{"id":520592,"date":"2026-05-04T22:20:00","date_gmt":"2026-05-05T05:20:00","guid":{"rendered":"https:\/\/jorgep.com\/blog\/?p=520592"},"modified":"2026-05-05T10:59:07","modified_gmt":"2026-05-05T17:59:07","slug":"intelligence-economy-shift-from-dread-and-dreams-to-practical-reality","status":"publish","type":"post","link":"https:\/\/jorgep.com\/blog\/intelligence-economy-shift-from-dread-and-dreams-to-practical-reality\/","title":{"rendered":"Intelligence Economy Shift: From Dread and Dreams to Practical Reality"},"content":{"rendered":"\n<div class=\"wp-block-columns has-theme-palette-7-background-color has-background is-layout-flex wp-container-core-columns-is-layout-2edb0647 wp-block-columns-is-layout-flex\" style=\"margin-top:0;margin-bottom:0\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:80%\">\n<p>Part of: <strong> <a href=\"https:\/\/jorgep.com\/blog\/series-ai-learnings\/\">AI Learning Series Here<\/a><\/strong><\/p>\n\n\n<style>.kadence-column395113_78b019-2e > .kt-inside-inner-col,.kadence-column395113_78b019-2e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column395113_78b019-2e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column395113_78b019-2e > .kt-inside-inner-col{flex-direction:column;}.kadence-column395113_78b019-2e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column395113_78b019-2e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column395113_78b019-2e{position:relative;}@media all and (max-width: 1024px){.kadence-column395113_78b019-2e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column395113_78b019-2e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column395113_78b019-2e\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading510545_6813a5-28, .wp-block-kadence-advancedheading.kt-adv-heading510545_6813a5-28[data-kb-block=\"kb-adv-heading510545_6813a5-28\"]{font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading510545_6813a5-28 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading510545_6813a5-28[data-kb-block=\"kb-adv-heading510545_6813a5-28\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading510545_6813a5-28 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading510545_6813a5-28[data-kb-block=\"kb-adv-heading510545_6813a5-28\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading510545_6813a5-28 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading510545_6813a5-28\">Quick Links:&nbsp;<a href=\"https:\/\/jorgep.com\/blog\/resources-for-learning-ai\/\">Resources for Learning AI<\/a> | <a href=\"https:\/\/jorgep.com\/blog\/keeping-up-with-ai\/\">Keep up with AI<\/a> | <a href=\"https:\/\/jorgep.com\/blog\/list-of-ai-tools\/\" data-type=\"post\" data-id=\"402818\">List of AI Tools<\/a><\/p>\n<\/div><\/div>\n\n\n<style>.kb-row-layout-id395113_888e56-de > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id395113_888e56-de > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id395113_888e56-de > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-none, 0rem );padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id395113_888e56-de > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id395113_888e56-de > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id395113_888e56-de > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id395113_888e56-de alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column395113_b4ecc9-32 > .kt-inside-inner-col,.kadence-column395113_b4ecc9-32 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column395113_b4ecc9-32 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column395113_b4ecc9-32 > .kt-inside-inner-col{flex-direction:column;}.kadence-column395113_b4ecc9-32 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column395113_b4ecc9-32 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column395113_b4ecc9-32{position:relative;}@media all and (max-width: 1024px){.kadence-column395113_b4ecc9-32 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column395113_b4ecc9-32 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column395113_b4ecc9-32\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading395113_235946-11, .wp-block-kadence-advancedheading.kt-adv-heading395113_235946-11[data-kb-block=\"kb-adv-heading395113_235946-11\"]{text-align:center;font-size:var(--global-kb-font-size-sm, 0.9rem);line-height:60px;font-style:normal;background-color:#f5a511;}.wp-block-kadence-advancedheading.kt-adv-heading395113_235946-11 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading395113_235946-11[data-kb-block=\"kb-adv-heading395113_235946-11\"] 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-heading395113_235946-11 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading395113_235946-11[data-kb-block=\"kb-adv-heading395113_235946-11\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading395113_235946-11 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading395113_235946-11\">Subscribe to <a href=\"https:\/\/go.35s.be\/jtb\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>JorgeTechBits  newsletter<\/strong><\/a><\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column395113_9aee8b-4b > .kt-inside-inner-col,.kadence-column395113_9aee8b-4b > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column395113_9aee8b-4b > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column395113_9aee8b-4b > .kt-inside-inner-col{flex-direction:column;}.kadence-column395113_9aee8b-4b > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column395113_9aee8b-4b > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column395113_9aee8b-4b{position:relative;}@media all and (max-width: 1024px){.kadence-column395113_9aee8b-4b > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column395113_9aee8b-4b > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column395113_9aee8b-4b\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"htthttps:\/\/jorgep.com\/blog\/book-dont-just-chat-delegate\/\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"1024\" src=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/CoverBook-01-640x1024.jpg\" alt=\"\" class=\"wp-image-520234\" style=\"aspect-ratio:0.6250142320391666;width:126px;height:auto\" srcset=\"https:\/\/jorgep.com\/blog\/wp-content\/uploads\/CoverBook-01-640x1024.jpg 640w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/CoverBook-01-188x300.jpg 188w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/CoverBook-01-768x1229.jpg 768w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/CoverBook-01-960x1536.jpg 960w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/CoverBook-01-1280x2048.jpg 1280w, https:\/\/jorgep.com\/blog\/wp-content\/uploads\/CoverBook-01.jpg 1600w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/jorgep.com\/blog\/book-series-ai-dont-just-chat\/\" data-type=\"page\" data-id=\"520242\">Check out the Book Series<\/a><\/figcaption><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading519190_ce2f03-b5, .wp-block-kadence-advancedheading.kt-adv-heading519190_ce2f03-b5[data-kb-block=\"kb-adv-heading519190_ce2f03-b5\"]{font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading519190_ce2f03-b5 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading519190_ce2f03-b5[data-kb-block=\"kb-adv-heading519190_ce2f03-b5\"] 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-heading519190_ce2f03-b5 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading519190_ce2f03-b5[data-kb-block=\"kb-adv-heading519190_ce2f03-b5\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading519190_ce2f03-b5 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading519190_ce2f03-b5\"><strong>Disclaimer:<\/strong> I create this content entirely on my own time, and the views expressed here are mine alone (not my employer&#8217;s). Because I love leveraging new tech, I use AI tools like Gemini, NotebookLM, Claude, Perplexity and others as a &#8220;digital team&#8221; to help research and polish these articles so I can share the best possible insights with you!<\/p>\n\n\n\n<div style=\"font-family: Verdana, Geneva, sans-serif; font-size: 11px; line-height: 1.6; color: #333;\">\n    <p>\n        Have questions, ideas to share, or just want to connect? I\u2019d love to hear from you! Check out my \n        <a href=\"https:\/\/jorgep.com\/blog\/about\/\" style=\"color: #007db8; font-weight: bold; text-decoration: none;\">About Page<\/a> \n        to learn more about me or connect with me.\n    <\/p>\n    <hr style=\"border: 0; border-top: 1px solid #ddd; margin: 12px 0;\">\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<p>In the fast-moving world of artificial intelligence, the narrative is shifting. We are moving away from a speculative era shaped by fears of total job replacement and existential risk, and into a more pragmatic phase where the real costs, physical constraints, and human complexities of AI are coming into focus.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">The End of the AI Free Ride<\/h3>\n\n\n\n<p>For the past few years, we\u2019ve operated in what could be called a \u201csubsidy era.\u201d Much like the early days of ride-sharing, venture capital and hyperscaler investment have absorbed much of the true cost of running frontier models. But as we move into the agentic era\u2014where AI systems execute multi-step tasks rather than simply respond\u2014the demand for compute, data, and coordination is rising \u10e1\u10ec\u10e0\u10d0\u10e4ly.<\/p>\n\n\n\n<p>We are now entering a kind of \u201cprice reckoning.\u201d Pricing models are gradually shifting toward hybrid and usage-based structures, reflecting the real costs of compute, infrastructure, and energy at scale. As a result, users are becoming more deliberate\u2014acting as \u201cModel Sommeliers,\u201d pairing high-end models with critical tasks while relying on smaller, efficient models for routine work.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Every Job is Becoming a System<\/h3>\n\n\n\n<p><br>One of the more unexpected shifts is that, for many knowledge workers, AI is not simply reducing workload\u2014it is expanding the scope of what feels possible. As AI moves from assistant to agent, individuals can orchestrate far more output than before, turning previously out-of-reach ideas into active projects.<\/p>\n\n\n\n<p>This creates what could be described as a \u201cdizziness of freedom\u201d: a mix of excitement and cognitive strain. The bottleneck is no longer execution\u2014writing, coding, formatting\u2014but judgment. Deciding what to pursue, what to trust, and what to discard becomes the new form of labor.<\/p>\n\n\n\n<p>For example, a marketer who once managed a handful of campaigns can now run dozens of AI-assisted experiments simultaneously\u2014but must also evaluate, refine, and guide all of them. The work shifts from doing to directing.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">The Great \u201cVibe Shift\u201d<\/h3>\n\n\n\n<p><br>The broader conversation around AI risk is also evolving. While existential concerns remain part of academic and policy discussions, the center of gravity is moving toward practical deployment and incremental augmentation.<\/p>\n\n\n\n<p>Importantly, the pace of change is being shaped less by sudden regulatory barriers and more by real-world constraints\u2014particularly compute availability, infrastructure scaling, and energy demands. These factors act less as a hard stop and more as a throttle, influencing how quickly capabilities can be deployed.<\/p>\n\n\n\n<p>At the same time, this environment is giving rise to new, practical roles\u2014such as Agent Ops and AI workflow specialists\u2014focused on building, maintaining, and governing systems of AI agents in real-world settings.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">The Bottom Line (The shift for 2026 is becoming clearer!)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>From Subsidy to Sustainability<\/strong>: We are beginning to pay closer to the true cost of intelligence.<\/li>\n\n\n\n<li><strong>From Time-Saving to Value-Expanding:<\/strong> Work is not simply shrinking\u2014it is expanding in scope and ambition.<\/li>\n\n\n\n<li><strong>From Speculation to Implementation:<\/strong> The focus is moving from abstract fears to the practical realities of building and operating AI systems.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote has-large-font-size is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-text-align-center\"><em>We are no longer just imagining a future with AI\u2014<br>we are learning, in real time, how to work within it.<\/em><\/p>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading519075_3e93d8-da, .wp-block-kadence-advancedheading.kt-adv-heading519075_3e93d8-da[data-kb-block=\"kb-adv-heading519075_3e93d8-da\"]{text-align:center;font-size:var(--global-kb-font-size-md, 1.25rem);line-height:60px;font-style:normal;background-color:#f5a511;}.wp-block-kadence-advancedheading.kt-adv-heading519075_3e93d8-da mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading519075_3e93d8-da[data-kb-block=\"kb-adv-heading519075_3e93d8-da\"] 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-heading519075_3e93d8-da img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading519075_3e93d8-da[data-kb-block=\"kb-adv-heading519075_3e93d8-da\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading519075_3e93d8-da wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading519075_3e93d8-da\">Want More Updates? =>Subscribe to my <a href=\"https:\/\/go.35s.be\/jtb\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>JorgeTechBits  newsletter<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the fast-moving world of artificial intelligence, the narrative is shifting. We are moving away from a speculative era shaped by fears of total job replacement and existential risk, and into a more pragmatic phase where the real costs, physical constraints, and human complexities of AI are coming into focus. The End of the AI&#8230;<\/p>\n","protected":false},"author":2,"featured_media":427863,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","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":""},"categories":[1031,441],"tags":[471,930,964],"class_list":["post-520592","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-learnings-series","category-tech-talk","tag-ai","tag-ai-series","tag-ai-use-cases"],"taxonomy_info":{"category":[{"value":1031,"label":"AI Learnings Series"},{"value":441,"label":"Tech Talk"}],"post_tag":[{"value":471,"label":"AI"},{"value":930,"label":"AI Series"},{"value":964,"label":"AI Use Cases"}]},"featured_image_src_large":["https:\/\/jorgep.com\/blog\/wp-content\/uploads\/Topic-ArtificialIntelligence-1024x512.png",1024,512,true],"author_info":{"display_name":"Jorge Pereira","author_link":"https:\/\/jorgep.com\/blog\/author\/jorge\/"},"comment_info":0,"category_info":[{"term_id":1031,"name":"AI Learnings Series","slug":"ai-learnings-series","term_group":0,"term_taxonomy_id":1041,"taxonomy":"category","description":"","parent":0,"count":17,"filter":"raw","cat_ID":1031,"category_count":17,"category_description":"","cat_name":"AI Learnings Series","category_nicename":"ai-learnings-series","category_parent":0},{"term_id":441,"name":"Tech Talk","slug":"tech-talk","term_group":0,"term_taxonomy_id":451,"taxonomy":"category","description":"","parent":0,"count":693,"filter":"raw","cat_ID":441,"category_count":693,"category_description":"","cat_name":"Tech Talk","category_nicename":"tech-talk","category_parent":0}],"tag_info":[{"term_id":471,"name":"AI","slug":"ai","term_group":0,"term_taxonomy_id":481,"taxonomy":"post_tag","description":"","parent":0,"count":158,"filter":"raw"},{"term_id":930,"name":"AI Series","slug":"ai-series","term_group":0,"term_taxonomy_id":940,"taxonomy":"post_tag","description":"","parent":0,"count":163,"filter":"raw"},{"term_id":964,"name":"AI Use Cases","slug":"ai-use-cases","term_group":0,"term_taxonomy_id":974,"taxonomy":"post_tag","description":"","parent":0,"count":15,"filter":"raw"}],"_links":{"self":[{"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/posts\/520592","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"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=520592"}],"version-history":[{"count":3,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/posts\/520592\/revisions"}],"predecessor-version":[{"id":520596,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/posts\/520592\/revisions\/520596"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/media\/427863"}],"wp:attachment":[{"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/media?parent=520592"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/categories?post=520592"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jorgep.com\/blog\/wp-json\/wp\/v2\/tags?post=520592"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}