{"id":408,"date":"2026-01-04T00:34:19","date_gmt":"2026-01-04T00:34:19","guid":{"rendered":"https:\/\/braininspiredrobotics.com\/?p=408"},"modified":"2026-01-04T00:36:19","modified_gmt":"2026-01-04T00:36:19","slug":"how-to-leverage-insights-from-neuroscience-to-build-adaptive-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/braininspiredrobotics.com\/?p=408","title":{"rendered":"How to leverage insights from neuroscience to build adaptive artificial intelligence?"},"content":{"rendered":"<p style=\"text-align: justify;\">Mackenzie Weygandt Mathis. <a href=\"https:\/\/www.nature.com\/articles\/s41593-025-02169-w\"><strong>Leveraging insights from neuroscience to build adaptive artificial intelligence<\/strong><\/a>. Nature Neuroscience (2025). https:\/\/doi.org\/10.1038\/s41593-025-02169-w<\/p>\n<p style=\"text-align: justify;\">Abstract<br \/>\n&#8220;<strong><span style=\"color: #ff0000;\">Biological intelligence is inherently adaptive\u2014animals continually adjust their actions in response to environmental feedback<\/span><\/strong>. However, creating adaptive artificial intelligence (AI) remains a major challenge. <strong><span style=\"color: #ff0000;\">The next frontier is to go beyond traditional AI to develop \u2018adaptive intelligence\u2019<\/span><\/strong>, defined here as harnessing insights from biological intelligence to build agents that <strong><span style=\"color: #ff0000;\">can learn online, generalize and rapidly adapt to changes in their environment<\/span><\/strong>. Recent advances in neuroscience offer inspiration through studies that increasingly focus on <strong><span style=\"color: #ff0000;\">how animals naturally learn and adapt their models of the world<\/span><\/strong>. This Perspective reviews the behavioral and neural foundations of adaptive biological intelligence, examines parallel progress in AI, and explores brain-inspired approaches for building more adaptive algorithms.&#8221;<\/p>\n<p style=\"text-align: justify;\">Mathis, M.W. <a href=\"https:\/\/www.nature.com\/articles\/s41593-025-02169-w\"><strong>Leveraging insights from neuroscience to build adaptive artificial intelligence<\/strong><\/a>. Nat Neurosci (2025). https:\/\/doi.org\/10.1038\/s41593-025-02169-w<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mackenzie Weygandt Mathis. Leveraging insights from neuroscience to build adaptive artificial intelligence. Nature Neuroscience (2025). https:\/\/doi.org\/10.1038\/s41593-025-02169-w Abstract &#8220;Biological intelligence is inherently adaptive\u2014animals continually adjust their actions in response to environmental feedback. However, creating adaptive artificial intelligence (AI) remains a major challenge. The next frontier is to go beyond traditional AI to develop \u2018adaptive intelligence\u2019, defined [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[107,6],"tags":[131,132],"class_list":["post-408","post","type-post","status-publish","format-standard","hentry","category-natural-intelligence","category-neuromorphic-intelligence","tag-adaptive-ai","tag-brain-inspired-ai"],"_links":{"self":[{"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/posts\/408","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=408"}],"version-history":[{"count":3,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/posts\/408\/revisions"}],"predecessor-version":[{"id":411,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/posts\/408\/revisions\/411"}],"wp:attachment":[{"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=408"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=408"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=408"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}