{"id":2626,"date":"2024-11-19T07:47:33","date_gmt":"2024-11-19T07:47:33","guid":{"rendered":"https:\/\/cuezen.com\/?page_id=2626"},"modified":"2025-10-08T04:33:46","modified_gmt":"2025-10-08T04:33:46","slug":"blog","status":"publish","type":"page","link":"https:\/\/qistaging.com\/cuezen\/blog\/","title":{"rendered":"Blog"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2626\" class=\"elementor elementor-2626\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-da584eb elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"da584eb\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-43acbe0\" data-id=\"43acbe0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd4be5a elementor-widget elementor-widget-heading\" data-id=\"cd4be5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Insights from the intersection of AI, health and personalization<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3b5f783\" data-id=\"3b5f783\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-96231bd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"96231bd\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bec2a12\" data-id=\"bec2a12\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8478d3 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"b8478d3\" data-element_type=\"widget\" data-e-type=\"widget\" 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);}.elementor-3222 .elementor-element.elementor-element-75be923 .elementor-icon-list-item{font-family:\"Sora\", Sans-serif;font-size:12px;font-weight:400;}.elementor-widget-theme-post-excerpt .elementor-widget-container{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-3222 .elementor-element.elementor-element-b7487eb .elementor-widget-container{font-family:\"Sora\", Sans-serif;font-size:14px;font-weight:400;}\/* Start custom CSS for section, class: .elementor-element-0068a8c *\/p {margin: 0!important;}\/* End custom CSS *\/<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"3222\" class=\"elementor elementor-3222 e-loop-item e-loop-item-3606 post-3606 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0068a8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0068a8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a14cfc\" data-id=\"2a14cfc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd259f1 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"cd259f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qistaging.com\/cuezen\/from-lab-to-life-how-graph-neural-networks-cracked-population-scale-health-personalization\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"550\" height=\"340\" src=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/From-Lab-to-Life_How-Graph-Neural-Networks-Cracked-Population-Scale-Health-Personalization.png\" class=\"elementor-animation-push attachment-full size-full wp-image-3608\" alt=\"\" srcset=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/From-Lab-to-Life_How-Graph-Neural-Networks-Cracked-Population-Scale-Health-Personalization.png 550w, https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/From-Lab-to-Life_How-Graph-Neural-Networks-Cracked-Population-Scale-Health-Personalization-300x185.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-edac80d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edac80d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b462e62\" data-id=\"b462e62\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dffb550 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"dffb550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qistaging.com\/cuezen\/from-lab-to-life-how-graph-neural-networks-cracked-population-scale-health-personalization\/\">From Lab to Life: How Graph Neural Networks Cracked Population-Scale Health Personalization<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75be923 elementor-widget elementor-widget-post-info\" data-id=\"75be923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-d6c254a elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>October 15, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7487eb elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"b7487eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p>Why traditional recommendation systems failed in healthcare\u2014and how GNNs + Knowledge Graphs solved the hardest problems in behavioral AI The holy grail...\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"3222\" class=\"elementor elementor-3222 e-loop-item e-loop-item-3572 post-3572 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0068a8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0068a8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a14cfc\" data-id=\"2a14cfc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd259f1 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"cd259f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qistaging.com\/cuezen\/why-high-wearable-churn-isnt-the-feature-you-think-it-is\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"550\" height=\"340\" src=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Blog-banner-Why-High-Wearable-Churn-Isnt-the-Feature-You-Think-It-Is.png\" class=\"elementor-animation-push attachment-full size-full wp-image-3574\" alt=\"\" srcset=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Blog-banner-Why-High-Wearable-Churn-Isnt-the-Feature-You-Think-It-Is.png 550w, https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Blog-banner-Why-High-Wearable-Churn-Isnt-the-Feature-You-Think-It-Is-300x185.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-edac80d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edac80d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b462e62\" data-id=\"b462e62\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dffb550 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"dffb550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qistaging.com\/cuezen\/why-high-wearable-churn-isnt-the-feature-you-think-it-is\/\">Why High Wearable Churn isn&#8217;t the Feature you think it is<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75be923 elementor-widget elementor-widget-post-info\" data-id=\"75be923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-d6c254a elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>October 8, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7487eb elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"b7487eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p>The hidden economics that are killing your device business &#8220;Isn&#8217;t high device churn actually good for business? More churn means more sales,...\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"3222\" class=\"elementor elementor-3222 e-loop-item e-loop-item-3542 post-3542 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0068a8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0068a8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a14cfc\" data-id=\"2a14cfc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd259f1 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"cd259f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qistaging.com\/cuezen\/the-640-billion-misdirection-why-healthcare-invests-in-the-20-while-ignoring-the-50\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"550\" height=\"340\" src=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/The-640-Billion-Misdirection-banner.png\" class=\"elementor-animation-push attachment-full size-full wp-image-3544\" alt=\"\" srcset=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/The-640-Billion-Misdirection-banner.png 550w, https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/The-640-Billion-Misdirection-banner-300x185.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-edac80d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edac80d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b462e62\" data-id=\"b462e62\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dffb550 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"dffb550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qistaging.com\/cuezen\/the-640-billion-misdirection-why-healthcare-invests-in-the-20-while-ignoring-the-50\/\">The $640 Billion Misdirection: Why Healthcare Invests in the 20% While Ignoring the 50%<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75be923 elementor-widget elementor-widget-post-info\" data-id=\"75be923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-d6c254a elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>October 8, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7487eb elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"b7487eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p>Why the biggest opportunity in healthcare isn&#8217;t the next genomic breakthrough\u2014it&#8217;s sitting in our pockets Here&#8217;s an uncomfortable truth that should reshape...\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"3222\" class=\"elementor elementor-3222 e-loop-item e-loop-item-3524 post-3524 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0068a8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0068a8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a14cfc\" data-id=\"2a14cfc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd259f1 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"cd259f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qistaging.com\/cuezen\/scaling-id-free-models-trade-offs-in-performance-training-time-and-model-choice\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"340\" src=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Jodi-Scaling-ID-Free-Models_Trade-offs-in-Performance-Training-Time-and-Model-Choice-banner.png\" class=\"elementor-animation-push attachment-full size-full wp-image-3526\" alt=\"\" srcset=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Jodi-Scaling-ID-Free-Models_Trade-offs-in-Performance-Training-Time-and-Model-Choice-banner.png 550w, https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Jodi-Scaling-ID-Free-Models_Trade-offs-in-Performance-Training-Time-and-Model-Choice-banner-300x185.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-edac80d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edac80d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b462e62\" data-id=\"b462e62\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dffb550 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"dffb550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qistaging.com\/cuezen\/scaling-id-free-models-trade-offs-in-performance-training-time-and-model-choice\/\">Scaling ID-Free Models: Trade-offs in Performance, Training Time, and Model Choice<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75be923 elementor-widget elementor-widget-post-info\" data-id=\"75be923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-d6c254a elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>October 7, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7487eb elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"b7487eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p>In our previous post, we compared ID-Based and ID-Free recommendation models and found that ID-Free approaches generally produced higher-quality recommendations for personalized...\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"3222\" class=\"elementor elementor-3222 e-loop-item e-loop-item-3513 post-3513 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0068a8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0068a8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a14cfc\" data-id=\"2a14cfc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd259f1 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"cd259f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qistaging.com\/cuezen\/beyond-the-badge-why-wearables-must-evolve-from-hardware-sales-to-ai-powered-behavioral-outcomes\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"340\" src=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Beyond-the-Badge-Why-Wearables-Must-Evolve-from-Hardware-Sales-to-AI-Powered-Behavioral-Outcomes-2.png\" class=\"elementor-animation-push attachment-full size-full wp-image-3515\" alt=\"\" srcset=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Beyond-the-Badge-Why-Wearables-Must-Evolve-from-Hardware-Sales-to-AI-Powered-Behavioral-Outcomes-2.png 550w, https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Beyond-the-Badge-Why-Wearables-Must-Evolve-from-Hardware-Sales-to-AI-Powered-Behavioral-Outcomes-2-300x185.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-edac80d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edac80d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b462e62\" data-id=\"b462e62\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dffb550 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"dffb550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qistaging.com\/cuezen\/beyond-the-badge-why-wearables-must-evolve-from-hardware-sales-to-ai-powered-behavioral-outcomes\/\">Beyond the Badge: Why Wearables Must Evolve from Hardware Sales to AI-Powered Behavioral Outcomes<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75be923 elementor-widget elementor-widget-post-info\" data-id=\"75be923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-d6c254a elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>October 7, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7487eb elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"b7487eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p>The $185 billion wearables industry has a retention problem that threatens its entire value proposition. Here&#8217;s how AI-powered behavioral science can fix...\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"3222\" class=\"elementor elementor-3222 e-loop-item e-loop-item-3492 post-3492 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0068a8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0068a8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a14cfc\" data-id=\"2a14cfc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd259f1 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"cd259f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qistaging.com\/cuezen\/behavioral-health-surge-aligning-reimbursement-and-ai-enabled-engagement\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"340\" src=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Behavioral-Health-Surge_Aligning-Reimbursement-and-AI-Enabled-Engagement.png\" class=\"elementor-animation-push attachment-full size-full wp-image-3494\" alt=\"\" srcset=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Behavioral-Health-Surge_Aligning-Reimbursement-and-AI-Enabled-Engagement.png 550w, https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/10\/Behavioral-Health-Surge_Aligning-Reimbursement-and-AI-Enabled-Engagement-300x185.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-edac80d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edac80d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b462e62\" data-id=\"b462e62\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dffb550 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"dffb550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qistaging.com\/cuezen\/behavioral-health-surge-aligning-reimbursement-and-ai-enabled-engagement\/\">Behavioral Health Surge: Aligning Reimbursement and AI-Enabled Engagement<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75be923 elementor-widget elementor-widget-post-info\" data-id=\"75be923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-d6c254a elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>October 7, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7487eb elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"b7487eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\tAs behavioral health utilization reaches unprecedented levels, the intersection of AI-powered early intervention and reimbursement reform represents healthcare's next critical evolution....\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"3222\" class=\"elementor elementor-3222 e-loop-item e-loop-item-3284 post-3284 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0068a8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0068a8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a14cfc\" data-id=\"2a14cfc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd259f1 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"cd259f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qistaging.com\/cuezen\/digital-therapeutics-value-based-insurance-design-turning-financial-incentives-into-lasting-behavior-change\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"340\" src=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/09\/Blog-banner-Digital-Therapeutics-Value-Based-Insurance-Design.png\" class=\"elementor-animation-push attachment-full size-full wp-image-3286\" alt=\"\" srcset=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/09\/Blog-banner-Digital-Therapeutics-Value-Based-Insurance-Design.png 550w, https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/09\/Blog-banner-Digital-Therapeutics-Value-Based-Insurance-Design-300x185.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-edac80d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edac80d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b462e62\" data-id=\"b462e62\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dffb550 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"dffb550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qistaging.com\/cuezen\/digital-therapeutics-value-based-insurance-design-turning-financial-incentives-into-lasting-behavior-change\/\">Digital Therapeutics + Value-Based Insurance Design: Turning Financial Incentives into Lasting Behavior Change<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75be923 elementor-widget elementor-widget-post-info\" data-id=\"75be923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-d6c254a elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>September 8, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7487eb elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"b7487eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p>The next evolution of healthcare isn&#8217;t just about lowering copays &#8211; it&#8217;s about making those incentives psychologically compelling and actionable at scale....\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"3222\" class=\"elementor elementor-3222 e-loop-item e-loop-item-3251 post-3251 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0068a8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0068a8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a14cfc\" data-id=\"2a14cfc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd259f1 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"cd259f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qistaging.com\/cuezen\/how-do-id-free-models-stack-up-a-performance-benchmark-against-our-current-id-based-recsys\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"340\" src=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/07\/Banner-image.png\" class=\"elementor-animation-push attachment-full size-full wp-image-3253\" alt=\"\" srcset=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/07\/Banner-image.png 550w, https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/07\/Banner-image-300x185.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-edac80d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edac80d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b462e62\" data-id=\"b462e62\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dffb550 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"dffb550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qistaging.com\/cuezen\/how-do-id-free-models-stack-up-a-performance-benchmark-against-our-current-id-based-recsys\/\">How Do ID-Free Models Stack Up? A Performance Benchmark Against Our Current ID-Based RecSys<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75be923 elementor-widget elementor-widget-post-info\" data-id=\"75be923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-d6c254a elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>July 18, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7487eb elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"b7487eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p>In our previous post, &#8220;From IDs to Meaning: The Case for Semantic Embeddings in Recommendation,&#8221; we introduced the concept of moving beyond...\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"3222\" class=\"elementor elementor-3222 e-loop-item e-loop-item-3202 post-3202 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0068a8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0068a8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a14cfc\" data-id=\"2a14cfc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd259f1 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"cd259f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qistaging.com\/cuezen\/from-ids-to-meaning-the-case-for-semantic-embeddings-in-recommendation\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"550\" height=\"340\" src=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/06\/Blog-banner-IDS-to-Meaning_1.png\" class=\"elementor-animation-push attachment-full size-full wp-image-3204\" alt=\"\" srcset=\"https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/06\/Blog-banner-IDS-to-Meaning_1.png 550w, https:\/\/qistaging.com\/cuezen\/wp-content\/uploads\/2025\/06\/Blog-banner-IDS-to-Meaning_1-300x185.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-edac80d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edac80d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b462e62\" data-id=\"b462e62\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dffb550 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"dffb550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qistaging.com\/cuezen\/from-ids-to-meaning-the-case-for-semantic-embeddings-in-recommendation\/\">From IDs to Meaning: The Case for Semantic Embeddings in Recommendation<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75be923 elementor-widget elementor-widget-post-info\" data-id=\"75be923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-d6c254a elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>June 17, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7487eb elementor-widget elementor-widget-theme-post-excerpt\" data-id=\"b7487eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-excerpt.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p>Recommender systems have become indispensable for navigating the vast digital landscape, helping users sift through large volumes of content, products, and services....\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"2\" data-next-page=\"https:\/\/qistaging.com\/cuezen\/wp-json\/wp\/v2\/pages\/2626\/page\/2\/\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span class=\"page-numbers prev\">Previous<\/span>\n<a class=\"page-numbers next\" 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