{"id":189850,"date":"2026-02-23T08:00:00","date_gmt":"2026-02-23T13:00:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/02\/23\/regulation-of-clinical-artificial-intelligence-ai-in-the-age-of-agents-unconfined-non-deterministic-clinical-software-undcs-systems-for-healthcare\/"},"modified":"2026-02-23T08:10:11","modified_gmt":"2026-02-23T13:10:11","slug":"regulation-of-clinical-artificial-intelligence-ai-in-the-age-of-agents-unconfined-non-deterministic-clinical-software-undcs-systems-for-healthcare","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/02\/23\/regulation-of-clinical-artificial-intelligence-ai-in-the-age-of-agents-unconfined-non-deterministic-clinical-software-undcs-systems-for-healthcare\/","title":{"rendered":"Regulation of clinical Artificial Intelligence (AI) in the Age of Agents: Unconfined Non-Deterministic Clinical Software (UNDCS) systems for healthcare"},"content":{"rendered":"<p><a href=\"https:\/\/www.nature.com\/articles\/s41746-026-02420-z\">Regulation of clinical Artificial Intelligence (AI) in the Age of Agents: Unconfined Non-Deterministic Clinical Software (UNDCS) systems for healthcare<\/a><\/p>\n<p><a href=\"https:\/\/www.nature.com\/articles\/s41746-026-02420-z\">https:\/\/www.nature.com\/articles\/s41746-026-02420-z<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-02-23 08:00:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.nature.com\">www.nature.com<\/a><\/p>\n<ul>\n<li>The authors call for refined regulations for Low-Level Machine (LLM) Clinical Decision Support (CDS) criteria, focusing on clinician and non-clinician end-users.<\/li>\n<li>The latest FDA Software as a Medical Device (SaMD) guidelines now include these considerations, aligning with international regulatory frameworks.<\/li>\n<li>All CDSS, whether Generative AI or LLM-based, fall under the current SaMD guidelines. The 2025 update refines compliance requirements based on intended use and end-users.<\/li>\n<li>A debate exists regarding whether new regulations are needed for generalized CDSS which are not tied to specific clinical indications. This depends on distinguishing between confined (pre-LLM) and unconfined AI systems.<\/li>\n<li>Unconfined AI systems, like LLMs, operate across wide semantic spaces leading to risks like error and &#8220;hallucinations&#8221; which are challenging to regulate with existing frameworks.<\/li>\n<li>The article suggests the need for a new category of regulations for novel, non-deterministic clinical software solutions developed using LLMs or other AI techniques, termed unconfined non-deterministic clinical software (UNDCS).<\/li>\n<li>New regulations may include safeguards like red teaming, guardrails, agent-agent moderation, and confined retrieval-augmented generation (RAG) to mitigate the unique risks of UNDCS.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Regulation of clinical Artificial Intelligence (AI) in the Age of Agents: Unconfined Non-Deterministic Clinical Software&#8230;<\/p>\n","protected":false},"author":1,"featured_media":189851,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.springernature.com\/m685\/springer-static\/image\/art%3A10.1038%2Fs41746-026-02420-z\/MediaObjects\/41746_2026_2420_Fig1_HTML.png","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[20,19,17],"class_list":["post-189850","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-artificial-intelligence","tag-generative-ai","tag-llm"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/189850"}],"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=189850"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/189850\/revisions"}],"predecessor-version":[{"id":189852,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/189850\/revisions\/189852"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/189851"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=189850"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=189850"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=189850"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}