{"id":369059,"date":"2022-09-26T08:24:03","date_gmt":"2022-09-26T15:24:03","guid":{"rendered":"https:\/\/jorgep.com\/blog\/?page_id=369059"},"modified":"2025-01-15T09:24:51","modified_gmt":"2025-01-15T16:24:51","slug":"blog-home","status":"publish","type":"page","link":"https:\/\/jorgep.com\/blog\/blog-home\/","title":{"rendered":"Blog Home"},"content":{"rendered":"\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:90%\"><style>.wp-block-kadence-query369059_e12ba0-df .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-query369059_e12ba0-df kadence-query-init kb-query-basic-style animation-infinite kb-query\" data-id=\"517595\">\n<style>.kb-pro-masonry-init .wp-block-kadence-query-card369059_302713-37.wp-block-kadence-query-card .kb-query-grid-wrap{columns:3;}.kb-pro-masonry-init .wp-block-kadence-query-card369059_302713-37.wp-block-kadence-query-card .kb-query-grid-wrap .kb-query-item{margin-bottom:var(--global-kb-gap-md, 2rem);}.wp-block-kadence-query-card369059_302713-37.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-card369059_302713-37 .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-card369059_302713-37 .kb-query-grid-wrap .kb-query-item.kb-query-block-post:hover{background:normal;}@media all and (max-width: 767px){.wp-block-kadence-query-card369059_302713-37.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-card369059_302713-37 wp-block-kadence-query-card\" data-max-num-pages=\"114\"><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-522405 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-emerging-technology category-tech-talk tag-ai-agents tag-ai-series tag-hallucination\"><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\/when-ai-agrees-with-you-should-you-trust-it\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-AI-Halluciations-768x288.jpg\" alt=\"\" width=\"768\" height=\"288\" class=\"kb-img wp-image-522406 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-AI-Halluciations-768x288.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-AI-Halluciations-300x113.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-AI-Halluciations-1024x384.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-AI-Halluciations.jpg 1400w\" 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{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-emerging-technology\/\" class=\"kb-dynamic-list-item-link\">AI &amp; Emerging Technology<\/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\/when-ai-agrees-with-you-should-you-trust-it\/\" 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\">When AI Agrees With You, Should You Trust It?<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-10-20<\/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\">When AI Agrees With You, Should You Trust It? Why preventing hallucinations is only part of building a more reliable relationship with AI. An AI that avoids hallucinations but agrees with every questionable assumption is still unreliable. Think about that for a moment. We spend considerable time talking about AI hallucinations, those situations where an&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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 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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\/beyond-docker-hub-exploring-private-container-registries\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Featured-Helpful-Hints-Series-768x273.png\" alt=\"\" width=\"768\" height=\"273\" class=\"kb-img wp-image-519237 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Featured-Helpful-Hints-Series-768x273.png 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Featured-Helpful-Hints-Series-300x106.png 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Featured-Helpful-Hints-Series.png 930w\" 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{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\/guides-resources\/\" class=\"kb-dynamic-list-item-link\">Guides &amp; Resources<\/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\/beyond-docker-hub-exploring-private-container-registries\/\" 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\">Beyond Docker Hub: Exploring Private Container Registries<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-10-17<\/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\">Understanding your options for storing, managing, and distributing private Docker images while balancing cost, control, and infrastructure complexity. If you work with Docker containers long enough, you eventually face a question that doesn&#8217;t get much attention when you&#8217;re starting out: Where should you keep your private container images? When you&#8217;re experimenting with one or two&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/beyond-docker-hub-exploring-private-container-registries\/\"><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-522318 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-emerging-technology category-ai-learnings-series tag-ai-agents tag-ai-series\"><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\/googles-gemini-agent-personal-ai-agents-are-moving-into-the-workplace\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents-768x288.jpg\" alt=\"\" width=\"768\" height=\"288\" class=\"kb-img wp-image-521140 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents-768x288.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents-300x113.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents-1024x384.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents.jpg 1300w\" 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{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-emerging-technology\/\" class=\"kb-dynamic-list-item-link\">AI &amp; Emerging Technology<\/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\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/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\/googles-gemini-agent-personal-ai-agents-are-moving-into-the-workplace\/\" 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\">Google\u2019s Gemini Agent: Personal AI Agents Are Moving Into the Workplace<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-10-14<\/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\">In my previous post, Personal AI Agents Are Having a Moment, I explored a topic that continues to attract my attention: AI that moves beyond answering questions and starts helping us get things done. Google\u2019s latest announcement gives us another reason to pay attention. On October 8, Google introduced the Gemini agent at its Gemini&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/googles-gemini-agent-personal-ai-agents-are-moving-into-the-workplace\/\"><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-522322 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-emerging-technology category-ai-learnings-series tag-ai-agents tag-ai-routing tag-ai-series tag-artificial-intelligence\"><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\/does-this-task-need-ai-three-filters-to-help-you-decide\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-DoeEveryTaskNeedAi-768x288.jpg\" alt=\"\" width=\"768\" height=\"288\" class=\"kb-img wp-image-522325 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-DoeEveryTaskNeedAi-768x288.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-DoeEveryTaskNeedAi-300x113.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-DoeEveryTaskNeedAi-1024x384.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-DoeEveryTaskNeedAi.jpg 1400w\" 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{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-emerging-technology\/\" class=\"kb-dynamic-list-item-link\">AI &amp; Emerging Technology<\/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\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/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\/does-this-task-need-ai-three-filters-to-help-you-decide\/\" 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\">Does This Task Need AI? Three Filters to Help You Decide<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-10-10<\/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\">Before adding AI to a workflow, evaluate predictability, complexity, and risk. Not every business problem needs AI. Sometimes the right answer is a database query. Sometimes it is a script, a clearer process, or a better way to apply rules you already understand. The question is not, \u201cCan AI do this?\u201d It is, \u201cIs 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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/does-this-task-need-ai-three-filters-to-help-you-decide\/\"><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-522336 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-emerging-technology category-tech-talk 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\/how-to-build-rag-a-practical-guide\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-HowToBuilRAG-768x288.jpg\" alt=\"\" width=\"768\" height=\"288\" class=\"kb-img wp-image-522341 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-HowToBuilRAG-768x288.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-HowToBuilRAG-300x113.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-HowToBuilRAG-1024x384.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-HowToBuilRAG.jpg 1400w\" 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{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-emerging-technology\/\" class=\"kb-dynamic-list-item-link\">AI &amp; Emerging Technology<\/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\/how-to-build-rag-a-practical-guide\/\" 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\">How to Build RAG: A Practical Guide<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-10-08<\/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\">This has come up a number of times in my mentoring sessions and conversations with people and companies. Connecting an AI model to company documents sounds straightforward: upload the files, ask a question, and get an answer. Building something people can reliably use requires more than that. But first, an important distinction: giving AI access&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/how-to-build-rag-a-practical-guide\/\"><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-522293 post type-post status-publish format-standard has-post-thumbnail hentry category-journey\"><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\/jorge-infobits-20261006-from-personal-tools-to-personal-ai-partners\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/LinkedinArticle-InfoBits-1920x1080-1-768x432.jpg\" alt=\"\" width=\"768\" height=\"432\" class=\"kb-img wp-image-522295 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/LinkedinArticle-InfoBits-1920x1080-1-768x432.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/LinkedinArticle-InfoBits-1920x1080-1-300x169.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/LinkedinArticle-InfoBits-1920x1080-1-1024x576.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/LinkedinArticle-InfoBits-1920x1080-1-1536x864.jpg 1536w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/LinkedinArticle-InfoBits-1920x1080-1-2048x1152.jpg 2048w\" 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{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\/journey\/\" class=\"kb-dynamic-list-item-link\">Journey<\/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\/jorge-infobits-20261006-from-personal-tools-to-personal-ai-partners\/\" 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\">Jorge InfoBits 20261006: From Personal Tools to Personal AI Partners<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-10-06<\/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\">October 5, 2026 In the last issue, The MicroApp Opportunity &amp; Challenge, I talked about how small, focused applications can improve personal productivity while creating a challenge for organizations. A tool that solves a problem for one person can quickly become something IT needs to understand, support, and govern. The opportunity is real, but controlling&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/jorge-infobits-20261006-from-personal-tools-to-personal-ai-partners\/\"><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-522277 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-emerging-technology category-guides-resources tag-ai-series tag-dont-just-chat\"><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\/i-dont-use-ai-anymore-i-work-with-it\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/DontJustChat-PartnerBanner-1-768x429.jpg\" alt=\"\" width=\"768\" height=\"429\" class=\"kb-img wp-image-522280 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/DontJustChat-PartnerBanner-1-768x429.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/DontJustChat-PartnerBanner-1-300x168.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/DontJustChat-PartnerBanner-1-1024x572.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/DontJustChat-PartnerBanner-1-1536x858.jpg 1536w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/DontJustChat-PartnerBanner-1-2048x1144.jpg 2048w\" 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{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-emerging-technology\/\" class=\"kb-dynamic-list-item-link\">AI &amp; Emerging Technology<\/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\/guides-resources\/\" class=\"kb-dynamic-list-item-link\">Guides &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\/i-dont-use-ai-anymore-i-work-with-it\/\" 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\">I Don\u2019t \u201cUse\u201d AI Anymore. I Work With It.<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-10-05<\/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 haven\u2019t been posting much on my blog over the last couple of weeks because I\u2019ve been working on a couple of long-overdue projects. Here is the first of several: my new ebook, Don\u2019t Just Chat, Partner: The Non-Technical Guide to Building Your AI Ecosystem. This is the third book in the Don\u2019t Just Chat&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/i-dont-use-ai-anymore-i-work-with-it\/\"><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-522288 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-emerging-technology category-tech-talk tag-ai-series tag-artificial-intelligence tag-jev tag-llm\"><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\/jev-the-ai-that-decides-instead-of-writes\/\" 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{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-emerging-technology\/\" class=\"kb-dynamic-list-item-link\">AI &amp; Emerging Technology<\/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\/jev-the-ai-that-decides-instead-of-writes\/\" 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\">Jev: The AI That Decides Instead of Writes<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-10-01<\/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\">Why an AI model that cannot write a sentence could become a useful building block for enterprise workflows\u2014and what a sub-500-millisecond trading demonstration actually shows. Most conversations about AI focus on what models can generate: articles, emails, software, images, and explanations. But much of the work inside software does not require a paragraph. It requires&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/jev-the-ai-that-decides-instead-of-writes\/\"><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-522290 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-emerging-technology category-ai-learnings-series tag-ai-agents tag-ai-series\"><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\/personal-ai-agents-are-having-a-moment\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents-768x288.jpg\" alt=\"\" width=\"768\" height=\"288\" class=\"kb-img wp-image-521140 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents-768x288.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents-300x113.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents-1024x384.jpg 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeatiredImage-AIAgents.jpg 1300w\" 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{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-emerging-technology\/\" class=\"kb-dynamic-list-item-link\">AI &amp; Emerging Technology<\/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\/ai-learnings-series\/\" class=\"kb-dynamic-list-item-link\">AI Learnings Series<\/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\/personal-ai-agents-are-having-a-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\">Personal AI Agents Are Having a 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{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 2026-09-30<\/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 recent surge is real. Whether it becomes a lasting shift depends on what happens after the launch. Over the past three weeks, personal AI agents have seemed to appear everywhere. New products, major funding announcements, and moves by established platforms have converged into a remarkably concentrated wave. The impression of acceleration is not simply&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/personal-ai-agents-are-having-a-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-522286 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-emerging-technology category-ai-learnings-series category-modern-workplace-it category-moderneuc2 category-tech-talk tag-ai-agents tag-ai-series tag-artificial-intelligence tag-copilot tag-microsoft-365\"><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\/microsoft-copilot-september-2026-changes\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/.\/FeaturedImage-AI-MicrosoftCopilot-Medium-768x288.jpg?t=1792957528\" alt=\"\" width=\"768\" height=\"288\" class=\"kb-img wp-image-447242 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-AI-MicrosoftCopilot-Medium-768x288.jpg?t=1792957528 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-AI-MicrosoftCopilot-Medium-300x113.jpg?t=1792957528 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-AI-MicrosoftCopilot-Medium-1024x384.jpg?t=1792957528 1024w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/FeaturedImage-AI-MicrosoftCopilot-Medium.jpg?t=1792957528 1300w\" 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{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-emerging-technology\/\" class=\"kb-dynamic-list-item-link\">AI &amp; Emerging Technology<\/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\/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\/modern-workplace-it\/\" class=\"kb-dynamic-list-item-link\">Modern Workplace &amp; IT<\/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\/microsoft-copilot-september-2026-changes\/\" 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\">Microsoft Copilot September 2026 Changes<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-09-28<\/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\">Microsoft Copilot is changing again. But the important story is not simply a better chatbot or another feature inside Word. Bottom line: Microsoft Copilot: More Capabilities, Two Ways to Pay The changes announced across August and September 2026 point toward something bigger: a unified place to ask questions, delegate work, build applications, and run proactive&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/microsoft-copilot-september-2026-changes\/\"><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-522297 post type-post status-publish format-standard has-post-thumbnail hentry category-guides-resources tag-email-marketing\"><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\/email-verification-deliverability-build-or-rent\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/hands-rapidly-typing-on-a-laptop-illustrating-speed-and-technology-in-a-digital-work-environment.-5474294-768x512.jpg\" alt=\"Hands rapidly typing on a laptop, illustrating speed and technology in a digital work environment.\" width=\"768\" height=\"512\" class=\"kb-img wp-image-518034 \"><\/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{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\/guides-resources\/\" class=\"kb-dynamic-list-item-link\">Guides &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\/email-verification-deliverability-build-or-rent\/\" 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\">Email Verification &amp; Deliverability: Build or Rent<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-09-26<\/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\">So, you have a list of roughly 2,500 email addresses and you\u2019re about to launch a new campaign. Before hitting &#8220;send,&#8221; there\u2019s one crucial question you need to ask: Are these emails valid, and will they actually reach the inbox? Whether your list was collected over time through lead magnets, pulled from an old CRM,&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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\/email-verification-deliverability-build-or-rent\/\"><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-522310 post type-post status-publish format-standard has-post-thumbnail hentry category-guides-resources category-tips-tools-resources tag-backups tag-infraops\"><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-hard-drives-vs-cloud-backup-10tb-showdown\/\" class=\"kb-advanced-image-link\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgep-BlogPostGeneric-768x384.jpg?t=1792957528\" alt=\"\" width=\"768\" height=\"384\" class=\"kb-img wp-image-461826 \" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgep-BlogPostGeneric-768x384.jpg?t=1792957528 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgep-BlogPostGeneric-300x150.jpg?t=1792957528 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgep-BlogPostGeneric.jpg?t=1792957528 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{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\/guides-resources\/\" class=\"kb-dynamic-list-item-link\">Guides &amp; Resources<\/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-hard-drives-vs-cloud-backup-10tb-showdown\/\" 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 Hard Drives vs. Cloud Backup: 10TB Showdown<\/h2><\/a>\n\n\n<style>.kadence-column368290_920826-92 > .kt-inside-inner-col{display:flex;}.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 2026-09-24<\/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\">If you have 10 Terabytes (10TB) of data to back up\u2014whether it is a massive collection of family photos, a lifetime of video projects, or critical business files\u2014you are facing a unique storage challenge. 10TB is a massive amount of data. With a budget of $500, you have two excellent choices to keep your data&#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:var(--kb-btn-padding);margin:var(--kb-btn-margin);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;box-shadow:none;}.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);box-shadow:var(--kb-btn-shadow-hover, none);}<\/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-hard-drives-vs-cloud-backup-10tb-showdown\/\"><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<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\">\n<h3 class=\"wp-block-heading\">Welcome!<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/2014\/09\/unnamed-file.jpg.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"201\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/2014\/09\/unnamed-file.jpg-300x201.jpg\" alt=\"JPG\" class=\"wp-image-2185\" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/2014\/09\/unnamed-file.jpg-300x201.jpg 300w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/2014\/09\/unnamed-file.jpg.jpg 682w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">This is my personal site and blog. I post bits and pieces about myLife, myWork, myJourney. They are interesting to me but make them available in the hopes someone else will them interesting, useful and enjoyable!<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/jorgep.com\/blog\/doodlingjorge\"><img decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/2020\/12\/DoodlingJorge1080x257c.png\" alt=\"doodlingjorge.com\"\/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/2020\/10\/jorgep-StayInTouchSubscribe.png\" alt=\"Subscribe!\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><br><a href=\"https:\/\/jorgep.com\/blog\/subscribe-to-my-mailing-list\/\"><\/a><\/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<h6 class=\"wp-block-heading\">Article Series<\/h6>\n\n\n\n<p class=\"wp-block-paragraph\">Check out one of my article series:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/jorgep.com\/blog\/series-ai-learnings\/\">Artificial Intelligence<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/jorgep.com\/blog\/moderneuc-home\/\" data-type=\"page\" data-id=\"368290\">Modern EUC<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/jorgep.com\/blog\/work-beyond-tomorrow-series\/\">Work Beyond Tomorrow<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/jorgep.com\/blog\/tag\/desktop-management\/\">Desktop Management<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/jorgep.com\/it-as-a-business-series\/\">IT as a Business<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/jorgep.com\/cloud-services-101\/\">Cloud Services<\/a><\/li>\n\n\n\n<li><a href=\"#\">View All Series Here<\/a><\/li>\n<\/ul>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-advancedbtn.kb-btns369059_3ff5d1-0c{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:center;align-items:center;}.kt-btns369059_3ff5d1-0c .kt-button{font-weight:normal;font-style:normal;}.kt-btns369059_3ff5d1-0c .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns369059_3ff5d1-0c .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns369059_3ff5d1-0c .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns369059_3ff5d1-0c .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns369059_3ff5d1-0c .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns369059_3ff5d1-0c .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns369059_3ff5d1-0c .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns369059_3ff5d1-0c\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn369059_22f23e-ae.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn369059_22f23e-ae.kb-button{border-top-left-radius:21px;border-top-right-radius:21px;border-bottom-right-radius:21px;border-bottom-left-radius:21px;padding:var(--kb-btn-padding);margin:var(--kb-btn-margin);box-shadow:none;}.wp-block-kadence-advancedbtn .kb-btn369059_22f23e-ae.kb-button:hover, .wp-block-kadence-advancedbtn .kb-btn369059_22f23e-ae.kb-button:focus{box-shadow:var(--kb-btn-shadow-hover, none);}<\/style><span class=\"kb-button kt-button button kb-btn369059_22f23e-ae kt-btn-size-standard kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-false wp-block-kadence-singlebtn\"><span class=\"kt-btn-inner-text\">Posts Tags &amp; Categories<\/span><\/span><\/div>\n\n\n\n<h6 class=\"wp-block-heading\">Categories:<\/h6>\n\n\n<ul class=\"wp-block-categories-list wp-block-categories-taxonomy-category wp-block-categories\">\t<li class=\"cat-item cat-item-1068\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-emerging-technology\/\">AI &amp; Emerging Technology<\/a> (236)\n<\/li>\n\t<li class=\"cat-item cat-item-1031\"><a href=\"https:\/\/jorgep.com\/blog\/category\/ai-learnings-series\/\">AI Learnings Series<\/a> (83)\n<\/li>\n\t<li class=\"cat-item cat-item-906\"><a href=\"https:\/\/jorgep.com\/blog\/category\/changelog\/\">Changelog<\/a> (17)\n<\/li>\n\t<li class=\"cat-item cat-item-1071\"><a href=\"https:\/\/jorgep.com\/blog\/category\/guides-resources\/\">Guides &amp; Resources<\/a> (172)\n<\/li>\n\t<li class=\"cat-item cat-item-1072\"><a href=\"https:\/\/jorgep.com\/blog\/category\/jorges-journey\/\">Jorge\u2019s Journey<\/a> (109)\n<\/li>\n\t<li class=\"cat-item cat-item-17\"><a href=\"https:\/\/jorgep.com\/blog\/category\/journey\/\">Journey<\/a> (337)\n<\/li>\n\t<li class=\"cat-item cat-item-1069\"><a href=\"https:\/\/jorgep.com\/blog\/category\/modern-workplace-it\/\">Modern Workplace &amp; IT<\/a> (464)\n<\/li>\n\t<li class=\"cat-item cat-item-681\"><a href=\"https:\/\/jorgep.com\/blog\/category\/moderneuc2\/\">ModernEUC<\/a> (282)\n<\/li>\n\t<li class=\"cat-item cat-item-1070\"><a href=\"https:\/\/jorgep.com\/blog\/category\/perspectives\/\">Perspectives<\/a> (240)\n<\/li>\n\t<li class=\"cat-item cat-item-477\"><a href=\"https:\/\/jorgep.com\/blog\/category\/podcast\/\">Podcast<\/a> (1)\n<\/li>\n\t<li class=\"cat-item cat-item-995\"><a href=\"https:\/\/jorgep.com\/blog\/category\/recipes\/\">Recipes<\/a> (14)\n<\/li>\n\t<li class=\"cat-item cat-item-442\"><a href=\"https:\/\/jorgep.com\/blog\/category\/reference\/\">Reference<\/a> (174)\n<\/li>\n\t<li class=\"cat-item cat-item-925\"><a href=\"https:\/\/jorgep.com\/blog\/category\/story-books\/\">Story Books<\/a> (3)\n<\/li>\n\t<li class=\"cat-item cat-item-441\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tech-talk\/\">Tech Talk<\/a> (761)\n<\/li>\n\t<li class=\"cat-item cat-item-468\"><a href=\"https:\/\/jorgep.com\/blog\/category\/thoughts-ramblings\/\">Thoughts and Ramblings<\/a> (243)\n<\/li>\n\t<li class=\"cat-item cat-item-446\"><a href=\"https:\/\/jorgep.com\/blog\/category\/tips-tools-resources\/\">Tips, Tools &amp; Resources<\/a> (99)\n<\/li>\n<\/ul><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Welcome! This is my personal site and blog. I post bits and pieces about myLife, myWork, myJourney. They are interesting to me but make them available in the hopes someone else will them interesting, useful and enjoyable! Categories:<\/p>\n","protected":false},"author":2,"featured_media":461826,"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,"_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-369059","page","type-page","status-publish","has-post-thumbnail","hentry"],"taxonomy_info":[],"featured_image_src_large":["https:\/\/jorgep.com\/blog\/wp-content\/uploads\/jorgep-BlogPostGeneric.jpg?t=1792957528",1024,512,false],"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\/369059","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=369059"}],"version-history":[{"count":0,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/pages\/369059\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/media\/461826"}],"wp:attachment":[{"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/media?parent=369059"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}