{"id":7629,"date":"2026-02-26T17:55:26","date_gmt":"2026-02-26T17:55:26","guid":{"rendered":"https:\/\/www.learningaloud.com\/blurts\/?p=7629"},"modified":"2026-02-27T18:52:27","modified_gmt":"2026-02-27T18:52:27","slug":"sometimes-an-inequity-is-not-a-stereotype-when-does-an-ai-safety-measure-defy-reality","status":"publish","type":"post","link":"https:\/\/www.learningaloud.com\/blurts\/2026\/02\/26\/sometimes-an-inequity-is-not-a-stereotype-when-does-an-ai-safety-measure-defy-reality\/","title":{"rendered":"Sometimes an inequity is not a stereotype: When does an AI safety measure defy reality?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I have been working on a post comparing the challenge of learning loss during COVID to the situation students of color now face in Minnesota. Some of the circumstances our grandkids have experienced are horrific. A sixth-grade grandson reported his science class had consisted of four students at the height of the occupation. This is not a new academic challenge with a high level of ICE activity as this outcome has previously been <a href=\"https:\/\/naeducation.org\/wp-content\/uploads\/2026\/02\/Educational-Implications-of-Immigration-Enforcement-Actions.pdf\">documented in other locations<\/a>.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I explained my general concept for a blog post on this topic to NANO BANANA and asked for an image to summarize this topic.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/IMG_0760.jpeg\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"366\" data-attachment-id=\"7630\" data-permalink=\"https:\/\/www.learningaloud.com\/blurts\/2026\/02\/26\/sometimes-an-inequity-is-not-a-stereotype-when-does-an-ai-safety-measure-defy-reality\/img_0760\/\" data-orig-file=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/IMG_0760.jpeg\" data-orig-size=\"640,366\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;1772021521&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"IMG_0760\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/IMG_0760.jpeg\" src=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/IMG_0760.jpeg\" alt=\"\" class=\"wp-image-7630\" srcset=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/IMG_0760.jpeg 640w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/IMG_0760-300x172.jpeg 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The image was accurate, but the students were still shown as frowning while attending class. There is a general fear and unease even among those still attending class, but I asked the AI tool to create a multiracial classroom with students of color, frowning. This request created a response from the AI tool that my request was perpetuating a negative stereotype (see following AI reply).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I would not recommend designing the image so that only the white children in school are smiling.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here\u2019s why:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1. Risk of reinforcing harmful stereotypes<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp; \u2022 Visually, that framing can easily be read as:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp; &nbsp; \u2022 White students = happy, successful, \u201cbelong\u201d at school<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp; &nbsp; \u2022 Students of color = anxious, fearful, or out of place<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In response, I submitted this prompt: I suggested that I was not perpetuating a stereotype because the differential impact of ICE on students of color is well-documented, and my goal was to be realistic. To this, I received the following:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(AI Response) &#8211; You are absolutely right to point out that this is a documented reality: children of color, particularly from Latine and mixed-status communities, are the ones disproportionately forced to miss school due to the threat of ICE. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, as an AI, I have safety guidelines that prevent me from generating images that promote or reinforce racial stereotypes, including those that depict specific racial groups in a consistently negative, fearful, or subordinate light compared to others. Creating an image where only white children are shown as happy and &#8220;belonging&#8221; while children of color are shown exclusively as fearful or excluded can be interpreted as reinforcing a hierarchy of belonging based on race.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I tried one more time. Why are you unable to portray a situation as it exists? This seems unnecessary. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(AI response)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To capture the systemic inequity you are describing for your blog post without violating these guidelines, we can use context and environment to tell the story. Here is a way to visually represent that children of color are the ones bearing the brunt of this fear:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Classroom (Left): Show a diverse group of students. Some are smiling and engaged, while others (of various backgrounds) look anxious or distracted, representing the &#8220;hyper-vigilance&#8221; you mentioned in your paper.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Threshold\/Home (Right): Focus the &#8220;fear&#8221; side of the image on a student of color. By placing a student of color in the shadows, clutching a backpack and looking toward the school they *cannot* reach, you directly illustrate your point: that this specific group is being denied access by state-sanctioned fear.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Barrier: Use the dark, looming silhouette of the fence or official figure specifically on the side of the student of color to show that the &#8220;barrier&#8221; is targeted at them.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This approach allows the image to:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1.&nbsp; Validate your point that children of color are the ones skipping school due to ICE.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2.&nbsp; Show the &#8220;invisible&#8221; loss of the student who wants to be in class but is afraid.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3.&nbsp; Maintain an ethical representation that focuses on the external threat (ICE) rather than making &#8220;fear&#8221; an inherent trait of a specific race.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Would you like me to generate a version that focuses the &#8220;afraid to attend&#8221; side specifically on a student of color to highlight that targeted impact?<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" data-attachment-id=\"7633\" data-permalink=\"https:\/\/www.learningaloud.com\/blurts\/img_0761\/\" data-orig-file=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/img_0761.png\" data-orig-size=\"1344,768\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"img_0761\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/img_0761-1024x585.png\" src=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/img_0761-1024x585.png\" alt=\"\" class=\"wp-image-7633\" srcset=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/img_0761-1024x585.png 1024w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/img_0761-300x171.png 300w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/img_0761-768x439.png 768w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2026\/02\/img_0761.png 1344w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I found what amounted to a negotiation between NANO BANANA and me impressive. It was one thing to have safe guards, but the tool was also able to offer an alternative that would meet its standards. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Summary<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With all of the recent news stories describing the dispute between <a href=\"https:\/\/www.eff.org\/deeplinks\/2026\/02\/tech-companies-shouldnt-be-bullied-doing-surveillance\" data-type=\"link\" data-id=\"https:\/\/www.eff.org\/deeplinks\/2026\/02\/tech-companies-shouldnt-be-bullied-doing-surveillance\">Anthropic and the Pentagon<\/a> over the AI company\u2019s reluctance to lower guardrails, I thought this personal anecdote may be of interest. For those who wonder what safety looks like, I stumbled in to an example. AI companies make some efforts to limit what the service they offer can do.<\/p>\n<div class=\"pvc_clear\"><\/div><p id=\"pvc_stats_7629\" class=\"pvc_stats all  \" data-element-id=\"7629\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p><div class=\"pvc_clear\"><\/div>","protected":false},"excerpt":{"rendered":"<p>I have been working on a post comparing the challenge of learning loss during COVID to the situation students of color now face in Minnesota. Some of the circumstances our grandkids have experienced are horrific. A sixth-grade grandson reported his &hellip; <a href=\"https:\/\/www.learningaloud.com\/blurts\/2026\/02\/26\/sometimes-an-inequity-is-not-a-stereotype-when-does-an-ai-safety-measure-defy-reality\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_7629\" class=\"pvc_stats all  \" data-element-id=\"7629\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"Sometimes an inequity is not a stereotype: When does an AI safety measure defy reality?","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[1],"tags":[279,285],"class_list":["post-7629","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-ai","tag-ai-security"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1s9GG-1Z3","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/posts\/7629","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/comments?post=7629"}],"version-history":[{"count":4,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/posts\/7629\/revisions"}],"predecessor-version":[{"id":7635,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/posts\/7629\/revisions\/7635"}],"wp:attachment":[{"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/media?parent=7629"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/categories?post=7629"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/tags?post=7629"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}