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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: 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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":49,"canonical_url":991,"cover_image":992,"published_at":38,"last_refreshed_at":38,"reading_time_min":993,"pillar_id":994,"author_id":995,"draft_id":1002},"9a45d404-d037-405f-b9e1-4f649c1d6c72","https:\u002F\u002Fai-odkrywca.pl\u002Fposts\u002Ftwoj-agent-ma-72-skutecznosci-zmiana-modelu-tego-nie-naprawi","899a1498-7fc4-4fa2-93b7-ea37a978e6d8",8,{"id":10,"name":12,"slug":11,"color_token":13},{"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":51,"meta_description":1003,"body_mdx":1004,"word_count":1005,"author_type":1006,"ai_model_used":1007,"schema_type":1008},"Twój agent kończy zadanie w 1,8 sekundy, trace jest czysty, żadnego błędu w logach. A mimo to wybrał złe narzędzie. Nie wiesz o tym, bo Twój stack observabil…","# LLM jako selektor akcji: dlaczego 72% to pułap, którego nie przeskoczysz bez zmiany architektury\n\nTwój agent kończy zadanie w 1,8 sekundy, trace jest czysty, żadnego błędu w logach. A mimo to wybrał złe narzędzie. Nie wiesz o tym, bo Twój stack observability nie patrzy na jakość decyzji — patrzy na jej wykonanie. To nie jest problem promptu. To problem architektury.\n\n---\n\n## Twój agent działa poprawnie — i właśnie dlatego nie widzisz, że się myli\n\n### Silent failure mode: latencja OK, trace czysty, LLM pewny siebie — wynik zły\n\nStandardowy monitoring agenta mierzy to, co łatwo zmierzyć: czas odpowiedzi, liczbę tokenów, status HTTP narzędzia. Jeśli tool zwrócił 200, trace jest zielony. Problem w tym, że \"narzędzie odpowiedziało poprawnie\" i \"agent wybrał właściwe narzędzie\" to dwa różne zdania.\n\nAutor eksperymentu opisanego na r\u002FLangChain wskazuje wprost: observability stack nie flaguje błędów selekcji akcji — latencja i trace wyglądają poprawnie mimo złych wyborów [1]. Agent jest pewny siebie, bo LLM zawsze jest pewny siebie. Nie ma mechanizmu, który powiedziałby mu \"poprzednim razem ta akcja nie zadziałała w tym kontekście\".\n\n### Dlaczego 72% correct action rate to norma, nie wyjątek\n\nBaseline LLM-driven action selection w benchmarku tego samego eksperymentu osiągnął 72% poprawnych akcji [1]. Brzmi nieźle — do momentu, gdy policzysz, co to znaczy w produkcji. Przy 1000 zadań dziennie 280 kończy się złym wyborem narzędzia. Część z nich zostanie naprawiona przez retry, część przez użytkownika, część po cichu zepsuje wynik.\n\n72% to nie wyjątek od reguły — to właśnie reguła dla stateless LLM-selekcji w złożonych zadaniach [1]. I żaden lepszy prompt tego nie zmieni, bo problem leży głębiej.\n\n---\n\n## LLM jako selektor akcji: dlaczego stateless decision-maker nie pasuje do stateful środowiska produkcyjnego\n\n### Każda decyzja od zera — brak pamięci o tym, co działało w poprzednich sesjach\n\nLLM podejmuje każdą decyzję o wyborze narzędzia bez dostępu do historii wyników produkcyjnych. Nie wie, że w poprzednich 50 sesjach z podobnym zadaniem tool A działał w 91% przypadków, a tool B w 43%. Nie ma tej informacji, bo nikt mu jej nie daje.\n\nTo jest główna przepaść między demo a produkcją: brak mechanizmów uczenia się z błędów między sesjami [6]. W demo agent wygląda świetnie, bo zadania są proste i izolowane. W produkcji kontekst się komplikuje, narzędzia mają ograniczenia, a LLM powtarza te same błędy, bo każda sesja zaczyna się od zera.\n\n### ReAct i tool-calling: gdzie kończy się elastyczność, a zaczyna losowość\n\nReAct i function-calling to dziś dominujące wzorce selekcji akcji — i jednocześnie rosnąca krytyka ich niezawodności w złożonych zadaniach [6]. Elastyczność, którą dają, ma cenę: niedeterminizm. Ten sam prompt z minimalnie innym kontekstem może wybrać inne narzędzie. W środowisku produkcyjnym, gdzie kontekst zmienia się przy każdym żądaniu, to nie jest cecha — to ryzyko.\n\nProdukcyjne systemy agentowe coraz częściej rozdzielają odpowiedzialność: LLM do rozumowania, deterministyczne komponenty do routingu i orkiestracji [5]. Nie dlatego, że LLM jest zły — ale dlatego, że do selekcji akcji nie potrzeba rozumowania. Potrzeba historii wyników.\n\n---\n\n## Benchmark: trzy architektury, jeden zestaw zadań, twarde liczby\n\nEksperyment opisany jednocześnie na r\u002FLangChain i r\u002Faiagents w marcu 2026 roku testował trzy podejścia na tym samym zestawie zadań [1][2]:\n\n**Baseline — LLM-driven selection:** 72% poprawnych akcji. Agent samodzielnie wybiera narzędzie na podstawie opisu zadania i dostępnych toolów. Brak dostępu do historii wyników.\n\n**LLM z outcome-scored recommendations w prompcie:** 87% poprawnych akcji. Do promptu wstrzykiwane są rekomendacje oparte na historii wyników dla podobnych zadań. LLM nadal podejmuje ostateczną decyzję, ale ma kontekst historyczny.\n\n**Deterministyczny outcome-based router bez LLM w pętli decyzyjnej:** 94% poprawnych akcji. Router samodzielnie wybiera narzędzie na podstawie similarity search i weighted success rate. LLM zostaje w architekturze, ale tylko do interpretacji wyniku i generacji tekstu.\n\nRóżnica między baseline a routerem deterministycznym wynosi 22 punkty procentowe [1]. Przy 1000 zadań dziennie to 220 mniej błędnych wyborów. Przy 10 000 — 2200.\n\n---\n\n## Jak działa outcome-based router — architektura krok po kroku\n\n### Co trafia do logów: zadanie, kontekst narzędzi, wybrana akcja, ocena wyniku\n\nFundament całego systemu to log każdej decyzji routingowej z oceną wyniku — to warunek konieczny do budowy outcome-based systemu [4]. Bez tego nie masz danych, na których router może operować.\n\nKażdy wpis w logu zawiera cztery elementy: opis zadania (lub jego embedding), kontekst dostępnych narzędzi, wybraną akcję oraz binarną lub skalarną ocenę wyniku. Ocena może być automatyczna (czy downstream task się powiódł?) lub manualna, ale musi być spójna.\n\n### Similarity search po historii + weighted success rate jako mechanizm routingu\n\nGdy przychodzi nowe zadanie, router robi similarity search po historycznych logach — szuka wpisów z podobnym zadaniem i podobnym kontekstem narzędzi [2]. Dla każdego kandydującego narzędzia liczy weighted success rate: ile razy to narzędzie zadziałało poprawnie w podobnych warunkach, z wagą wyższą dla nowszych wpisów.\n\nNarzędzie z najwyższym weighted success rate w danym kontekście wygrywa. Bez LLM, bez promptu, bez niedeterminizmu. Deterministycznie.\n\n### Gdzie LLM zostaje: interpretacja wyniku i generacja tekstu, nie wybór toola\n\nTo ważne rozróżnienie: LLM nie znika z architektury [1][2]. Zostaje tam, gdzie jest naprawdę dobry — w interpretacji tego, co narzędzie zwróciło, i w generacji odpowiedzi dla użytkownika. Do tego nie potrzeba historii wyników. Do tego potrzeba rozumowania języka naturalnego, i tu LLM nie ma konkurencji.\n\nPodział odpowiedzialności jest więc prosty: router decyduje *co* wywołać, LLM decyduje *co powiedzieć* o wyniku. Każdy komponent robi to, do czego jest zoptymalizowany.\n\n---\n\n## EvoRoute i dynamiczne sieci agentów: czy nauka potwierdza ten kierunek?\n\n### EvoRoute: experience-driven self-routing jako formalizacja tego samego pomysłu\n\nW styczniu 2025 roku na arXiv ukazała się praca EvoRoute, która formalizuje dokładnie ten pomysł: experience-driven self-routing jako alternatywa dla statycznego LLM-driven selection [3]. System przechowuje historię wykonań i używa jej do dynamicznego routingu nowych zadań do właściwych sub-agentów.\n\nEvoRoute działa w kontekście sieci agentów, nie pojedynczego agenta z toolami — ale mechanizm jest identyczny. Historia wyników jako podstawa decyzji routingowej, nie prompt i nie statyczna reguła. Eksperyment z Reddita i praca akademicka doszły do tego samego miejsca niezależnie, co jest dobrym sygnałem dla builderów rozważających tę architekturę.\n\n### Kiedy deterministyczny router zawodzi — warunki brzegowe i cold start problem\n\nTu jest realne ograniczenie, którego nie warto pomijać: deterministyczny router wymaga wystarczającej historii wyników przed wdrożeniem [4]. Bez logów nie ma similarity search. Bez similarity search router nie ma podstawy do decyzji.\n\nCold start problem jest realny. Jeśli budujesz agenta od zera lub wdrażasz go w nowym domenie, przez pierwsze tygodnie nie masz wystarczających danych. W tym oknie LLM-driven selection lub hybryda (LLM z rekomendacjami w prompcie, jak w wariancie 87%) jest lepszym wyborem niż pusty router.\n\nDrugi warunek brzegowy: zadania muszą być klasyfikowalne. Jeśli każde zadanie jest na tyle unikalne, że similarity search nie zwraca nic sensownego z historii, router nie zadziała lepiej niż losowy wybór [4]. To architektura dla powtarzalnych wzorców zadań, nie dla one-off requestów.\n\n---\n\n## Werdykt: kiedy warto wymienić LLM-selektor na router, a kiedy nie\n\nNie każdy agent potrzebuje tej zmiany. Oto kryterium decyzji:\n\n**Warto wymienić, jeśli:**\n- Masz co najmniej kilkaset historycznych logów z ocenami wyników w danej domenie zadań.\n- Twoje zadania tworzą powtarzalne wzorce — podobne zapytania wracają regularnie.\n- Mierzysz jakość selekcji akcji, nie tylko latencję i error rate.\n- Działasz w polskiej firmie z SLA na dokładność — np. w obsłudze klienta, gdzie błędny routing oznacza eskalację do człowieka i realny koszt operacyjny.\n\n**Nie warto wymieniać, jeśli:**\n- Agent jest w fazie prototypu i nie ma jeszcze logów produkcyjnych.\n- Zadania są zbyt różnorodne, żeby similarity search dawał sensowne wyniki.\n- Masz mniej niż kilkadziesiąt unikalnych wzorców zadań — tu prosta reguła deterministyczna zadziała lepiej niż router oparty na historii.\n\n**Trzy pierwsze kroki na ten tydzień:**\n\nPierwszy: zacznij logować każdą decyzję routingową już dziś — zadanie, dostępne narzędzia, wybrana akcja, wynik. Bez tego nie zbudujesz niczego.\n\nDrugi: po zebraniu pierwszych 200–300 wpisów policz baseline correct action rate dla swojego agenta. Jeśli jesteś w okolicach 72%, masz potwierdzenie problemu [1].\n\nTrzeci: zanim przepiszesz router, przetestuj wariant pośredni — wstrzyknij outcome-scored recommendations do promptu. Jeśli skoczysz z 72% do okolic 87% [1], masz dowód, że historia wyników działa w Twoim kontekście. Pełny deterministyczny router to kolejny krok, nie pierwszy.\n\nZmiana architektury nie jest konieczna od razu. Ale logowanie decyzji — tak.\n\n---\n\n## Źródła\n\n[1] I replaced my agent's LLM-driven action selection with outcome-based routing — r\u002FLangChain — https:\u002F\u002Fwww.reddit.com\u002Fr\u002FLangChain\u002Fcomments\u002F1sxvbsz\u002Fi_replaced_my_agents_llmdriven_action_selection\u002F\n\n[2] I replaced my agent's LLM-driven action selection with outcome-based routing — r\u002Faiagents — https:\u002F\u002Fwww.reddit.com\u002Fr\u002Faiagents\u002Fcomments\u002F1sxvdwc\u002Fi_replaced_my_agents_llmdriven_action_selection\u002F\n\n[3] EvoRoute: Experience-Driven Self-Routing LLM Agent Systems — arXiv — https:\u002F\u002Farxiv.org\u002Fhtml\u002F2601.02695v1\n\n[4] AI Agent Routing: Tutorial & Best Practices — Patronus AI — https:\u002F\u002Fwww.patronus.ai\u002Fai-agent-development\u002Fai-agent-routing\n\n[5] How Building AI Agents Has Changed in 2026 — Pulumi Blog — https:\u002F\u002Fwww.pulumi.com\u002Fblog\u002Fhow-building-ai-agents-has-changed\u002F\n\n[6] LLM agents: From demo to full automation (2026) — Make Blog — https:\u002F\u002Fwww.make.com\u002Fen\u002Fblog\u002Fllm-agents",1434,"ai_generated","anthropic\u002Fclaude-sonnet-4.6","Article",[1010,1017,1024,1032,1039,1046,1054,1061,1068,1073,1080,1085,1092,1097,1104,1109],{"id":1011,"slug":1012,"reading_time_min":231,"pillar_id":1013,"draft_id":1014},"1d9444f2-f6f3-45b5-9365-57b448334476","ai-w-sprzedazy-5-zadan-ktore-przestaja-zajmowac-czas-twojemu-zespolowi",{"color_token":13},{"title":1015,"meta_description":1016},"AI w sprzedaży: 5 zadań, które przestają zajmować czas twojemu zespołowi","Handlowiec w polskiej firmie B2B spędza średnio 12 godzin tygodniowo na przygotowywaniu briefów, analizowaniu zablokowanych transakcji i aktualizowaniu CRM. …",{"id":1018,"slug":1019,"reading_time_min":293,"pillar_id":1020,"draft_id":1021},"15de5316-98c5-4e40-bfd7-15db1ee47fd3","codex-w-sprzedazy-jak-polskie-zespoly-automatyzuja-briefy-i-forecasty-bez-kodu",{"color_token":13},{"title":1022,"meta_description":1023},"Codex w sprzedaży: jak polskie zespoły automatyzują briefy i forecasty bez kodu","Wczoraj o 16:30 menedżer sprzedaży w warszawskiej spółce SaaS spędził 2 godziny na ręcznym przygotowaniu briefu pipeline. Dziś ten sam dokument generuje w 2 …",{"id":1025,"slug":1026,"reading_time_min":1027,"pillar_id":1028,"draft_id":1029},"fad1d7ad-8fa0-43af-b45a-a0be58875324","codex-w-operacjach-biznesowych-jak-zamienic-20-godzin-pracy-w-8-minut",11,{"color_token":13},{"title":1030,"meta_description":1031},"Codex w operacjach biznesowych: jak zamienić 20 godzin pracy w 8 minut","W zeszłym miesiącu zespół operacyjny firmy produkcyjnej z Łodzi spędził 28 godzin na przygotowaniu pakietu decyzyjnego dla zarządu. Po wdrożeniu Codex ten sa…",{"id":1033,"slug":1034,"reading_time_min":231,"pillar_id":1035,"draft_id":1036},"ab48fe44-3cec-4ee3-9c7a-e04587d706a4","codex-w-sprzedazy-jak-oszczedzic-10-godzin-tygodniowo-bez-pisania-kodu",{"color_token":13},{"title":1037,"meta_description":1038},"Codex w sprzedaży: jak oszczędzić 10 godzin tygodniowo bez pisania kodu","Zespół sprzedażowy w polskiej firmie logistycznej spędzał średnio 3 godziny dziennie na przygotowywaniu briefów i analizie zablokowanych transakcji. Po wdroż…",{"id":1040,"slug":1041,"reading_time_min":206,"pillar_id":1042,"draft_id":1043},"3711d3a5-d1b6-41f0-83bf-cede7e357934","codex-w-operacjach-jak-polskie-firmy-odzyskuja-15-godzin-tygodniowo",{"color_token":13},{"title":1044,"meta_description":1045},"Codex w operacjach: jak polskie firmy odzyskują 15 godzin tygodniowo","Zespół operacyjny w polskiej firmie konsultingowej spędzał średnio 20 godzin tygodniowo na tworzeniu briefów strategicznych. Po wdrożeniu Codex OpenAI czas t…",{"id":1047,"slug":1048,"reading_time_min":1049,"pillar_id":1050,"draft_id":1051},"d65aeb1e-b7f5-4221-836c-4e751d758397","czy-twoje-narzedzia-ai-to-tylko-cyfrowy-smietnik-jak-przestac-placic-za-nieuzywane-zakladki",9,{"color_token":13},{"title":1052,"meta_description":1053},"Czy twoje narzędzia AI to tylko cyfrowy śmietnik? Jak przestać płacić za nieużywane zakładki","W zeszłym miesiącu zespół marketingu w jednej z warszawskich agencji reklamowych wydał 2400 zł na subskrypcje narzędzi AI. Dziś połowa z nich leży w folderze…",{"id":1055,"slug":1056,"reading_time_min":293,"pillar_id":1057,"draft_id":1058},"d0badd80-84fc-4a82-a928-d57869fbe3d7","wordpress-bez-kodowania-jak-zbudowac-strone-w-2-godziny-zamiast-20",{"color_token":13},{"title":1059,"meta_description":1060},"WordPress bez kodowania: jak zbudować stronę w 2 godziny zamiast 20","Masz klienta, który chce stronę dla swojej firmy budowlanej. Wpisujesz hasło do WordPressa, instalujesz motyw, konfigurujesz wtyczki — i nagle mija 20 godzin…",{"id":1062,"slug":1063,"reading_time_min":206,"pillar_id":1064,"draft_id":1065},"6f5c7a22-1999-4ee4-8abf-82ed26b88ca4","codex-w-sprzedazy-jak-polskie-firmy-automatyzuja-briefy-i-forecasty-bez-kodu",{"color_token":13},{"title":1066,"meta_description":1067},"Codex w sprzedaży: jak polskie firmy automatyzują briefy i forecasty bez kodu","Handlowiec z firmy SaaS spędza średnio 12 godzin tygodniowo na przygotowywaniu briefów, forecastów i pakietów do spotkań. Codex OpenAI robi to samo w 15 minu…",{"id":1069,"slug":118,"reading_time_min":993,"pillar_id":1070,"draft_id":1071},"21da4438-3fa2-41e0-a7f6-1768c752628e",{"color_token":13},{"title":120,"meta_description":1072},"MIT wykazał, że 95% organizacji nie osiąga mierzalnego zwrotu z AI. Problem nie w kodzie, ale w procesach, danych i zmianach organizacyjnych. Jak znaleźć…",{"id":1074,"slug":1075,"reading_time_min":206,"pillar_id":1076,"draft_id":1077},"0c185ca8-0e4c-46c3-b06a-cb5c2d632be3","milion-zlotych-straty-przez-zmienne-z-llm-gdzie-analiza-przyczynowa-traci-grunt",{"color_token":13},{"title":1078,"meta_description":1079},"Milion złotych straty przez zmienne z LLM — gdzie analiza przyczynowa traci grunt","Zespół marketingu w warszawskiej spółce z branży e-commerce przez pół roku optymalizował kampanie reklamowe na podstawie tematów wygenerowanych przez LLM. Gd…",{"id":1081,"slug":98,"reading_time_min":993,"pillar_id":1082,"draft_id":1083},"9607dd0d-10bf-4236-86cb-f658bad984b8",{"color_token":13},{"title":100,"meta_description":1084},"Wyobraź sobie pracownika, który sumiennie zbiera informacje z internetu, ale nie potrafi odróżnić prawdziwej instrukcji od tej podrzuconej przez właściciela …",{"id":1086,"slug":1087,"reading_time_min":993,"pillar_id":1088,"draft_id":1089},"b77317b3-6449-4e20-bcc2-40177a5635c3","debata-agentow-ai-jak-10-modeli-wygenerowalo-guardrails-za-1-3-ceny",{"color_token":13},{"title":1090,"meta_description":1091},"Debata agentów AI: jak 10 modeli wygenerowało guardrails za 1\u002F3 ceny","Firma Diamant AI wdrożyła metodę \"Vibe Training\" i w 48 godzin uzyskała 50 tysięcy przykładów do trenowania guardrails. Koszt? 2 razy niższy niż przy tradycy…",{"id":1093,"slug":103,"reading_time_min":993,"pillar_id":1094,"draft_id":1095},"1b8f6283-ddf2-45ca-93a2-589e667f48d8",{"color_token":13},{"title":105,"meta_description":1096},"Porównanie kosztów: lokalne LLM czy API w chmurze? Analiza progu rentowności, wymagania sprzętowe i rzeczywiste rachunki firm w 2026 roku.",{"id":1098,"slug":1099,"reading_time_min":231,"pillar_id":1100,"draft_id":1101},"b1b01fdd-dab1-42b9-89e6-e8e6cb382bf6","ile-kosztuje-godzina-szkolenia-ai-nowa-metoda-liczy-to-w-8-sekund",{"color_token":13},{"title":1102,"meta_description":1103},"Ile kosztuje godzina szkolenia AI? Nowa metoda liczy to w 8 sekund","Operator centrum danych w podwarszawskim Jankach co miesiąc płaci 1,2 mln zł za prąd. Połowa tej kwoty idzie na chłodzenie serwerów, które trenują modele jęz…",{"id":1105,"slug":108,"reading_time_min":993,"pillar_id":1106,"draft_id":1107},"5fa11e1e-4f17-4996-9132-df455ed2fcbc",{"color_token":13},{"title":110,"meta_description":1108},"Surowy HTML zawiera menu, stopki i reklamy, które zużywają tokeny modelu. Poznaj techniki ekstrakcji treści głównej i narzędzia do czyszczenia.",{"id":1110,"slug":1111,"reading_time_min":179,"pillar_id":1112,"draft_id":1113},"d3890595-5d29-4eec-8a19-fde5b1138661","ai-w-sprzedazy-jak-polskie-zespoly-odzyskuja-8-godzin-tygodniowo-bez-pisania-kodu",{"color_token":13},{"title":1114,"meta_description":1115},"AI w sprzedaży: jak polskie zespoły odzyskują 8 godzin tygodniowo bez pisania kodu","Wczoraj o 16:30 zespół sprzedaży firmy X z Warszawy wysłał klientowi brief przygotowany przez AI. Dokument zawierał analizę konkurencji, historię transakcji …",[1117,1126,1132],{"id":1118,"report_slug":49,"source":1119,"content":1120,"significance":1121,"category":1122,"url":38,"title":1123,"version":251,"changelog":1124,"content_hash":38,"significance_updated_at":38,"status":1125},716,"web-research","W analizie trendów rynkowych w marketingu, taktyka **Zone Control (`BR-001`)** zakłada monitorowanie zmian regulacyjnych, cykli budżetowych klientów oraz trendów w kategorii produktowej, aby dostosować strategię w czasie rzeczywistym.",0.5,"market-analysis","GAMES — Elicit research > Taktyki > Zone Control (`BR-001`)",[],"active",{"id":1127,"report_slug":49,"source":1119,"content":1128,"significance":1121,"category":1122,"url":1129,"title":1130,"version":251,"changelog":1131,"content_hash":38,"significance_updated_at":38,"status":1125},717,"Wyniki eksperymentu z **Secure Codebase Indexing** (Cursor, 2026-01-27) pokazują, że medianowe czas indeksowania repozytorium z 7.87 sekund spadł do 525 milisekund (redukcja o 93%), co wpływa na efektywność analizy dużych zbiorów danych w środowiskach produkcyjnych.","https:\u002F\u002Fcursor.com\u002Fblog\u002Fsecure-codebase-indexing","Cursor: Securely indexing large codebases",[],{"id":1133,"report_slug":49,"source":1119,"content":1134,"significance":1121,"category":1122,"url":38,"title":1135,"version":251,"changelog":1136,"content_hash":38,"significance_updated_at":38,"status":1125},718,"W strategii **Expected Value (`NFL-002`)** dla marketingu, optymalizacja budżetu i eksperymentów opiera się na założeniu akceptowalnej straty oraz zdefiniowanych metryk uczenia się, co pozwala na lepsze podejmowanie decyzji w dynamicznych środowiskach rynkowych.","SPORTS — Elicit research > Taktyki > Expected Value (`NFL-002`)",[]]