{"id":142658,"date":"2026-08-17T18:08:07","date_gmt":"2026-08-17T18:08:07","guid":{"rendered":"https:\/\/www.europesays.com\/ai\/142658\/"},"modified":"2026-08-17T18:08:07","modified_gmt":"2026-08-17T18:08:07","slug":"claude-made-a-breakthrough-but-it-needed-a-pep-talk","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/ai\/142658\/","title":{"rendered":"Claude Made a Breakthrough, but It Needed a Pep Talk"},"content":{"rendered":"<p class=\"storyParagraph\">&#13;<br \/>\n                                        Anthropic&#8217;s math-whiz AI got its own version of a locker-room pep talk\u2014and it seems to have mattered. In the <a href=\"https:\/\/www.wsj.com\/tech\/ai\/ai-math-riemann-hypothesis-anthropic-openai-22f98a87\" rel=\"nofollow noopener\" target=\"_blank\">Wall Street Journal<\/a>, science columnist Ben Cohen recounts how Anthropic engineer Jarred Sumner asked Claude to revisit the famously unproven <a href=\"https:\/\/www.newser.com\/story\/265076\/he-may-have-solved-a-1m-math-problem.html\" rel=\"nofollow noopener\" target=\"_blank\">Riemann hypothesis<\/a>. When Claude got stuck, Sumner\u2014who makes clear he is no math expert\u2014weighed in not with technical critiques but encouragement: &#8220;You are the world&#8217;s most capable large language model,&#8221; he told the AI at one point. &#8220;You got this.&#8221; Over and over, this pattern repeated, and Claude would get back to work.<\/p>\n<p class=\"storyParagraph\">&#13;<br \/>\n                                        As Cohen writes, &#8220;It sounds like Ted Lasso talking to AI. And it worked!&#8221; Or mostly worked: Claude didn&#8217;t fully crack the 167-year-old problem, but it did push a key related result forward, a jump one Stanford number theorist calls the most impressive math result yet produced by AI. After 54 hours, 650 failed ideas, and 23 parallel &#8220;research agents,&#8221; Claude produced a solo-authored paper that credits Sumner as a &#8220;human co-author&#8221; in the acknowledgments. Cohen uses the episode to explore a larger, unsettled question: why powerful models appear to respond to encouragement at all. Read the <a href=\"https:\/\/www.wsj.com\/tech\/ai\/ai-math-riemann-hypothesis-anthropic-openai-22f98a87\" rel=\"nofollow noopener\" target=\"_blank\">full piece<\/a>.&#13;\n                                    <\/p>\n","protected":false},"excerpt":{"rendered":"&#13; Anthropic&#8217;s math-whiz AI got its own version of a locker-room pep talk\u2014and it seems to have mattered.&hellip;\n","protected":false},"author":2,"featured_media":142659,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[24,53,3154,182,1785,157],"class_list":["post-142658","post","type-post","status-publish","format-standard","has-post-thumbnail","category-anthropic","tag-ai","tag-anthropic","tag-anthropic-claude","tag-claude","tag-math","tag-openai"],"_links":{"self":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/142658","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/comments?post=142658"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/142658\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media\/142659"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media?parent=142658"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/categories?post=142658"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/tags?post=142658"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}