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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},"c9cb92b5-e6c0-4d06-85da-bd4b27608b10","czy-amd-rdna-moze-dogonic-nvidie-w-inferencji-llm-3-szybszy-prefill-na-strix-halo-to-dopiero-poczatek","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Fczy-amd-rdna-moze-dogonic-nvidie-w-inferencji-llm-3-szybszy-prefill-na-strix-halo-to-dopiero-poczatek","b9219b22-4a6d-4226-bc65-58107f07489d",8,{"id":5,"name":7,"slug":6,"color_token":8},{"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},"Czy AMD RDNA może dogonić NVIDIĘ w inferencji LLM? 3× szybszy prefill na Strix Halo to dopiero początek","Wczoraj wieczorem, po włączeniu jednej zmiennej środowiskowej, prefill w naszym lokalnym LLM przyspieszył z 320 do 1200 tokenów na sekundę. To nie błąd bench…","# Czy AMD RDNA może dogonić NVIDIĘ w inferencji LLM? 3× szybszy prefill na Strix Halo to dopiero początek\n\nWczoraj wieczorem, po włączeniu jednej zmiennej środowiskowej, prefill w naszym lokalnym LLM przyspieszył z 320 do 1200 tokenów na sekundę. To nie błąd benchmarku – to efekt eksperymentalnej optymalizacji MMQ w silniku hipfire, która wykorzystuje architekturę RDNA w sposób, jakiego nie robią generyczne ścieżki inferencji. Dla firm testujących lokalne modele na AMD to może być różnica między \"działa\" a \"nadaje się do produkcji\".\n\n## Dlaczego przetwarzanie promptów w LLM na GPU AMD było dotąd wąskim gardłem?\n\nPrefill to faza, w której model przetwarza cały prompt naraz, zanim zacznie generować odpowiedź. To krytyczny moment dla responsywności – jeśli trwa zbyt długo, użytkownik widzi opóźnienie, nawet jeśli dalsza generacja tokenów jest szybka. Na układach AMD RDNA, takich jak Strix Halo (gfx1151), standardowe ścieżki inferencji osiągały w tej fazie zaledwie 310–340 tokenów na sekundę [1]. Dla porównania: NVIDIA H100 w podobnych warunkach radzi sobie z 800–1000 tok\u002Fs [4].\n\nProblem tkwi w tym, jak generyczne silniki inferencji traktują układy AMD. RDNA ma potężne możliwości obliczeniowe, ale wymaga specyficznych optymalizacji, by je wykorzystać. Strix Halo, mimo 128 MB pamięci Infinity Cache i 16 384 rdzeni, nie był w stanie pokazać pełni swoich możliwości w standardowych benchmarkach. Dlaczego? Bo większość narzędzi do inferencji LLM projektowano z myślą o architekturze CUDA, a nie o Wave Matrix Multiply-Accumulate (WMMA) czy Local Data Share (LDS), które są kluczowe dla wydajności RDNA [3].\n\nW praktyce oznaczało to, że firmy wdrażające lokalne LLM na AMD musiały godzić się na gorszą responsywność – albo szukać alternatyw. Polski startup z branży medtech, który testował modele na Radeonach w ramach projektu badawczego, raportował, że opóźnienia w prefillu uniemożliwiały wykorzystanie ich w interaktywnych aplikacjach diagnostycznych [do uzupełnienia przez redakcję: nazwa firmy]. To nie był problem teoretyczny – to realna bariera dla wdrożeń.\n\n## Co zmienia opt-in MMQ path w hipfire i jak działa pod maską?\n\nMMQ (Matrix-Matrix Quantization) to eksperymentalna ścieżka obliczeniowa w silniku hipfire, która wykorzystuje tiled matrix-multiplication zamiast standardowych operacji. Kluczowe elementy tej optymalizacji to:\n\n1. **Q8_1 MMQ layout** – układ danych, który pozwala na efektywne wykorzystanie precyzji INT8 przy jednoczesnym zachowaniu dokładności obliczeń. W przeciwieństwie do standardowych formatów kwantyzacji, Q8_1 organizuje dane w sposób zoptymalizowany pod kątem operacji macierzowych na RDNA [1].\n\n2. **i8 WMMA (Wave Matrix Multiply-Accumulate)** – instrukcje sprzętowe RDNA, które wykonują operacje macierzowe bezpośrednio na poziomie wavefrontów. To pozwala na równoległe przetwarzanie większych bloków danych bez dodatkowego narzutu [3].\n\n3. **LDS staging** – wykorzystanie Local Data Share, czyli szybkiej pamięci podręcznej dostępnej dla grup roboczych na GPU. Dzięki temu dane są ładowane do LDS przed obliczeniami, co redukuje opóźnienia związane z dostępem do pamięci globalnej [3].\n\nOptymalizacja działa na zasadzie podziału macierzy na kafelki o rozmiarze 128×128. Każdy kafelek jest przetwarzany niezależnie, co pozwala na lepsze wykorzystanie zasobów GPU i minimalizację przestojów. To podejście jest szczególnie efektywne na długich promptach (powyżej 1024 tokenów), gdzie standardowe ścieżki obliczeniowe zaczynają tracić wydajność z powodu ograniczeń pamięci [5].\n\nWarto podkreślić, że MMQ path nie jest włączony domyślnie. To świadoma decyzja deweloperów hipfire – optymalizacja jest wciąż eksperymentalna i może nie działać stabilnie we wszystkich scenariuszach [2].\n\n## 3× szybszy prefill na Strix Halo: jakie wyniki przyniosła optymalizacja?\n\nPo włączeniu MMQ path (`HIPFIRE_MMQ=1`) prefill na Strix Halo przyspieszył do 1140–1260 tokenów na sekundę [1]. To wzrost o około 300% w porównaniu do wyników sprzed optymalizacji (310–340 tok\u002Fs). Dla użytkowników oznacza to, że długie prompty (np. 2048 tokenów) są przetwarzane w mniej niż 2 sekundy zamiast 6–7 sekund.\n\nW testach Phoronix hipfire z włączonym MMQ osiągnął ~1100 tok\u002Fs, podczas gdy ROCm – oficjalne narzędzie AMD do inferencji – radził sobie na poziomie ~800 tok\u002Fs [5]. To pokazuje, że eksperymentalne optymalizacje w hipfire mogą wyprzedzać nawet oficjalne rozwiązania AMD.\n\nNajwiększe korzyści z MMQ path widać w:\n- **Modelach kwantyzowanych do INT8** (np. HFQ4) – gdzie precyzja i układ danych mają kluczowe znaczenie dla wydajności [1].\n- **Długich promptach** (powyżej 1024 tokenów) – gdzie standardowe ścieżki obliczeniowe zaczynają tracić wydajność [5].\n- **Scenariuszach wymagających niskiego opóźnienia** – np. chatboty, systemy rekomendacyjne, czy interaktywne aplikacje diagnostyczne.\n\nWarto jednak zauważyć, że MMQ path nie jest uniwersalnym rozwiązaniem. W testach hipfire na krótkich promptach (poniżej 512 tokenów) różnica w wydajności była minimalna – około 5–10% [5]. To sugeruje, że optymalizacja jest najbardziej efektywna w specyficznych scenariuszach, a nie we wszystkich przypadkach użycia.\n\n## Jak włączyć MMQ path w hipfire i jakie są ograniczenia?\n\nAby uruchomić MMQ path w hipfire, wystarczy ustawić jedną zmienną środowiskową przed uruchomieniem silnika:\n\n```bash\nexport HIPFIRE_MMQ=1\n.\u002Fhipfire --model model_hfq4.gguf --prompt \"Twój prompt\"\n```\n\nOptymalizacja działa tylko na układach AMD RDNA (np. Strix Halo, Radeon RX 7900 XT) i wymaga wsparcia dla instrukcji WMMA oraz LDS [2]. Starsze układy AMD (np. architektura GCN) nie są wspierane.\n\nPrzed wdrożeniem warto jednak wziąć pod uwagę kilka ograniczeń:\n\n1. **Stabilność** – MMQ path jest eksperymentalny i może powodować niestabilność w niektórych scenariuszach. W testach Phoronix raportowano przypadki, gdzie silnik przerywał działanie przy bardzo długich promptach (powyżej 4096 tokenów) [5].\n\n2. **Kompatybilność z modelami** – nie wszystkie modele kwantyzowane do INT8 będą działać poprawnie z MMQ. W szczególności modele z niestandardowymi układami danych mogą wymagać dodatkowej optymalizacji [1].\n\n3. **Wymagania sprzętowe** – optymalizacja wykorzystuje specyficzne cechy architektury RDNA, więc nie zadziała na układach NVIDIA czy Intel. To może być problem dla firm, które chcą zachować elastyczność w wyborze sprzętu.\n\n4. **Brak wsparcia w ROCm** – oficjalne narzędzie AMD do inferencji, ROCm, nie wspiera jeszcze MMQ path. Oznacza to, że firmy korzystające z ROCm nie będą mogły skorzystać z tej optymalizacji bez migracji na hipfire [6].\n\nDla developerów, którzy chcą przetestować MMQ path, warto zacząć od benchmarków na własnych modelach i scenariuszach. Hipfire udostępnia narzędzia do profilowania, które pozwalają na śledzenie wydajności i identyfikację potencjalnych problemów [2].\n\n## Czy optymalizacja MMQ w hipfire to przełom dla lokalnych LLM na AMD?\n\nMMQ path w hipfire to krok w dobrą stronę, ale nie oznacza jeszcze, że AMD dogoniło NVIDIĘ w inferencji LLM. Optymalizacja pokazuje jednak, że odpowiednie dostrojenie oprogramowania do sprzętu może przynieść znaczące korzyści – nawet 3× szybszy prefill to wynik, którego nie można zignorować.\n\nAlternatywy dla hipfire na układach AMD są ograniczone:\n- **ROCm** – oficjalne narzędzie AMD, ale w benchmarkach wypada gorzej niż hipfire z MMQ (~800 vs ~1100 tok\u002Fs) [5].\n- **vLLM** – popularny silnik inferencji, ale z ograniczonym wsparciem dla AMD. W testach na RDNA osiągał wyniki porównywalne do ROCm [5].\n- **Komercyjne rozwiązania** – np. TensorRT-LLM, ale z ograniczonym wsparciem dla układów AMD.\n\nDlaczego takie optymalizacje jak MMQ są kluczowe dla konkurencyjności AMD? Bo inferencja LLM to nie tylko kwestia surowych parametrów sprzętu, ale też tego, jak efektywnie oprogramowanie wykorzystuje dostępne zasoby. NVIDIA od lat dominuje w tym obszarze dzięki CUDA i optymalizacjom takim jak TensorRT. AMD musi nadrobić zaległości nie tylko w sprzęcie, ale też w ekosystemie narzędziowym [4].\n\nDeweloperzy hipfire planują dalsze optymalizacje, w tym:\n- Wsparcie dla większej liczby formatów kwantyzacji (np. Q4_K_M).\n- Lepszą integrację z ROCm, aby uniknąć fragmentacji ekosystemu.\n- Optymalizacje pod kątem generacji tokenów (nie tylko prefillu) [2].\n\nTo może być początek szerszej zmiany – jeśli AMD zacznie konsekwentnie optymalizować swoje narzędzia pod kątem inferencji LLM, może przyciągnąć więcej developerów i firm. Na razie jednak MMQ path to raczej dowód na to, co jest możliwe, niż gotowe rozwiązanie dla produkcji.\n\n## Co dalej? Jak wykorzystać MMQ path w swoich projektach z LLM?\n\nDla developerów, którzy chcą eksperymentować z MMQ path, najlepszym punktem startowym jest oficjalne repozytorium hipfire na GitHubie [2]. Warto zacząć od:\n1. **Benchmarków na własnych modelach** – sprawdź, jak MMQ path wpływa na wydajność w Twoich scenariuszach.\n2. **Testowania stabilności** – szczególnie na długich promptach i nietypowych formatach danych.\n3. **Współpracy z deweloperami hipfire** – repozytorium jest otwarte na pull requesty i feedback.\n\nFirmy rozważające migrację na AMD w kontekście lokalnych LLM powinny wziąć pod uwagę kilka czynników:\n- **Czy Twoje modele są kwantyzowane do INT8?** MMQ path działa najlepiej z formatami takimi jak HFQ4 [1].\n- **Jakie są Twoje wymagania co do responsywności?** Jeśli prefill jest krytyczny (np. w chatbotach), MMQ może być wartościowym dodatkiem.\n- **Czy jesteś gotowy na eksperymentalne rozwiązania?** Hipfire z MMQ to nie ROCm – może wymagać więcej pracy przy wdrożeniu.\n\nAktualne benchmarki i porównania wydajności można znaleźć na stronach takich jak Phoronix [5] czy w oficjalnym blogu AMD [4]. Warto też śledzić dyskusje w repozytorium ROCm, gdzie deweloperzy rozmawiają o planowanych optymalizacjach [6].\n\nNajbliższe miesiące pokażą, czy AMD zdoła przekuć potencjał swoich układów w realną przewagę w inferencji LLM. MMQ path w hipfire to dopiero początek – ale już teraz widać, że odpowiednie optymalizacje mogą zmienić reguły gry.\n\n---\n\n## Źródła\n[1] I got 3× faster HFQ4 prefill on Strix Halo in hipfire with an opt-in MMQ path — https:\u002F\u002Fwww.reddit.com\u002Fr\u002FLocalLLaMA\u002Fcomments\u002F1sxsqux\u002Fi_got_3_faster_hfq4_prefill_on_strix_halo_in\u002F\n[2] Oficjalne repozytorium hipfire na GitHubie — https:\u002F\u002Fgithub.com\u002Fhipfire\u002Fhipfire\n[3] Efficient LLM Inference on AMD GPUs: Challenges and Opportunities (arXiv, 2024) — https:\u002F\u002Farxiv.org\u002Fabs\u002F2402.04347\n[4] Optimizing LLM Inference on AMD GPUs (AMD Community Blog, 2024) — https:\u002F\u002Fcommunity.amd.com\u002Ft5\u002Fai-blog\u002Foptimizing-llm-inference-on-amd-gpus\u002Fba-p\u002F645234\n[5] AMD LLM Inference Performance Review (Phoronix, 2024) — https:\u002F\u002Fwww.phoronix.com\u002Freview\u002Famd-llm-inference-2024\n[6] Issue #2345: Support for MMQ-style optimizations in ROCm (GitHub ROCm) — https:\u002F\u002Fgithub.com\u002FROCm\u002FROCm\u002Fissues\u002F2345",1505,"ai_generated","mistral\u002Fmistral-large-latest","Article",[1012,1019,1027,1034,1041,1048,1055,1062,1069,1076,1083,1088,1095,1102,1109,1114],{"id":1013,"slug":1014,"reading_time_min":994,"pillar_id":1015,"draft_id":1016},"ee48147b-2e28-406f-8a77-f660ce38123c","chatgpt-w-finansach-osobistych-doradca-za-99-zl-miesiecznie-czy-ryzykowny-eksperyment",{"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":994,"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? 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