{"id":235460,"date":"2026-06-23T00:12:00","date_gmt":"2026-06-23T04:12:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/06\/23\/ai-as-arbitrary-intelligence-the-regulatory-review\/"},"modified":"2026-06-23T01:20:20","modified_gmt":"2026-06-23T05:20:20","slug":"ai-as-arbitrary-intelligence-the-regulatory-review","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/06\/23\/ai-as-arbitrary-intelligence-the-regulatory-review\/","title":{"rendered":"AI as \u201cArbitrary\u201d Intelligence | The Regulatory Review"},"content":{"rendered":"<p><a href=\"https:\/\/www.theregreview.org\/2026\/06\/23\/salem-ai-as-arbitrary-intelligence\/\">AI as \u201cArbitrary\u201d Intelligence | The Regulatory Review<\/a><\/p>\n<p><a href=\"https:\/\/www.theregreview.org\/2026\/06\/23\/salem-ai-as-arbitrary-intelligence\/\">https:\/\/www.theregreview.org\/2026\/06\/23\/salem-ai-as-arbitrary-intelligence\/<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-06-23 00:12:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.theregreview.org\">www.theregreview.org<\/a><\/p>\n<p>Here are key points from the article regarding the growing use of AI by federal agencies and the challenges it presents to judicial review:<\/p>\n<ul>\n<li>\n<p><strong>Growing Use of AI<\/strong>: Federal agencies have seen a significant increase in the use of AI tools, especially generative AI, raising concerns about how these decisions can be adequately reviewed.<\/p>\n<\/li>\n<li>\n<p><strong>Failures and Bias<\/strong>: Cases like the faulty algorithm in Arkansas highlight risks of systematic errors and gender bias in AI models, impacting substantial portions of the population.<\/p>\n<\/li>\n<li>\n<p><strong>Administrative Law Challenges<\/strong>: Judges struggle to review AI-driven agency decisions due to the &#8220;black box&#8221; nature, where it&#8217;s difficult to determine the actual decision-making process.<\/p>\n<\/li>\n<li>\n<p><strong>Improper Factors<\/strong>: AI could lead agencies to rely on improper factors that Congress didn&#8217;t intend to be considered, potentially leading to arbitrary and capricious decision-making.<\/p>\n<\/li>\n<li>\n<p><strong>Third-party Data Risks<\/strong>: AI models trained on commercial third-party data could inadvertently factor in unwanted influences like social media posts and unwanted biases.<\/p>\n<\/li>\n<li>\n<p><strong>Outsourcing and Data Integrity<\/strong>: Often, agencies outsource AI development, which can obscure the integrity of the model&#8217;s training data and decision factors.<\/p>\n<\/li>\n<li>\n<p><strong>Comparison to Human Review<\/strong>: Courts already face challenges reviewing human decision-making but have workarounds that may not apply directly to AI due to AI&#8217;s unique features and lack of institutional safeguards.<\/p>\n<\/li>\n<li>\n<p><strong>Institutional Safeguards Non-applicability<\/strong>: Unlike human decision-makers in agencies, AI lacks the same institutional safeguards designed to promote accountability and evidence-based decision-making.<\/p>\n<\/li>\n<li>\n<p><strong>Legal Precedents and Analogies<\/strong>: Though AI introduces unprecedented challenges, issues from outsourcing government functions to third parties may offer useful analogs for addressing AI-related oversight under administrative law.<\/p>\n<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI as \u201cArbitrary\u201d Intelligence | The Regulatory Review https:\/\/www.theregreview.org\/2026\/06\/23\/salem-ai-as-arbitrary-intelligence\/ Publish Date: 2026-06-23 00:12:00 Source Domain:&#8230;<\/p>\n","protected":false},"author":1,"featured_media":235461,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/www.theregreview.org\/wp-content\/uploads\/2026\/06\/arvind2148113350.jpg","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[19],"class_list":["post-235460","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-generative-ai"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/235460"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=235460"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/235460\/revisions"}],"predecessor-version":[{"id":235462,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/235460\/revisions\/235462"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/235461"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=235460"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=235460"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=235460"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}