{"id":1359,"date":"2025-11-10T08:32:57","date_gmt":"2025-11-10T08:32:57","guid":{"rendered":"https:\/\/juris-design.com\/?p=1359"},"modified":"2025-11-24T13:30:50","modified_gmt":"2025-11-24T13:30:50","slug":"ai-boundaries","status":"publish","type":"post","link":"https:\/\/juris-design.com\/eng\/ai-boundaries\/","title":{"rendered":"The Boundaries of Prohibited AI \u2013 Designing an 'Ethics-First' Biometric Policy"},"content":{"rendered":"<div class=\"wp-block-zolo-container container-5m2zw7wz alignfull zolo-root-container frontend zolo-block parent-container-5m2zw7wz\">\n<div class=\"wp-block-zolo-container container-tpofdi81 frontend zolo-block parent-container-tpofdi81\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-4bb6b22\" id=\"granice-zabranjenog-ai-dizajniranje-etika-prve-biometrijske-politike\" data-block-id=\"4bb6b22\"><style>.stk-4bb6b22 .stk-block-heading__text{font-size:40px !important;color:#000000 !important;line-height:55px !important;font-family:\"GFS Didot\", Sans-serif !important;}@media screen and (max-width: 1023px){.stk-4bb6b22 .stk-block-heading__text{font-size:32px !important;line-height:40px !important;}}<\/style><h1 class=\"stk-block-heading__text has-text-color\">The Boundaries of Prohibited AI \u2013 Designing an 'Ethics-First' Biometric Policy<\/h1><\/div>\n\n\n\n<div class=\"wp-block-zolo-container container-6nt68va1 alignfull zolo-root-container frontend zolo-block parent-container-6nt68va1\">\n<div class=\"wp-block-zolo-container container-an0f85sp frontend zolo-block parent-container-an0f85sp\">\n<div class=\"wp-block-zolo-advanced-image advanced-image-4zmgqbs2 zolo-block parent-advanced-image-4zmgqbs2\"><div class=\"zolo-image-block-wrap no-mask\"><div class=\"zolo-image-block-inner\"><div class=\"zolo-img-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"266\" class=\"zolo-img wp-image-1358\" src=\"https:\/\/juris-design.com\/wp-content\/uploads\/2025\/11\/Blog-13-Image-300x266.jpg\" alt=\"\" srcset=\"https:\/\/juris-design.com\/wp-content\/uploads\/2025\/11\/Blog-13-Image-300x266.jpg 300w, https:\/\/juris-design.com\/wp-content\/uploads\/2025\/11\/Blog-13-Image-1024x908.jpg 1024w, https:\/\/juris-design.com\/wp-content\/uploads\/2025\/11\/Blog-13-Image-768x681.jpg 768w, https:\/\/juris-design.com\/wp-content\/uploads\/2025\/11\/Blog-13-Image-14x12.jpg 14w, https:\/\/juris-design.com\/wp-content\/uploads\/2025\/11\/Blog-13-Image.jpg 1275w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div><\/div><\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-zolo-container container-0jdbs05q frontend zolo-block parent-container-0jdbs05q\">\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-c626649\" data-block-id=\"c626649\"><style>.stk-c626649 .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-c626649 .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">The EU AI Act introduces the principle of \u201cUnacceptable Risk\u201d, categorically prohibiting AI systems that manipulate human behavior or endanger fundamental rights (such as social scoring or, in most cases, real-time biometric identification in public space). For companies developing AI (e.g., hiring tools, monitoring systems), the most critical task is legal prevention: they must prove that their system does not cross the fine line that leads into the Red Zone (Prohibited).<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-3d2035c\" data-block-id=\"3d2035c\"><style>.stk-3d2035c {margin-bottom:nullpx !important;}.stk-3d2035c .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-3d2035c .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">LDT and Legal Tech are essential here for transforming abstract legal prohibitions into concrete, operational barriers against unethical application.<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-4157cfc\" data-block-id=\"4157cfc\"><style>.stk-4157cfc .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-4157cfc .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">The line between permitted and criminal behavior.<\/p><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-32f2056\" data-block-id=\"32f2056\"><style>.stk-32f2056 .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-32f2056 .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">The risk is twofold and extremely high:<\/p><\/div>\n\n\n\n<ul class=\"custom-list\">\n\n   <li>Legal Risk: Violating prohibited practices leads to the highest penalties (up to 7% of global turnover) and potentially criminal liability.<\/li>\n\n\n  <li>Reputational Risk: Discovering that an AI system discriminates or violates user privacy destroys investor trust (e.g., New York) and regulatory trust (e.g., Geneva).<\/li>\n\n<\/ul>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-7b1329f\" data-block-id=\"7b1329f\"><style>.stk-7b1329f .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-7b1329f .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">The problem is that AI engineers do not read legal regulations. LDT must visually convey the legal boundary to the people actually coding the system.<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-788d5db\" data-block-id=\"788d5db\"><style>.stk-788d5db {margin-bottom:nullpx !important;}.stk-788d5db .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-788d5db .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\"><strong>LDT: Designing an Ethics-First Control Dashboard<\/strong><\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-8d4e12a\" data-block-id=\"8d4e12a\"><style>.stk-8d4e12a {margin-bottom:nullpx !important;}.stk-8d4e12a .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-8d4e12a .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">LDT is used to create tools that function as the first line of ethical defense for engineering and product teams.<\/p><\/div>\n\n\n\n<ul class=\"custom-list\">\n\n   <li><b>Visual Forbidden Zone Flowchart:<\/b><br> \n          A mandatory visual decision-flow diagram is created that the team must complete before development begins. Questions are shown graphically and logically lead to a clear outcome:<br>\n          Does the AI system categorize people by race\/religion? (YES) STOP (Unacceptable Risk).<br>\n          The goal: Visually embed legal prohibitions into the engineering workflow, eliminating ignorance as an excuse.\n\n   <\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-4efa560\" data-block-id=\"4efa560\"><style>.stk-4efa560 .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-4efa560 .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">Bias Testing &amp; Mitigation Dashboard:<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-4ba7b00\" data-block-id=\"4ba7b00\"><style>.stk-4ba7b00 .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-4ba7b00 .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">LDT designs a control dashboard that visually displays bias-test results with metrics and charts (e.g., whether hiring decisions produced by the algorithm disproportionately disadvantage a protected demographic group).<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-3167078\" data-block-id=\"3167078\"><style>.stk-3167078 .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-3167078 .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">Regulators are provided visual proof of active bias mitigation, which is critical to defending against discrimination lawsuits.<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-7eb9938\" data-block-id=\"7eb9938\"><style>.stk-7eb9938 .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-7eb9938 .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\"><strong>Biometric Compliance Protocol (Visuals):<\/strong><\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-489da0a\" data-block-id=\"489da0a\"><style>.stk-489da0a .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-489da0a .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">For AI systems using biometric data in permitted scenarios (e.g., authentication), LDT is used to design a visual protocol for de-identification. It visually shows how and when biometric data is deleted or anonymized, ensuring compliance with both GDPR and the AI Act.<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-f45886c\" data-block-id=\"f45886c\"><style>.stk-f45886c .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-f45886c .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">LDT is critical because it allows global companies to actively protect human rights and avoid the regulatory traps of the EU AI Act.<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-4c42648\" data-block-id=\"4c42648\"><style>.stk-4c42648 .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-4c42648 .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\">By designing an Ethics-First control system, you ensure AI is reliable, ethical, and\u2014most importantly\u2014legally safe for global deployment.<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-19027a3\" data-block-id=\"19027a3\"><style>.stk-19027a3 .stk-block-text__text{font-size:16px !important;color:#000000d1 !important;}@media screen and (max-width: 1023px){.stk-19027a3 .stk-block-text__text{font-size:16px !important;}}<\/style><p class=\"stk-block-text__text has-text-color has-text-align-justify-mobile\"><strong>Does your AI team fully understand the legal cost of crossing the \u201cUnacceptable Risk\u201d boundary?<\/strong><\/p><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-zolo-container container-nyrp561f custom_width zolo-root-container frontend zolo-block parent-container-nyrp561f\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-0d2898d\" id=\"ostali-blogovi\" data-block-id=\"0d2898d\"><style>.stk-0d2898d {margin-bottom:var(--stk--preset--spacing--30, 20px) !important;}.stk-0d2898d .stk-block-heading__text{font-size:32px !important;color:#3e4b4c !important;line-height:32px !important;font-family:\"GFS Didot\", Sans-serif !important;}@media screen and (max-width: 1023px){.stk-0d2898d .stk-block-heading__text{font-size:32px !important;}}<\/style><h2 class=\"stk-block-heading__text has-text-color has-text-align-left\">Other blogs<\/h2><\/div>\n\n\n<div class=\"wp-block-zolo-post-grid zolo-block post-grid-jnh230ie parent-post-grid-jnh230ie\"\t>\n\t\n\t<div class=\"post-grid-jnh230ie zolo-post-grid-wrap zolo-post-style-4 zolo-block parent-post-grid-jnh230ie\"\n\t\t>\n\n\t\t\n\t\t<div class=\"zolo-post-content-wrap\">\n\t\t\t\t\t\t<div class=\"zolo-post-item\"><div class=\"zolo-post-image\"><a href=\"https:\/\/juris-design.com\/eng\/sad-protiv-izvrsne-vlasti\/\"><img decoding=\"async\" src=\"https:\/\/juris-design.com\/wp-content\/plugins\/zoloblocks\/assets\/images\/placeholder.svg\" alt=\"Vrhovni sud SAD protiv izvr\u0161ne vlasti: \u0161ta balkanski izvoznici moraju znati\"><\/a><div class=\"zolo-post-meta-box\">\n            <img alt='' src='https:\/\/secure.gravatar.com\/avatar\/ce974354c7b486b3b79133c76c70d8e7f900d3d96dc55c78414a5daffc048c18?s=50&#038;d=mm&#038;r=g' class='avatar avatar-50 photo' height='50' width='50' \/>\n            <div class=\"zolo-post-author-name\">\n\n                <span>Posted By<\/span>\n                <a href=\"https:\/\/juris-design.com\/eng\/author\/mehmed-mulaomerovic123gmail-com\/\" class=\"zolo-post-author-link\">Mehmed<\/a>\n            <\/div>\n        <\/div><\/div><div class=\"zolo-post-content\"><div class=\"zolo-post-inner-content\"><ul class=\"zolo-post-category\"><li><a href=\"https:\/\/juris-design.com\/eng\/category\/ldt\/\" title=\"Legal Design Thinking\">Legal Design Thinking<\/a><\/li><li><a href=\"https:\/\/juris-design.com\/eng\/category\/regional\/\" title=\"Regional\">Regional<\/a><\/li><\/ul><h3 class=\"zolo-post-title\">\n            <a href=\"https:\/\/juris-design.com\/eng\/sad-protiv-izvrsne-vlasti\/\" title=\"U.S. Supreme Court vs. the Executive Branch: what Balkan exporters need to know\">U.S. Supreme Court vs. the Executive Branch: what Balkan exporters need to know<\/a>\n\t\t\t\n        <\/h3><div class=\"zolo-post-desc\"> <p>Analysis of the decision Learning Resources, Inc. v. 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