{"id":216981,"date":"2026-05-20T02:26:00","date_gmt":"2026-05-20T06:26:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/20\/new-ai-scientists-are-improving-but-reveal-their-fundamental-limits\/"},"modified":"2026-05-20T03:35:11","modified_gmt":"2026-05-20T07:35:11","slug":"new-ai-scientists-are-improving-but-reveal-their-fundamental-limits","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/20\/new-ai-scientists-are-improving-but-reveal-their-fundamental-limits\/","title":{"rendered":"New \u2018AI scientists\u2019 are improving \u2013 but reveal their fundamental limits"},"content":{"rendered":"<p><a href=\"https:\/\/theconversation.com\/new-ai-scientists-are-improving-but-reveal-their-fundamental-limits-283281\">New \u2018AI scientists\u2019 are improving \u2013 but reveal their fundamental limits<\/a><\/p>\n<p><a href=\"https:\/\/theconversation.com\/new-ai-scientists-are-improving-but-reveal-their-fundamental-limits-283281\">https:\/\/theconversation.com\/new-ai-scientists-are-improving-but-reveal-their-fundamental-limits-283281<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-05-20 02:26:00<\/a><\/p>\n<p>Source Domain: <a href=\"theconversation.com\">theconversation.com<\/a><\/p>\n<ul>\n<li>\n<p><strong>Specialised Connections in Science<\/strong>: Exciting scientific discoveries often require combining highly specialised knowledge with broad reasoning strategies, making connections between seemingly unrelated facts.<\/p>\n<\/li>\n<li>\n<p><strong>AI in Scientific Research<\/strong>: Artificial intelligence is increasingly being used to support scientific research by helping generate ideas, review existing work, and analyse data.<\/p>\n<\/li>\n<li>\n<p><strong>Language Model Use<\/strong>: New AI systems use large language models to allow scientists to interact naturally with vast bodies of scientific literature, enhancing the discovery process.<\/p>\n<\/li>\n<li>\n<p><strong>Limitations of Language-Based AI<\/strong>: While language-based AI can interact with textual scientific knowledge, it struggles with the precise and specific nature of scientific reasoning and the complexity of natural systems.<\/p>\n<\/li>\n<li>\n<p><strong>AI Systems in Development<\/strong>: Two new AI systems, Robin and Co-Scientist, aim to assist scientists more effectively in the discovery process by using multi-agent architectures capable of performing specific scientific tasks.<\/p>\n<\/li>\n<li>\n<p><strong>Impacts on Scientific Ecosystem<\/strong>: Initial concerns about how AI is impacting the scientific ecosystem are validated, showing mixed results in terms of paper quality and peer review standards.<\/p>\n<\/li>\n<li>\n<p><strong>AI Collaboration for Drug Repurposing<\/strong>: Robin and Co-Scientist have shown promise in drug repurposing tasks by identifying drug candidates, although they rely on human input for validation and testing.<\/p>\n<\/li>\n<li>\n<p><strong>Future of AI in Science<\/strong>: The next generation of AI models seeks to combine strengths from both data-driven and language-based approaches to ground scientific reasoning in structured knowledge, bridging the gap between words and the complexities of scientific phenomena.<\/p>\n<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>New \u2018AI scientists\u2019 are improving \u2013 but reveal their fundamental limits https:\/\/theconversation.com\/new-ai-scientists-are-improving-but-reveal-their-fundamental-limits-283281 Publish Date: 2026-05-20&#8230;<\/p>\n","protected":false},"author":1,"featured_media":216982,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/images.theconversation.com\/files\/736962\/original\/file-20260520-71-cx9h3q.jpg?ixlib=rb-4.1.0&rect=0%2C513%2C4960%2C2480&q=45&auto=format&w=1356&h=668&fit=crop","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[20],"class_list":["post-216981","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/216981"}],"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=216981"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/216981\/revisions"}],"predecessor-version":[{"id":216983,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/216981\/revisions\/216983"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/216982"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=216981"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=216981"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=216981"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}