{"id":519365,"date":"2025-09-22T07:27:03","date_gmt":"2025-09-22T14:27:03","guid":{"rendered":"https:\/\/jorgep.com\/blog\/?page_id=519365"},"modified":"2026-06-06T11:16:37","modified_gmt":"2026-06-06T18:16:37","slug":"local-ai-series","status":"publish","type":"page","link":"https:\/\/jorgep.com\/blog\/local-ai-series\/","title":{"rendered":"Local AI Series"},"content":{"rendered":"<style>.kb-row-layout-id519365_ea2793-52 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id519365_ea2793-52 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id519365_ea2793-52 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id519365_ea2793-52 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id519365_ea2793-52 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id519365_ea2793-52 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id519365_ea2793-52 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column519365_b08be6-b6 > .kt-inside-inner-col,.kadence-column519365_b08be6-b6 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column519365_b08be6-b6 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column519365_b08be6-b6 > .kt-inside-inner-col{flex-direction:column;}.kadence-column519365_b08be6-b6 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column519365_b08be6-b6 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column519365_b08be6-b6{position:relative;}@media all and (max-width: 1024px){.kadence-column519365_b08be6-b6 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column519365_b08be6-b6 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column519365_b08be6-b6\"><div class=\"kt-inside-inner-col\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"300\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgepSection-1200x300-LocalAI-b.jpg\" alt=\"\" class=\"wp-image-521018\" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgepSection-1200x300-LocalAI-b.jpg 1200w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgepSection-1200x300-LocalAI-b-300x75.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgepSection-1200x300-LocalAI-b-1024x256.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgepSection-1200x300-LocalAI-b-768x192.jpg 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<p class=\"wp-block-paragraph\">AI is no longer exclusive to data centers and cloud services. With the right software and a decent PC, you can run powerful AI models right from your desktop. This means you can create content, analyze data, and experiment with cutting-edge technology without an internet connection, subscription fees, or privacy concerns.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8, .wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8[data-kb-block=\"kb-adv-heading519365_12d882-b8\"]{font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8[data-kb-block=\"kb-adv-heading519365_12d882-b8\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8[data-kb-block=\"kb-adv-heading519365_12d882-b8\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8, .wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8[data-kb-block=\"kb-adv-heading519365_12d882-b8\"]{font-size:var(--global-kb-font-size-md, 1.25rem);}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8, .wp-block-kadence-advancedheading.kt-adv-heading519365_12d882-b8[data-kb-block=\"kb-adv-heading519365_12d882-b8\"]{font-size:var(--global-kb-font-size-md, 1.25rem);}}<\/style>\n<p class=\"kt-adv-heading519365_12d882-b8 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading519365_12d882-b8\">The future of AI isn\u2019t just in the datacenters or in the cloud; it\u2019s right on your desktop, phones and other endpoint devices. Running AI models locally offers unparalleled privacy, speed, and creative freedom. But with so many options from AMD, Intel, Apple and NVIDIA, how do you choose the best \u201cLocal AI PC\u201d for you? Let\u2019s break down the leading architectures and what they bring to the table.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5, .wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5[data-kb-block=\"kb-adv-heading519365_d600d3-f5\"]{font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5[data-kb-block=\"kb-adv-heading519365_d600d3-f5\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5[data-kb-block=\"kb-adv-heading519365_d600d3-f5\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5, .wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5[data-kb-block=\"kb-adv-heading519365_d600d3-f5\"]{font-size:var(--global-kb-font-size-md, 1.25rem);}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5, .wp-block-kadence-advancedheading.kt-adv-heading519365_d600d3-f5[data-kb-block=\"kb-adv-heading519365_d600d3-f5\"]{font-size:var(--global-kb-font-size-md, 1.25rem);}}<\/style>\n<p class=\"kt-adv-heading519365_d600d3-f5 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading519365_d600d3-f5\"><em>You don&#8217;t need a supercomputer to run AI models, but the right software makes all the difference. Articles below talk about Local AI and my own learning journey.<\/em><\/p>\n\n\n<style>.kadence-column510545_44b637-b5 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);}.kadence-column510545_44b637-b5 > .kt-inside-inner-col,.kadence-column510545_44b637-b5 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column510545_44b637-b5 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column510545_44b637-b5 > .kt-inside-inner-col{flex-direction:column;}.kadence-column510545_44b637-b5 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column510545_44b637-b5 > .kt-inside-inner-col{background-color:var(--global-palette7, #EDF2F7);}.kadence-column510545_44b637-b5:hover > .kt-inside-inner-col{background-color:var(--global-palette8, #F7FAFC);background-image:none;}.kadence-column510545_44b637-b5 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column510545_44b637-b5{position:relative;}@media all and (max-width: 1024px){.kadence-column510545_44b637-b5 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column510545_44b637-b5 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column510545_44b637-b5\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading510545_f7c5f8-ed, .wp-block-kadence-advancedheading.kt-adv-heading510545_f7c5f8-ed[data-kb-block=\"kb-adv-heading510545_f7c5f8-ed\"]{text-align:center;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading510545_f7c5f8-ed mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading510545_f7c5f8-ed[data-kb-block=\"kb-adv-heading510545_f7c5f8-ed\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading510545_f7c5f8-ed img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading510545_f7c5f8-ed[data-kb-block=\"kb-adv-heading510545_f7c5f8-ed\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading510545_f7c5f8-ed wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading510545_f7c5f8-ed\">Quick Links:&nbsp;<a href=\"https:\/\/jorgep.com\/blog\/resources-for-learning-ai\/\">Resources for Learning AI<\/a> | <a href=\"https:\/\/jorgep.com\/blog\/keeping-up-with-ai\/\">Keep up with AI<\/a> | <a href=\"https:\/\/jorgep.com\/blog\/list-of-ai-tools\/\" data-type=\"post\" data-id=\"402818\">List of AI Tools<\/a> | <a href=\"https:\/\/jorgep.com\/blog\/local-ai-series\/\" data-type=\"page\" data-id=\"519365\">Local AI<\/a> | <a href=\"https:\/\/jorgep.com\/blog\/tag\/ai-agents\/\" data-type=\"post_tag\" data-id=\"941\">AI Agents<\/a> |  <a href=\"https:\/\/jorgep.com\/blog\/work-beyond-tomorrow-series\/\" data-type=\"page\" data-id=\"365001\">Future of Work<\/a><\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<h3 class=\"wp-block-heading\">Recent Modern EUC Related Posts:<\/h3>\n\n\n<style>.wp-block-kadence-query519365_6bf18d-12 .infinite-scroll-trigger{background-image:url(\"https:\/\/jorgep.com\/blog\/wp-content\/plugins\/kadence-blocks-pro\/includes\/assets\/images\/ajax-loader.gif\");;}<\/style><div class=\"wp-block-kadence-query wp-block-kadence-query519365_6bf18d-12 kadence-query-init kb-query-basic-style animation-infinite kb-query\" data-id=\"519367\" data-infinite-scroll=\"1\">\n<style>.kb-pro-masonry-init .wp-block-kadence-query-card519365_aa876a-aa.wp-block-kadence-query-card .kb-query-grid-wrap{columns:3;}.kb-pro-masonry-init .wp-block-kadence-query-card519365_aa876a-aa.wp-block-kadence-query-card .kb-query-grid-wrap .kb-query-item{margin-bottom:var(--global-kb-gap-md, 2rem);}.wp-block-kadence-query-card519365_aa876a-aa.wp-block-kadence-query-card .kb-query-grid-wrap.kb-query-grid-wrap{grid-template-columns:repeat(3, 1fr);row-gap:var(--global-kb-gap-md, 2rem);column-gap:var(--global-kb-gap-md, 2rem);}.wp-block-kadence-query-card519365_aa876a-aa .kb-query-grid-wrap .kb-query-item.kb-query-block-post{box-shadow:0px 6px 20px 0px rgba(0, 0, 0, 0.05);background:normal;border-top-left-radius:4px;border-top-right-radius:4px;border-bottom-right-radius:4px;border-bottom-left-radius:4px;overflow:hidden;}.wp-block-kadence-query-card519365_aa876a-aa .kb-query-grid-wrap .kb-query-item.kb-query-block-post:hover{background:normal;}@media all and (max-width: 767px){.wp-block-kadence-query-card519365_aa876a-aa.wp-block-kadence-query-card .kb-query-grid-wrap.kb-query-grid-wrap{grid-template-columns:repeat(, 1fr);}}<\/style><div class=\"wp-block-kadence-query-card519365_aa876a-aa wp-block-kadence-query-card\" data-max-num-pages=\"4\"><div class=\"overlay\"><\/div><ul class=\"kb-query-grid-wrap\" data-item-selector=\"kb-query-item\"><li class=\"kb-query-item kb-query-block-post post-520897 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-tech-talk tag-ai tag-artificial-intelligence tag-local-ai\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/intels-panther-lake-architecture-pay-attention\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-IntelPantherLake-768x384.jpg\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-520902 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-IntelPantherLake-768x384.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-IntelPantherLake-300x150.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-IntelPantherLake.jpg 1024w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/intels-panther-lake-architecture-pay-attention\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Intel&#8217;s Panther Lake Architecture &#8211; Pay Attention<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-05-29<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">The next generation of AI-capable laptops is being shaped by a new set of requirements. Users increasingly expect thin-and-light systems to handle demanding workloads such as local AI assistants, content creation, software development, and advanced productivity applications without sacrificing battery life or portability. Intel&#8217;s upcoming Panther Lake platform, expected to launch as part of the&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/intels-panther-lake-architecture-pay-attention\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-521022 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-tech-talk tag-ai tag-ai-series tag-artificial-intelligence tag-gemma4 tag-llm tag-local-ai\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/unlocking-the-npu-fastflowlm\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-427864 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/unlocking-the-npu-fastflowlm\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Unlocking the NPU: FastFlowLM<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-05-24<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">How I Bypassed Ollama and LM studio Limitations on my Ryzen AI NPU to Hit 50+ TPS If you recently purchased a modern AI-PC, you bought into a promising vision: a dedicated, cutting-edge Neural Processing Unit (NPU) sitting right inside your silicon, designed to stream large language models (LLMs) smoothly without draining your battery or&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/unlocking-the-npu-fastflowlm\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520763 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-tech-talk tag-ai tag-ai-agents tag-ai-series tag-artificial-intelligence tag-futureofwork tag-local-ai\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/digital-coworkers-the-new-ai-teammates-for-work\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-427864 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/digital-coworkers-the-new-ai-teammates-for-work\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Digital Coworkers: The New AI Teammates for Work<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-05-17<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">The workplace is moving beyond chatbots and into a new category of software: digital coworkers. These are AI systems that do more than answer questions; they can execute background tasks, manage files, coordinate workflows, and keep working on complex jobs with less step-by-step prompting. What makes this shift important is simple: instead of asking AI&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/digital-coworkers-the-new-ai-teammates-for-work\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520772 post type-post status-publish format-standard has-post-thumbnail hentry category-tech-talk tag-ai tag-ai-agents tag-ai-series tag-artificial-intelligence tag-chatbots tag-local-ai\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/litellm-to-centrally-manage-multiple-llm-providers\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-427864 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/litellm-to-centrally-manage-multiple-llm-providers\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">LiteLLM &#8211; To Centrally Manage Multiple LLM Providers<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-05-16<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">There was a time when choosing an LLM provider was simple: you grabbed an OpenAI API key, plugged it into your environment variables, and started building. But the landscape has fundamentally shifted. Today, building production-ready AI agents or managing complex enterprise workflows requires navigating a sprawling, fragmented ecosystem. On any given day, your architecture might&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/litellm-to-centrally-manage-multiple-llm-providers\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520724 post type-post status-publish format-standard has-post-thumbnail hentry category-tech-talk tag-ai tag-ai-agents tag-ai-series tag-artificial-intelligence tag-chatbots tag-local-ai\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/the-rise-of-the-enterprise-token-broker\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-427864 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/the-rise-of-the-enterprise-token-broker\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">The Rise of the Enterprise Token Broker<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-05-14<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">As enterprises scale their AI operations from experimental &#8220;playgrounds&#8221; to full-scale agentic workflows, a new bottleneck has emerged: Token Controlling and API Key Chaos. With teams of 6\u201310 developers or automated agents hitting multiple providers (OpenAI, Anthropic, Gemini) and local servers simultaneously, managing individual accounts is no longer viable. Enter the AI Gateway\u2014the centralized &#8220;Token&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/the-rise-of-the-enterprise-token-broker\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520722 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-tech-talk tag-ai tag-ai-agents tag-ai-series tag-artificial-intelligence tag-local-ai\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/cloud-ai-vs-local-ai-cost-comparision\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-427864 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/cloud-ai-vs-local-ai-cost-comparision\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Cloud AI vs Local AI\u00a0&#8211; Cost Comparision<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-05-14<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">Back in 2024 I wrote a blog post: How Much Does It Cost to Operate AI ChatBots? As we move into the new era of the token economy, the conversations, about tokens costs and power are very much part of the story. A useful model must account for real model pricing, utilization, infrastructure, performance, and&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/cloud-ai-vs-local-ai-cost-comparision\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520719 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-moderneuc2 category-tech-talk tag-ai-agents tag-ai-series tag-copilot tag-local-ai tag-windows tag-windows-11\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/windows-11-taskbar-now-open-to-ai-agents\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-427864 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/moderneuc2\/\" class=\"kb-dynamic-list-item-link\">ModernEUC<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/windows-11-taskbar-now-open-to-ai-agents\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Windows 11 Taskbar: Now Open to AI Agents<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-05-14<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">Starting with the May 2026 security update, any developer can register AI agents via Windows.UI.Shell.Tasks API to appear alongside Copilot. Users invoke with &#8220;@&#8221; in search, monitor chain-of-thought via hover. This positions Windows as the OS for agents, not just AI features. In a move bigger than another Copilot tweak, Microsoft is turning Windows 11&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/windows-11-taskbar-now-open-to-ai-agents\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520609 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-tech-talk tag-ai tag-ai-series tag-artificial-intelligence tag-gemma4 tag-llm tag-local-ai\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/small-local-models-why-tiny-ai-is-having-a-big-moment\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-427864 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/small-local-models-why-tiny-ai-is-having-a-big-moment\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Small Local Models: Why Tiny AI Is Having a Big Moment<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-05-06<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">The narrative around artificial intelligence has long been dominated by bigger equals better. Models with trillions of parameters, trained on internet-scale datasets, powered by massive GPU clusters\u2014these were the benchmarks of progress. But something interesting is happening at the other end of the spectrum. Small models\u2014measured in billions, not trillions of parameters\u2014are proving they can&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/small-local-models-why-tiny-ai-is-having-a-big-moment\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520858 post type-post status-publish format-standard has-post-thumbnail hentry category-tech-talk tag-agent-zero tag-ai tag-ai-agents tag-ai-series tag-artificial-intelligence tag-local-ai tag-troubleshooting\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/choosing-your-vector-search-infrastructure\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-427864 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Topic-AI.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/choosing-your-vector-search-infrastructure\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Choosing Your Vector Search Infrastructure<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-04-24<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">To learn more about Local AI topics, check out&nbsp;related posts in the Local AI Series&nbsp; In the landscape of Generative AI, Retrieval-Augmented Generation (RAG), and semantic search systems, vector databases have shifted from niche machine learning tooling to core backend infrastructure. At the center of almost every architectural evaluation sits a classic engineering dilemma: Should&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/choosing-your-vector-search-infrastructure\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520312 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-tech-talk tag-ai tag-ai-agents tag-ai-series tag-ai-use-cases tag-artificial-intelligence tag-local-ai\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/ai-dont-just-chat-practical-roadmap\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedSubstack-DontJustChat2-1200x630-1-768x427.jpg\" alt=\"\" width=\"768\" height=\"427\" class=\"kb-img wp-image-520331 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedSubstack-DontJustChat2-1200x630-1-768x427.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedSubstack-DontJustChat2-1200x630-1-300x167.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedSubstack-DontJustChat2-1200x630-1.jpg 951w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/ai-dont-just-chat-practical-roadmap\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">AI: Don\u2019t Just Chat \u2014 Practical Roadmap<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-04-22<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">For the last few months, I\u2019ve been working on a new book series called&nbsp;AI: Don\u2019t Just Chat. I wrote it because the pace of AI has become exhausting for a lot of people. The tools change constantly. The advice shifts. What worked a few months ago can already feel outdated. Even people who are deep&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/ai-dont-just-chat-practical-roadmap\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520229 post type-post status-publish format-standard has-post-thumbnail hentry category-tech-talk tag-agent-zero tag-ai tag-ai-agents tag-ai-series tag-artificial-intelligence tag-local-ai tag-troubleshooting\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/agent-zero-faiss-memory-error-what-it-means-what-to-keep-and-what-to-reset\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatureImage-AgentZero-GenerigGemini_Generated-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-520098 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatureImage-AgentZero-GenerigGemini_Generated-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatureImage-AgentZero-GenerigGemini_Generated-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatureImage-AgentZero-GenerigGemini_Generated-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatureImage-AgentZero-GenerigGemini_Generated.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/agent-zero-faiss-memory-error-what-it-means-what-to-keep-and-what-to-reset\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Agent Zero FAISS Memory Error: What It Means, What to Keep, and What to Reset<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-04-21<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">To learn more about Local AI topics, check out\u00a0related posts in the Local AI Series\u00a0 If you are using Agent Zero and suddenly see this error, you are not alone: &#8220;`text ValueError: Could not find document for id 6oqX1vwBxV, got ID 6oqX1vwBxV not found. &#8220;` This problem can show up repeatedly, sometimes with different document&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/agent-zero-faiss-memory-error-what-it-means-what-to-keep-and-what-to-reset\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520779 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-tech-talk category-tips-tools-resources tag-ai-series tag-docker tag-gemma4 tag-local-ai tag-windows\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/meet-gemma-4-architecture-origins-and-what-it-means-for-open-ai-models\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally-768x384.jpg\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-520224 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally-768x384.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally-300x150.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally-1024x512.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally.jpg 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tips-tools-resources\/\" class=\"kb-dynamic-list-item-link\">Tips, Tools &amp; Resources<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/meet-gemma-4-architecture-origins-and-what-it-means-for-open-ai-models\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Meet Gemma 4: Architecture, Origins, and What It Means for Open AI Models<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-04-09<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">I just posted yesterday Local AI Sovereignty: Deploying Ollama, Gemma 4, OpenWebUI, and n8n and I used Gemma 4 locally on Ollama. Someone asked me a good question: What and Why Gemma 4 Large language models (LLMs) have rapidly evolved from research concepts into foundational tools for modern work. Gemma 4 represents one of the&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/meet-gemma-4-architecture-origins-and-what-it-means-for-open-ai-models\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520215 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-tech-talk category-tips-tools-resources tag-ai-series tag-docker tag-gemma4 tag-local-ai tag-windows\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/what-kind-of-computer-do-i-need-to-run-gemma-4-locally\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally-768x384.jpg\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-520224 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally-768x384.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally-300x150.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally-1024x512.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-Gema4Locally.jpg 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tips-tools-resources\/\" class=\"kb-dynamic-list-item-link\">Tips, Tools &amp; Resources<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/what-kind-of-computer-do-i-need-to-run-gemma-4-locally\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">What Kind of Computer Do I need to run Gemma 4 Locally<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-04-05<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">I just posted yesterday Local AI Sovereignty: Deploying Ollama, Gemma 4, OpenWebUI, and n8n and I used Gemma 4 locally on Ollama. Someone asked me a good question: What size computer (Windows PC) do I need tor it? What size computer do you need for Gemma 4? Google\u2019s April 2026 release of Gemma 4 changed&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/what-kind-of-computer-do-i-need-to-run-gemma-4-locally\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><li class=\"kb-query-item kb-query-block-post post-520212 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-learnings-series category-tech-talk category-tips-tools-resources tag-ai-series tag-docker tag-gemma4 tag-local-ai tag-windows\"><div class=\"kb-query-item-flip-back\"><\/div>\n<style>.wp-block-kadence-image.kb-image368290_0f8eee-31:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-top:0px;margin-bottom:0px;}.kb-image368290_0f8eee-31.kb-image-is-ratio-size, .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{max-width:379px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image368290_0f8eee-31 .kb-image-is-ratio-size{align-self:unset;}.kb-image368290_0f8eee-31{max-width:379px;}.image-is-svg.kb-image368290_0f8eee-31{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image368290_0f8eee-31 img{width:100%;}.kb-image368290_0f8eee-31 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image368290_0f8eee-31\"><a href=\"https:\/\/jorgep.com\/blog\/local-ai-sovereignty-deploying-ollama-gemma-4-openwebui-and-n8n\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Topic-ArtificialIntelligence-768x384.png\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-427863 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Topic-ArtificialIntelligence-768x384.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Topic-ArtificialIntelligence-300x150.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Topic-ArtificialIntelligence-1024x512.png 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Topic-ArtificialIntelligence.png 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure>\n\n\n<style>.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col,.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column368290_4cad8b-ea > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_4cad8b-ea{position:relative;}@media all and (max-width: 1024px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column368290_4cad8b-ea > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_4cad8b-ea\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-dynamiclist.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);}.kb-dynamic-list.kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item{color:var(--global-palette1, #3182CE);font-size:12px;font-weight:bold;text-transform:uppercase;}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover, .kb-dynamic-list-id-368290_3b77a6-de .kb-dynamic-list-item a:hover{color:var(--global-palette2, #2B6CB0);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item{background:var(--global-palette7, #EDF2F7);}.kb-dynamic-list-id-368290_3b77a6-de.kb-dynamic-list-style-pill .kb-dynamic-list-item:hover{background:var(--global-palette8, #F7FAFC);}<\/style><ul class=\"wp-block-kadence-dynamiclist kb-dynamic-list kb-dynamic-list-id-368290_3b77a6-de kb-dynamic-list-layout-horizontal kb-dynamic-list-style-basic kb-dynamic-list-alignment-left kb-dynamic-list-link-style-none\"><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\" class=\"kb-dynamic-list-item-link\">Tech Talk<\/a><\/li><li class=\"kb-dynamic-list-item kb-dynamic-list-divider\"> | <\/li><li class=\"kb-dynamic-list-item\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tips-tools-resources\/\" class=\"kb-dynamic-list-item-link\">Tips, Tools &amp; Resources<\/a><\/li><\/ul>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;font-size:26px;line-height:1.5;font-style:normal;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_34049a-43[data-kb-block=\"kb-adv-heading368290_34049a-43\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<a href=\"https:\/\/jorgep.com\/blog\/local-ai-sovereignty-deploying-ollama-gemma-4-openwebui-and-n8n\/\" class=\"kb-advanced-heading-link kt-adv-heading-link368290_34049a-43\"><h2 class=\"kt-adv-heading368290_34049a-43 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_34049a-43\">Local AI Sovereignty: Deploying Ollama, Gemma 4, OpenWebUI, and n8n<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.kadence-column368290_920826-92 > .kt-inside-inner-col,.kadence-column368290_920826-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{row-gap:4px;column-gap:4px;}.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kadence-column368290_920826-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column368290_920826-92{position:relative;}.kadence-column368290_920826-92, .kt-inside-inner-col > .kadence-column368290_920826-92:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:center;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column368290_920826-92 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kadence-column368290_920826-92 > .kt-inside-inner-col > *, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column368290_920826-92 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column368290_920826-92 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column368290_920826-92 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_186bc4-81[data-kb-block=\"kb-adv-heading368290_186bc4-81\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_186bc4-81 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_186bc4-81\">By Jorge Pereira<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"]{display:block;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading368290_c792a5-1d[data-kb-block=\"kb-adv-heading368290_c792a5-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading368290_c792a5-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading368290_c792a5-1d\">\u2022 2026-04-04<\/span>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-dynamichtml.kb-dynamic-html-id-368290_373513-72.kb-dynamic-html:not(.added-for-specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}<\/style><div class=\"wp-block-kadence-dynamichtml kb-dynamic-html kb-dynamic-html-id-368290_373513-72\">With 64GB of RAM and the latest Ryzen AI silicon, you are no longer a mere consumer of AI\u2014you are a host. This setup leverages AMD\u2019s XDNA architecture to run Gemma 4 and \/ or and Qwen 3.5 locally, ensuring your data never leaves your machine while providing a professional-grade automation suite via Docker. This&#8230;<\/div>\n\n<style>.wp-block-kadence-advancedbtn.kb-btns368290_9b1e2f-16{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns368290_9b1e2f-16 .kt-button{font-weight:normal;font-style:normal;}.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns368290_9b1e2f-16 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns368290_9b1e2f-16\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button{color:var(--global-palette4, #2D3748);background:rgba(0,0,0,0);font-size:14px;line-height:1;font-weight:bold;text-transform:uppercase;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn368290_ae7db0-ce.kb-button:focus{color:var(--global-palette3, #1A202C);background:rgba(0,0,0,0);}<\/style><a class=\"kb-button kt-button button kb-btn368290_ae7db0-ce kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/jorgep.com\/blog\/local-ai-sovereignty-deploying-ollama-gemma-4-openwebui-and-n8n\/\"><span class=\"kt-btn-inner-text\">Read More<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowRight kt-btn-icon-side-right\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"5\" y1=\"12\" x2=\"19\" y2=\"12\"\/><polyline points=\"12 5 19 12 12 19\"\/><\/svg><\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/li><\/ul><\/div>\n\n<style>.wp-block-kadence-query-pagination519365_5928b7-9f .nav-links svg{width:1em;height:1em;}.wp-block-kadence-query-pagination519365_5928b7-9f nav{justify-content:center;}.wp-block-kadence-query-pagination519365_5928b7-9f .pagination .page-numbers svg{pointer-events:none;}<\/style><div class=\"wp-block-kadence-query-pagination wp-block-kadence-query-pagination519365_5928b7-9f\" data-scroll-target=\"card\"><nav class=\"navigation pagination\" aria-label=\"Posts\">\n\t\t\t<h2 class=\"screen-reader-text\">Posts navigation<\/h2>\n\t\t\t<div class=\"nav-links\"><span aria-current=\"page\" class=\"page-numbers current\">1<\/span>\n<a class=\"page-numbers\" href=\"#\" data-page=\"2\">2<\/a>\n<a class=\"page-numbers\" href=\"#\" data-page=\"3\">3<\/a>\n<a class=\"page-numbers\" href=\"#\" data-page=\"4\">4<\/a>\n<a class=\"next page-numbers\" href=\"#\" data-page=\"2\">Next<\/a><\/div>\n\t\t<\/nav><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<p class=\"wp-block-paragraph\">&#8230;<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\"><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI is no longer exclusive to data centers and cloud services. With the right software and a decent PC, you can run powerful AI models right from your desktop. This means you can create content, analyze data, and experiment with cutting-edge technology without an internet connection, subscription fees, or privacy concerns. The future of AI&#8230;<\/p>\n","protected":false},"author":2,"featured_media":519366,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","ngg_post_thumbnail":0,"episode_type":"","audio_file":"","podmotor_file_id":"","podmotor_episode_id":"","cover_image":"","cover_image_id":"","duration":"","filesize":"","filesize_raw":"","date_recorded":"","explicit":"","block":"","itunes_episode_number":"","itunes_title":"","itunes_season_number":"","itunes_episode_type":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"class_list":["post-519365","page","type-page","status-publish","has-post-thumbnail","hentry"],"taxonomy_info":[],"featured_image_src_large":["https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Header-LocalAI-1200x630-1-1024x538.jpg",1024,538,true],"author_info":{"display_name":"Jorge Pereira","author_link":"https:\/\/jorgep.com\/blog\/author\/jorge\/"},"comment_info":0,"_links":{"self":[{"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/pages\/519365","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/comments?post=519365"}],"version-history":[{"count":10,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/pages\/519365\/revisions"}],"predecessor-version":[{"id":521021,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/pages\/519365\/revisions\/521021"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/media\/519366"}],"wp:attachment":[{"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/media?parent=519365"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}