: €671.95) | Rabat: 90%","Qura Al","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fqura-al","2026-11-06T05:15:12.048Z",{"id":951,"type":304,"title":952,"body":946,"tool_name":953,"z2u_price":674,"z2u_url":954,"status":310,"read_at":38,"created_at":955},1659,"💰 Brand2Social — spadek ceny","Brand2Social","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbrand2social","2026-11-06T05:15:11.788Z",{"id":957,"type":304,"title":558,"body":958,"tool_name":560,"z2u_price":725,"z2u_url":561,"status":310,"read_at":38,"created_at":959},1658,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €169.95 (regular: €340.95) | Rabat: 50%","2026-11-06T05:15:10.477Z",{"id":961,"type":304,"title":565,"body":962,"tool_name":567,"z2u_price":725,"z2u_url":568,"status":310,"read_at":38,"created_at":963},1657,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €169.95 (regular: €1364.95) | Rabat: 88%","2026-11-06T05:15:10.191Z",{"id":965,"type":304,"title":600,"body":966,"tool_name":602,"z2u_price":686,"z2u_url":603,"status":310,"read_at":38,"created_at":967},1656,"Platforma: Dealify | Kategoria: Developer Tools | Cena: €226.95 (regular: €1126.95) | Rabat: 80%","2026-11-06T05:15:09.580Z",{"id":969,"type":304,"title":970,"body":971,"tool_name":972,"z2u_price":674,"z2u_url":973,"status":310,"read_at":38,"created_at":974},1655,"💰 WP Website Speedy — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €67.95 (regular: €671.95) | Rabat: 90%","WP Website 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":994,"last_refreshed_at":995,"reading_time_min":206,"pillar_id":996,"author_id":997,"draft_id":1004},"0ef737b2-1818-4794-aef3-12a778896f08","ranking-modeli-ai-open-source-dlaczego-benchmarki-to-za-malo","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Franking-modeli-ai-open-source-dlaczego-benchmarki-to-za-malo","2e9d1ae4-076d-4c72-b96f-c80aa03ff89b","2026-08-18T01:58:38.954Z","2026-10-23T07:08:10.347Z",{"id":5,"name":7,"slug":6,"color_token":8},{"display_name":998,"slug":999,"bio_short":1000,"social_links":1001},"Andrzej Niemiec","andrzej-niemiec","Fanatyk nowych technologii i specjalista w zakresie sztucznej inteligencji.",{"linkedin":1002,"x":38,"github":38,"website":1003},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":1005,"meta_description":1006,"body_mdx":1007,"word_count":1008,"author_type":1009,"ai_model_used":1010,"schema_type":1011},"Lokalne modele AI w 2026: dlaczego benchmarki nie wystarczą do wyboru?","Rankingi benchmarków nie wystarczą do wyboru lokalnego modelu. Porównujemy Ollama i LM Studio, modele Qwen, Bielik i PLLuM, wymagania pamięci oraz ceny.","## Czy ranking benchmarków wystarczy do wyboru lokalnego modelu w 2026?\n\nNie. Rankingi porównują wyniki testów, a nie licencję, koszt sprzętu, pamięć, przepustowość czy opóźnienia [1]. W indeksie Artificial Analysis z września 2026 najlepszy model open source dzieliło od czołówki 6 punktów, rok wcześniej 13 [2]. Różnica maleje, ale wynik nie mówi, czy model zmieści się w 16 GB RAM. Wybór zaczyna się od listy kryteriów, nie od pierwszego miejsca w tabeli. Punktem wyjścia może być przegląd [lokalnych modeli AI](\u002Flokalne-modele-ai).\n\nDwa modele z podobnym wynikiem mogą różnić się kosztem wdrożenia o rząd wielkości: jeden zmieści się na karcie z 8 GB VRAM, drugi potrzebuje 48 GB pamięci. Ranking tego nie rozstrzyga, bo nie uwzględnia licencji, pamięci, przepustowości ani opóźnień [1]. Zestawienia z października 2026 obejmują rodziny Qwen, MiMo i DeepSeek, a pozycja Llama 3 nie jest w nich automatyczna — wynik zależy od benchmarku i zadania [1].\n\n## Co pokazuje wdrożenie chatbota Netguru: dane i retrieval czy rozmiar modelu?\n\nO wyniku w produkcji decyduje przygotowanie danych i architektura wyszukiwania, nie sama pozycja modelu w rankingu. W udokumentowanym przypadku Netguru w produkcji działa GPT-5-mini z niskim poziomem reasoning, a jakość przypisano przede wszystkim przygotowaniu danych, chunkingowi, embeddingom, retrievalowi i ograniczeniom promptu [3].\n\nITI AI Concierge powstał dla International Team for Implantology — organizacji z ponad 25 tys. członków w ponad 100 krajach. System uruchomiono dla kilkuset praktyków podczas konferencji ITI w Stambule w maju 2026 r. [4]. Architektura opiera się na RAG i działa w środowisku Azure klienta; zespół porównał SQLite vector store z LightRAG i wybrał SQLite jako szybsze, tańsze i wystarczające dla rzeczywistych pytań [3].\n\nPodawane 98% to własna miara poprawności odpowiedzi, a nie uniwersalny benchmark modelu [3]. Do tego dochodzą metryki systemu: około 2 sekundy do pierwszego tokena, 10 sekund do pełnej odpowiedzi, 140 dokumentów i 24 testy użytkowników w 12 krajach [3]. To wynik konkretnego wdrożenia, nie dowód wyższości jednego modelu nad drugim.\n\nDla porównania Llama 3 trafiła do publicznych wag 18 kwietnia 2024 r. w wariantach 8B i 70B [5]. Karta modelu dla wersji instruktowanej 70B podaje MMLU 82,0, HumanEval 81,7, GSM8K 93,0 i MATH 50,4, przy zastrzeżeniu, że wyniki zależą od wariantu, promptingu i protokołu testowego [5]. Licencyjnie Llama 3 nie jest bezwarunkowo open source: Meta udostępnia wagi na własnej licencji komercyjnej, a definicja OSI wymaga też informacji o danych treningowych oraz kompletnego kodu treningu i uruchamiania [6]. Bezpieczniej mówić o modelu open-weight.\n\nPolskie firmy testują lokalne modele również w wąskich zadaniach. Ten wątek rozwijamy w artykule [Laguna XS.2 vs M.1](\u002Fposts\u002Flaguna-xs-2-vs-m-1-dlaczego-polskie-firmy-testuja-lokalne-modele-jezykowe).\n\n## Jakie narzędzia uruchamiają modele lokalnie: Ollama czy LM Studio?\n\nOllama to lokalny runtime i serwer modeli, początkowo terminalowy, dziś także z aplikacją desktopową. Udostępnia bibliotekę modeli, lokalny serwer HTTP, API zgodne z OpenAI i integracje z narzędziami programistycznymi [7]. Domyślne API działa pod adresem http:\u002F\u002Flocalhost:11434 [8]. Model może wywoływać zdefiniowane funkcje przez tool calling, a odpowiedź da się wymusić zgodnie ze schematem JSON [9]. Firma poinformowała w lipcu 2026 r. o 8,9 mln deweloperów i finansowaniu 88 mln USD [7].\n\nLM Studio to aplikacja desktopowa firmy Element Labs, nastawiona na graficzne wyszukiwanie, pobieranie i uruchamianie modeli. Oferuje czat, lokalny serwer API, RAG, obsługę GGUF i MLX na Apple Silicon [10]. MCP, czyli podłączanie zewnętrznych narzędzi, pojawiło się w wersji 0.3.17 z 25 czerwca 2025 r. [11]. Linia 0.4.0 z 28 stycznia 2026 r. dodała bezgraficzny serwer llmster, równoległe zapytania i ciągłe batchowanie [12]. Strona pobierania wskazuje v0.4.26 jako aktualną wersję dla Windows 15 października 2026 r. [13].\n\nPo stronie Ollamy najnowsza stabilna wersja widoczna 15 października 2026 r. to v0.40.4, wydana 12 października 2026 r. [14].\n\n| Kryterium | Ollama | LM Studio |\n|---|---|---|\n| Główny interfejs | terminal, aplikacja desktopowa, API HTTP [7] | aplikacja graficzna z katalogiem modeli [10] |\n| Lokalne API | http:\u002F\u002Flocalhost:11434, zgodne z OpenAI [8] | lokalny serwer API [10] |\n| Narzędzia zewnętrzne | tool calling i structured outputs [9] | MCP od wersji 0.3.17 [11] |\n| Tryb bez interfejsu graficznego | lokalny serwer modeli [7] | llmster od wersji 0.4.0 [12] |\n| Aktualna wersja | v0.40.4 z 12 października 2026 [14] | v0.4.26 dla Windows, stan na 15 października 2026 [13] |\n\nNarzędzie dobiera się pod sposób pracy: terminal i skrypty wskazują na Ollamę, praca z katalogiem modeli i czatem na LM Studio [7][10]. Oba scenariusze pozwalają trzymać prompt i dokument na urządzeniu, a internet jest potrzebny głównie do pobrania aplikacji i modelu [7].\n\n## Które modele lokalne warto rozważyć w 2026?\n\nNie ma jednego najlepszego modelu — wybór zależy od języka, zadania, pamięci i licencji [15]. Na keynote Windows 7 października 2026 Microsoft zapowiedział DeepSeek V4 Flash i Nemotron lokalnie w Windows, a llama.cpp ma trafić do Windows ML [15].\n\n| Model lub rodzina | Zastosowanie | Typowe warianty lokalne | Uwaga |\n|---|---|---|---|\n| Qwen3 \u002F Qwen3.5 | wielojęzyczność, kod, rozumowanie, agenci | 4B, 8B\u002F14B\u002F30B, większe | Qwen3.5 łączy tekst i obraz oraz obsługę narzędzi [16] |\n| Gemma 4 | ogólne zadania, kod, multimodalność | zależnie od sprzętu | biblioteka Ollama opisuje ją jako rodzinę do rozumowania, agentów i obrazu [17] |\n| gpt-oss 20B\u002F120B | rozumowanie, agenci, structured output | 20B lub 120B | tool calling i przeglądanie sieci; większy wariant wymaga dużej pamięci [18] |\n| Llama 4 | ogólne zastosowania i wizja | Scout, Maverick | obsługuje tekst i obraz; duże warianty są wymagające sprzętowo [19] |\n| Bielik v3 | polski, ekstrakcja, klasyfikacja, tekst urzędowy | 1.5B, 4.5B, 11B | model SpeakLeash i ACK Cyfronet AGH, Apache 2.0 [20] |\n| PLLuM 2512 | polska administracja, dokumenty, RAG | 4B, 8B, 12B, 70B | Apache 2.0 dla większości wariantów; warianty Llama podlegają licencji Llama [21] |\n\nBielik-11B-v3.0-Instruct ma 11 mld parametrów i powstał w SpeakLeash oraz ACK Cyfronet AGH. Trenowano go na 32 językach europejskich z naciskiem na polski, karta modelu podaje Apache 2.0, a model nie ma wbudowanych mechanizmów moderacji i może generować treści fałszywe, obraźliwe lub tendencyjne [20]. W Ollamie jest dostępny jako bielik-11b-v3.0-instruct, obok wariantów 1.5B i 4.5B [22].\n\nPLLuM-12B-chat-2512 wydano w linii modeli utworzonej w grudniu 2025 r. Specjalizacja to polski z dodatkowym angielskim, ten wariant ma Apache 2.0, a rodzina obejmuje też 4B, 8B i 70B. Model jest dostrajany pod dialog, RAG i zadania administracyjne [21].\n\nW benchmarku LLMzSzŁ dotyczącym polskiego Bielik-11B-v2.1-Instruct był najlepszym testowanym modelem poniżej 15B parametrów i uzyskał 57,52 punktu dokładności. Wynik dotyczy starszej wersji i jednego benchmarku, więc nie jest uniwersalnym rankingiem [23].\n\nNa komputerach konsumenckich Qwen3.5-9B jest wskazywany jako najlepszy wszechstronny lokalny model 2026 r. dla większości zestawów [24].\n\n## Ile pamięci potrzebuje lokalny model?\n\nWidełki poniżej są planistyczne, nie gwarantowane. Długi kontekst i równoległe zapytania zwiększają zapotrzebowanie na pamięć.\n\n| Model po kwantyzacji | Sensowny punkt startowy |\n|---|---|\n| 2B–4B | 8–16 GB RAM lub pamięci zunifikowanej |\n| 7B–8B | około 8 GB VRAM albo 16 GB RAM |\n| 12B–14B | 12–16 GB VRAM albo 24 GB RAM |\n| 27B–32B | 24–32 GB VRAM lub RAM |\n| 70B | około 40–48 GB pamięci dla Q4, więcej przy długim kontekście |\n\nOficjalne wymagania LM Studio: macOS z Apple Silicon M1–M4 i macOS 14 lub nowszy, zalecane co najmniej 16 GB RAM, Intel Mac obecnie niewspierany; Windows x64 z AVX2 lub ARM Snapdragon X Elite, zalecane 16 GB RAM i 4 GB dedykowanego VRAM; Linux x64 lub ARM64 jako AppImage, Ubuntu 20.04 lub nowszy [25]. Ollama działa na CPU, Apple używa Metal, a karty NVIDIA wymagają compute capability 5.0+ [26]. Oficjalny przykład: Gemma 4 E2B ma około 7,2 GB pobierania i zalecane około 8 GB VRAM lub pamięci zunifikowanej; przy braku VRAM część modelu trafia do RAM i odpowiedzi są wolniejsze [8].\n\nW praktyce liczy się kwantyzacja: Q4 daje zwykle najlepszy kompromis jakości i rozmiaru, a GPU poprawia szybkość, nie jakość odpowiedzi. Przyspieszanie inferencji na mocniejszym sprzęcie opisujemy w tekście [AMD Strix Halo](\u002Fposts\u002Famd-strix-halo-jak-przyspieszylismy-inferencje-llm-z-310-do-1260-tokenow-na-sekunde).\n\n## Ile kosztuje uruchamianie modeli lokalnie?\n\nLokalne modele są bezpłatne i bez limitu zapytań po stronie Ollamy — płacisz za sprzęt, energię i ewentualne aplikacje dodatkowe, a logowanie nie jest wymagane do modeli lokalnych [27]. Plany chmurowe to koszt osobny: Free za 0 USD, Pro za 20 USD miesięcznie (około 87 zł) z 60 USD kredytów i 3 równoległymi zapytaniami, Max za 100 USD miesięcznie (około 437 zł) z 300 USD kredytów i 10 zapytaniami oraz Team za 500 USD miesięcznie (około 2184 zł). Kredyty resetują się co miesiąc i nie przechodzą na kolejny okres [27].\n\nLM Studio ma plan Free za 0 USD, Bionic+ za 20 USD miesięcznie (około 87 zł) z cloudowymi modelami open-weight hostowanymi w USA oraz Pro za 100 USD miesięcznie (około 437 zł) z większymi limitami [28].\n\nTo ceny oficjalne, podane w USD, stan na październik 2026. Przeliczenia są orientacyjne po kursie 1 EUR = 4,3689 PLN z 15 października 2026, a bank lub operator karty może zastosować własny kurs i doliczyć VAT [29].\n\n## Jak dobrać model do własnego zadania?\n\nLokalne modele weszły do codziennej pracy programistów: wystarczy lokalny serwer inferencji i model z ekosystemu Hugging Face, żeby pracować bez kluczy API i limitów tokenów [30]. Kolejność decyzji jest praktyczna:\n\n1. Sprawdź licencję konkretnej wersji — nazwa rodziny nie wystarcza do oceny prawnej [6].\n2. Dopasuj język: dla polskiego punktem startowym są Bielik v3 i PLLuM 2512 [20][21].\n3. Oszacuj pamięć modelu po kwantyzacji i porównaj z VRAM oraz RAM komputera; przy braku VRAM odpowiedzi będą wolniejsze [8][26].\n4. Przetestuj model na własnym zbiorze pytań, tak jak zrobiło to Netguru — 98% było własną miarą systemu, nie wynikiem benchmarku [3].\n5. Sprawdź wymogi compliance, jeśli dane podlegają RODO; porównania modeli dla firm objętych GDPR uwzględniają m.in. Llama 4, Mistral, Gemma 3, Phi-4 i Qwen 3 [31].\n\nLuka między otwartymi wagami a czołówką komercyjną zmniejszyła się do 6 punktów we wrześniu 2026 r. [2]. To argument za testowaniem modeli lokalnych w realnych zadaniach, nie za rezygnacją z weryfikacji.\n\n## Najczęstsze pytania\n\n### Czy lokalne modele AI są darmowe?\n\nOprogramowanie i modele lokalne w Ollamie nie generują opłat za zapytania i nie wymagają logowania [27]. Koszt to sprzęt, energia i ewentualne aplikacje dodatkowe. Płatne plany Ollamy oraz LM Studio dotyczą modeli chmurowych i większych limitów, a nie uruchamiania modeli na własnym komputerze [27][28].\n\n### Czy laptop z 16 GB RAM wystarczy do modelu 7B–8B?\n\nZwykle tak, po kwantyzacji do około 4 bitów. Widełki planistyczne dla 7B–8B to około 8 GB VRAM albo 16 GB RAM, a LM Studio zaleca co najmniej 16 GB RAM [25]. Przy braku VRAM część modelu trafia do pamięci systemowej, więc odpowiedzi są wolniejsze [8].\n\n### Czy Llama 3 jest open source?\n\nMeta udostępnia wagi i kod na własnej licencji komercyjnej. Definicja open source AI według OSI wymaga też informacji o danych treningowych oraz kompletnego kodu treningu i uruchamiania, dlatego bezpieczniejszym określeniem jest open-weight lub source-available [6].\n\n### Który model lokalny najlepiej obsługuje polski?\n\nNaturalnymi kandydatami są Bielik v3 w rozmiarach 1.5B, 4.5B i 11B oraz PLLuM 2512 [20][21]. W benchmarku LLMzSzŁ Bielik-11B-v2.1-Instruct zdobył 57,52 punktu jako najlepszy testowany model poniżej 15B parametrów, ale wynik dotyczy starszej wersji i jednego zestawu testów [23].\n\n### Czy model lokalny zastąpi model w chmurze?\n\nW wielu zadaniach tak, w najtrudniejszych nie. Różnica między najlepszym modelem open source a czołówką wynosiła 6 punktów we wrześniu 2026 r. [2]. Netguru w produkcji użyło modelu chmurowego, mimo wcześniejszych eksperymentów z Llama, bo o jakości zdecydowały dane i retrieval [3].\n\n## Źródła\n\n1. [Open-Source LLM Leaderboard 2026: 101 Models Ranked (benchlm.ai, 2026)](https:\u002F\u002Fbenchlm.ai\u002Fbest\u002Fopen-source)\n2. [Open source dogania modele zamknięte według Artificial Analysis (pasqualepillitteri.it, 2026)](https:\u002F\u002Fpasqualepillitteri.it\u002Fpl\u002Fnews\u002F14694\u002Fopen-source-dogania-zamkniete-artificial-analysis)\n3. [RAG chatbot accuracy: how data preparation beat model size (Netguru, 2026)](https:\u002F\u002Fwww.netguru.com\u002Fblog\u002Frag-chatbot-accuracy-data-preparation)\n4. [Trusted AI chatbot for 20,000+ dental professionals (Netguru, 2026)](https:\u002F\u002Fwww.netguru.com\u002Fclients\u002Ftrusted-ai-chatbot-for-dental-professionals)\n5. [llama3\u002FMODEL_CARD.md at main (Meta, GitHub, 2024)](https:\u002F\u002Fgithub.com\u002Fmeta-llama\u002Fllama3\u002Fblob\u002Fmain\u002FMODEL_CARD.md)\n6. [2024-10-27 Open Source Initiative meeting minutes (OSI, 2024)](https:\u002F\u002Fopensource.org\u002Fmeeting-minutes\u002F2024-10-27)\n7. [Ollama: all aboard open models (Ollama Blog, 2026)](https:\u002F\u002Follama.com\u002Fblog\u002Fall-aboard-open-models)\n8. [Quickstart (Ollama Docs, 2026)](https:\u002F\u002Fdocs.ollama.com\u002Fquickstart)\n9. [Tool support (Ollama Blog, 2026)](https:\u002F\u002Follama.com\u002Fblog\u002Ftool-support)\n10. [Get started with LM Studio (LM Studio Docs, 2026)](https:\u002F\u002Flmstudio.ai\u002Fdocs\u002Fapp\u002Fbasics)\n11. [MCP in LM Studio (LM Studio Blog, 2025)](https:\u002F\u002Flmstudio.ai\u002Fblog\u002Flmstudio-v0.3.17)\n12. [Introducing LM Studio 0.4.0 (LM Studio Blog, 2026)](https:\u002F\u002Flmstudio.ai\u002Fblog\u002F0.4.0)\n13. [Download LM Studio - Mac, Linux, Windows (LM Studio, 2026)](https:\u002F\u002Flmstudio.ai\u002Fdownload)\n14. [Release v0.40.4 (ollama\u002Follama, GitHub, 2026)](https:\u002F\u002Fgithub.com\u002Follama\u002Follama\u002Freleases\u002Ftag\u002Fv0.40.4)\n15. [Najlepsze lokalne LLM w 2026 roku, modele które naprawdę działają (pasqualepillitteri.it, 2026)](https:\u002F\u002Fpasqualepillitteri.it\u002Fpl\u002Fnews\u002F14015\u002Fnajlepsze-lokalne-llm-2026)\n16. [qwen3.5 (Ollama Library, 2026)](https:\u002F\u002Follama.com\u002Flibrary\u002Fqwen3.5)\n17. [gemma4 (Ollama Library, 2026)](https:\u002F\u002Follama.com\u002Flibrary\u002Fgemma4)\n18. [OpenAI gpt-oss (Ollama Blog, 2026)](https:\u002F\u002Follama.com\u002Fblog\u002Fgpt-oss)\n19. [llama4 (Ollama Library, 2026)](https:\u002F\u002Follama.com\u002Flibrary\u002Fllama4)\n20. [speakleash\u002FBielik-11B-v3.0-Instruct (Hugging Face, 2026)](https:\u002F\u002Fhuggingface.co\u002Fspeakleash\u002FBielik-11B-v3.0-Instruct)\n21. [CYFRAGOVPL\u002FPLLuM-12B-chat-2512 (Hugging Face, 2026)](https:\u002F\u002Fhuggingface.co\u002FCYFRAGOVPL\u002FPLLuM-12B-chat-2512)\n22. [SpeakLeash (Ollama Library, 2026)](https:\u002F\u002Follama.com\u002FSpeakLeash)\n23. [LLMzSzŁ: a comprehensive LLM benchmark for Polish (arXiv, 2025)](https:\u002F\u002Farxiv.org\u002Fhtml\u002F2501.02266v1)\n24. [10 najlepszych modeli AI do uruchamiania lokalnie na sprzęcie konsumenckim (zimaspace, 2026)](https:\u002F\u002Fshop.zimaspace.com\u002Fpl\u002Fblogs\u002Ftech-ai-hub\u002Fbest-ai-models-for-running-locally-on-consumer-hardware)\n25. [System Requirements (LM Studio Docs, 2026)](https:\u002F\u002Flmstudio.ai\u002Fdocs\u002Fapp\u002Fsystem-requirements)\n26. [Hardware support (Ollama Docs, 2026)](https:\u002F\u002Fdocs.ollama.com\u002Fgpu)\n27. [Ollama Pricing (Ollama, 2026)](https:\u002F\u002Follama.com\u002Fpricing)\n28. [Bionic Pricing (LM Studio, 2026)](https:\u002F\u002Flmstudio.ai\u002Fpricing)\n29. [EUR to PLN Exchange Rate: 1 EUR = 4.3689 PLN (Pluang, 2026)](https:\u002F\u002Fpluang.com\u002Fen\u002Ftools\u002Fcurrency-converter\u002Feur-pln)\n30. [Lokalne modele AI po raz pierwszy mają sens w codziennej pracy (devstockacademy.pl, 2026)](https:\u002F\u002Fdevstockacademy.pl\u002Fblog\u002Fbranza-it-i-nowe-technologie\u002Flokalne-modele-ai-vicki-boykis-2026\u002F)\n31. [Najlepsze lokalne modele AI dla zgodnych z przepisami firm w 2026 (webvise.io, 2026)](https:\u002F\u002Fwww.webvise.io\u002Fpl\u002Fblog\u002Fbest-local-ai-models-2026)",2270,"ai_generated","deepseek\u002Fdeepseek-v4.1-flash","Article",[1013,1021,1029,1036,1043,1050,1057,1064,1071,1078,1085,1090,1097,1104,1111,1116],{"id":1014,"slug":1015,"reading_time_min":1016,"pillar_id":1017,"draft_id":1018},"ee48147b-2e28-406f-8a77-f660ce38123c","chatgpt-w-finansach-osobistych-doradca-za-99-zl-miesiecznie-czy-ryzykowny-eksperyment",8,{"color_token":8},{"title":1019,"meta_description":1020},"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":1022,"slug":1023,"reading_time_min":1024,"pillar_id":1025,"draft_id":1026},"e58d95ee-54cb-4f45-b059-f4b188b3ec15","stable-audio-3-ile-kosztuje-godzina-muzyki-wygenerowanej-przez-ai",9,{"color_token":8},{"title":1027,"meta_description":1028},"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":1030,"slug":1031,"reading_time_min":1016,"pillar_id":1032,"draft_id":1033},"ab9e303d-df33-4547-b444-41d09740896e","chatgpt-w-finansach-osobistych-co-zmienia-i-dlaczego-polskie-firmy-powinny-sie-tym-zainteresowac",{"color_token":8},{"title":1034,"meta_description":1035},"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":1037,"slug":1038,"reading_time_min":206,"pillar_id":1039,"draft_id":1040},"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":1041,"meta_description":1042},"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":1044,"slug":1045,"reading_time_min":1016,"pillar_id":1046,"draft_id":1047},"21872906-2f74-4c19-8c12-5114f4833249","chatgpt-do-budzetu-oszczedza-czas-ale-czy-twoje-dane-sa-bezpieczne",{"color_token":8},{"title":1048,"meta_description":1049},"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":1051,"slug":1052,"reading_time_min":1016,"pillar_id":1053,"draft_id":1054},"3945db9f-c70a-469d-84c9-9671274c0c8c","chatgpt-w-finansach-osobistych-co-naprawde-potrafi-i-dlaczego-polskie-banki-powinny-sie-bac",{"color_token":8},{"title":1055,"meta_description":1056},"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":1058,"slug":1059,"reading_time_min":206,"pillar_id":1060,"draft_id":1061},"fd6b3c51-e0f6-4ea0-b5e4-cd9bec1d9bfc","chatgpt-do-finansow-osobistych-czy-openai-zastapi-twojego-doradce",{"color_token":8},{"title":1062,"meta_description":1063},"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":1065,"slug":1066,"reading_time_min":231,"pillar_id":1067,"draft_id":1068},"8b4959e2-8ff2-41f5-a566-00ca95d1118a","moe-vs-dense-kto-wygrywa-w-lokalnych-wdrozeniach-ai",{"color_token":8},{"title":1069,"meta_description":1070},"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":1072,"slug":1073,"reading_time_min":231,"pillar_id":1074,"draft_id":1075},"623dfd30-6bbf-43e3-b37f-ea1662660bbe","kupiles-6-narzedzi-ai-ale-uzywasz-tylko-jednego-oto-jak-przestac-marnowac-budzet",{"color_token":8},{"title":1076,"meta_description":1077},"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":1079,"slug":1080,"reading_time_min":179,"pillar_id":1081,"draft_id":1082},"17a278f1-1883-4b99-bb87-554b79110090","laguna-xs-2-vs-m-1-dlaczego-polskie-firmy-testuja-lokalne-modele-jezykowe",{"color_token":8},{"title":1083,"meta_description":1084},"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":1086,"slug":73,"reading_time_min":1016,"pillar_id":1087,"draft_id":1088},"bb966432-025e-415f-a65d-a0b902dda934",{"color_token":8},{"title":75,"meta_description":1089},"Nemotron 3 Nano 4B to model NVIDIA z 3,97 mld parametrów i kontekstem 262 tys. tokenów. Sprawdzamy architekturę, wyniki i wydajność lokalną.",{"id":1091,"slug":1092,"reading_time_min":179,"pillar_id":1093,"draft_id":1094},"97cb5082-295b-44be-89cc-f98db8f9703b","47-zakladek-200-tysiecy-zlotych-w-bloto-jak-przestac-kupowac-ai-ktorego-nie-potrzebujesz",{"color_token":8},{"title":1095,"meta_description":1096},"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":1098,"slug":1099,"reading_time_min":206,"pillar_id":1100,"draft_id":1101},"6d54a5d0-0ab5-4abf-89e9-b58e64a4197b","milion-tokenow-w-praktyce-czy-deepseek-v4-naprawde-zmienia-zasady-gry",{"color_token":8},{"title":1102,"meta_description":1103},"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":1105,"slug":1106,"reading_time_min":179,"pillar_id":1107,"draft_id":1108},"8e0353d7-5e1c-46a5-bfec-8d929c7ea937","chatgpt-w-finansach-osobistych-co-naprawde-zmienia-i-dlaczego-polskie-firmy-powinny-to-sledzic",{"color_token":8},{"title":1109,"meta_description":1110},"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":1112,"slug":64,"reading_time_min":206,"pillar_id":1113,"draft_id":1114},"fe13a3ea-5437-499e-95ab-fb7bfd832610",{"color_token":8},{"title":66,"meta_description":1115},"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":1117,"slug":1118,"reading_time_min":293,"pillar_id":1119,"draft_id":1120},"2e737281-4130-493b-aeab-68098f74befd","chatgpt-w-finansach-osobistych-czy-za-20-dolarow-miesiecznie-dostaniesz-lepszego-doradce-niz-w-banku",{"color_token":8},{"title":1121,"meta_description":1122},"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…",[]]