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M80.7,103.4l56.4,56.4c2.9,2.9,2.9,7.6,0,10.6l-56.4,56.4\n\tc-2.9,2.9-7.6,2.9-10.6,0l-56.4-56.4c-2.9-2.9-2.9-7.6,0-10.6l56.4-56.4C73,100.5,77.7,100.5,80.7,103.4z\"\/>\n<\/svg>\n\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f171078 e-con-full e-flex e-con e-child\" data-id=\"f171078\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19e8bdd elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"19e8bdd\" 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\"><p>Cooperation doesn't run on intelligence alone<span style=\"font-size: 3.75rem;font-style: inherit\"><\/span><\/p><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d71c907 e-con-full e-flex e-con e-child\" data-id=\"d71c907\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-350a0ff elementor-align-left elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"350a0ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"http:\/\/zenergetic.eu\/en\/#kontakt\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-08ba156 e-flex e-con-boxed e-con e-parent\" data-id=\"08ba156\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b4a5c5c e-con-full e-flex e-con e-child\" data-id=\"b4a5c5c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fe6a048 elementor-widget elementor-widget-heading\" data-id=\"fe6a048\" 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<h2 class=\"elementor-heading-title elementor-size-default\">What if AI alignment didn't have to be enforced?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6edb829 e-con-full e-flex e-con e-child\" data-id=\"6edb829\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3207e2b elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"3207e2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Stanford&#8217;s 2026 AI Index found that frontier models gained 30 percentage points in a single year on Humanity&#8217;s Last Exam \u2014 a benchmark built to be hard for AI and favorable to human experts.<\/p><p>Alignment needs to keep up with capabilities if we\u2019re to stay in control, prevent bad actors from turning the same technology that could cure cancer into a bioweapon, and make sure AI serves society as a whole, not just a subset of it.\u00a0<\/p><p>The tension between pacing and racing has no easy resolution when the same capabilities are both offensive and defensive. The tools the industry has built are serious. The ceiling they keep hitting is a structural property of every approach.\u00a0<\/p><p>Every one of them works on the same substrate: intelligence. Alignment work focuses on constraining it.\u00a0<\/p><p>Meanwhile, the capability that cooperation actually runs on has received a fraction of the attention. What if that&#8217;s the missing piece?<\/p><p>This series follows that thread. The last piece is a <a href=\"https:\/\/zenergetic.eu\/en\/raising-the-ceiling\/\"><b>proposal for making alignment rational<\/b><\/a> &#8211; specific enough to be tested and wrong, with an MVP narrow enough to test the direction.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e4b46cf e-flex e-con-boxed e-con e-parent\" data-id=\"e4b46cf\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8262328 elementor-widget elementor-widget-presto_video\" data-id=\"8262328\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"presto_video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<!--presto-player:video_id=1--><figure class=\"wp-block-video presto-block-video  presto-provider-self-hosted\" style=\"--plyr-color-main: var(--presto-player-highlight-color, #6a8da4); --presto-player-logo-width: 150px; \">\n\t<presto-player \n\t\tpreset='{&quot;id&quot;:1,&quot;name&quot;:&quot;Default&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;icon&quot;:&quot;format-video&quot;,&quot;skin&quot;:&quot;modern&quot;,&quot;play-large&quot;:true,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;speed&quot;:false,&quot;pip&quot;:false,&quot;fullscreen&quot;:true,&quot;captions&quot;:false,&quot;reset_on_end&quot;:true,&quot;auto_hide&quot;:true,&quot;show_time_elapsed&quot;:false,&quot;captions_enabled&quot;:false,&quot;save_player_position&quot;:true,&quot;sticky_scroll&quot;:false,&quot;sticky_scroll_position&quot;:&quot;bottom right&quot;,&quot;on_video_end&quot;:&quot;select&quot;,&quot;play_video_viewport&quot;:false,&quot;hide_youtube&quot;:false,&quot;lazy_load_youtube&quot;:false,&quot;hide_logo&quot;:false,&quot;border_radius&quot;:0,&quot;caption_style&quot;:&quot;&quot;,&quot;caption_background&quot;:&quot;&quot;,&quot;is_locked&quot;:true,&quot;cta&quot;:[&quot;&quot;],&quot;watermark&quot;:[&quot;&quot;],&quot;search&quot;:[&quot;&quot;],&quot;email_collection&quot;:[&quot;&quot;],&quot;action_bar&quot;:[&quot;&quot;],&quot;created_by&quot;:2,&quot;created_at&quot;:&quot;2026-10-14 19:59:23&quot;,&quot;updated_at&quot;:&quot;2026-10-14 19:59:23&quot;,&quot;deleted_at&quot;:&quot;&quot;}'\n\t\tbranding='{&quot;color&quot;:&quot;#6a8da4&quot;,&quot;player_css&quot;:&quot;&quot;,&quot;logo_width&quot;:150}'\n\t\tchapters='[]'\n\t\toverlays='[]'\n\t\ttracks='[]'\n\t\tblock-attributes='{&quot;playsInline&quot;:true,&quot;autoplay&quot;:false,&quot;id&quot;:1,&quot;attachment_id&quot;:3397,&quot;src&quot;:&quot;https:\\\/\\\/zenergetic.eu\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/Raising_The_Ceiling_INTRO.mp4&quot;,&quot;preset&quot;:1,&quot;title&quot;:&quot;Raising_The_Ceiling_INTRO&quot;}'\n\t\tanalytics=''\n\t\tautomations\t\tprovider='self-hosted'\n\t\t\t\tid=\"presto-player-1\"\n\t\tsrc=\"https:\/\/zenergetic.eu\/wp-content\/uploads\/2026\/10\/Raising_The_Ceiling_INTRO.mp4\"\n\t\tmedia-title=\"Raising_The_Ceiling_INTRO\"\n\t\tcss=\"\"\n\t\tclass=\"presto-video-id-1 presto-preset-id-1 skin-modern\"\n\t\tskin=\"modern\" \n\t\ticon-url=\"https:\/\/zenergetic.eu\/wp-content\/plugins\/presto-player\/img\/sprite.svg\" \n\t\tpreload=\"\" \n\t\tposter=\"\"\n\t\tyoutube=\"{&quot;noCookie&quot;:false,&quot;channelId&quot;:&quot;&quot;,&quot;show_count&quot;:false}\"\n\t\tprovider-video-id=\"\"\n\t\tvideo-id=\"1\"\n\t\t\t\tvideo-attributes='{}'\n\t\tplaysinline\t\t\t\t>\n\t\t            <video controls preload=\"none\">\n            <source src=\"https:\/\/zenergetic.eu\/wp-content\/uploads\/2026\/10\/Raising_The_Ceiling_INTRO.mp4\" \/>\n        <\/video>\n    \n\n\t<\/presto-player>\n<\/figure>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9b82f1a e-flex e-con-boxed e-con e-parent\" data-id=\"9b82f1a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b0da1fd elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"b0da1fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Articles in the series:<\/p><ol><li><a href=\"https:\/\/zenergetic.eu\/en\/ai-agents-built-a-society-perfectly-safe-perfectly-worrying\/\">AI Agents Built A Society. Perfectly Safe. Perfectly Worrying.<\/a><\/li><li><a href=\"https:\/\/zenergetic.eu\/en\/the-safety-trap\/\">The Safety Trap<\/a><\/li><li><a href=\"https:\/\/zenergetic.eu\/en\/its-not-wrong\/\">It&#8217;s Not Wrong<\/a><\/li><li><a href=\"https:\/\/zenergetic.eu\/en\/history-doesnt-repeat-itself\/\">History Doesn&#8217;t Repeat Itself<\/a><\/li><li><a href=\"https:\/\/zenergetic.eu\/en\/raising-the-ceiling\/\"><strong>Raising The Ceiling. AI Alignment: from Constraint to Rationality<\/strong><\/a>\u00a0(the proposal)<\/li><\/ol><p>More about <a href=\"https:\/\/www.linkedin.com\/in\/agnieszkajorczyk\/\">my background<\/a>.<\/p><p>If you find something worth building, let&#8217;s talk.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee2db05 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ee2db05\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"http:\/\/zenergetic.eu\/en\/#kontakt\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Cooperation doesn&#8217;t run on intelligence alone Contact What if AI alignment didn&#8217;t have to be enforced? Stanford&#8217;s 2026 AI Index found that frontier models gained 30 percentage points in a single year on Humanity&#8217;s Last Exam \u2014 a benchmark built to be hard for AI and favorable to human experts. Alignment needs to keep up [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-3258","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Research - Zenergetic Advisory<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/zenergetic.eu\/en\/research\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Research - Zenergetic Advisory\" \/>\n<meta property=\"og:description\" content=\"Cooperation doesn&#8217;t run on intelligence alone Contact What if AI alignment didn&#8217;t have to be enforced? 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