{"id":2198,"date":"2025-06-05T00:39:09","date_gmt":"2025-06-04T22:39:09","guid":{"rendered":"https:\/\/implementi.ai\/2025\/06\/05\/no-more-guessing-why-your-llms-fail-anthropics-new-tool-pinpoints-exactly-whats-going-wrong\/"},"modified":"2025-06-05T00:39:09","modified_gmt":"2025-06-04T22:39:09","slug":"%e4%ba%ba%e7%b1%bb%e5%ad%a6%e7%9a%84%e6%96%b0%e5%b7%a5%e5%85%b7%e8%83%bd%e5%87%86%e7%a1%ae%e6%8c%87%e5%87%ba%e9%97%ae%e9%a2%98%e6%89%80%e5%9c%a8%ef%bc%8c%e8%80%8c%e6%97%a0%e9%9c%80%e5%86%8d%e7%8c%9c","status":"publish","type":"post","link":"https:\/\/implementi.ai\/zh\/2025\/06\/05\/no-more-guessing-why-your-llms-fail-anthropics-new-tool-pinpoints-exactly-whats-going-wrong\/","title":{"rendered":"\u4e0d\u7528\u518d\u731c\u6d4b\u6cd5\u5f8b\u7855\u58eb\u8003\u8bd5\u5931\u8d25\u7684\u539f\u56e0--Anthropic \u7684\u65b0\u5de5\u5177\u80fd\u51c6\u786e\u6307\u51fa\u95ee\u9898\u6240\u5728\u3002"},"content":{"rendered":"<p>\u5982\u679c\u8bf4\u6211\u4eec\u5bf9\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6709\u4ec0\u4e48\u4e86\u89e3\u7684\u8bdd\uff0c\u90a3\u5c31\u662f\u5b83\u975e\u5e38\u590d\u6742--\u590d\u6742\u5f97\u4ee4\u4eba\u751f\u754f\u3002\u7834\u8bd1\u4eba\u5de5\u667a\u80fd\u7684\u673a\u5236\u548c\u529f\u80fd\u5f80\u5f80\u5c31\u50cf\u8bd5\u56fe\u7834\u89e3\u795e\u79d8\u7684\u5bc6\u7801\u5b66\u3002\u8fd9\u6b63\u662f Anthropic \u7684\u4f18\u52bf\u6240\u5728\u3002\u8fd9\u5bb6\u5f00\u521b\u6027\u7684\u4f01\u4e1a\u5f00\u53d1\u51fa\u4e86\u4e00\u79cd\u5de7\u5999\u7684\u5de5\u5177\uff0c\u65e8\u5728\u63ed\u5f00\u4eba\u5de5\u667a\u80fd\u64cd\u4f5c\u7684\u795e\u79d8\u9762\u7eb1\uff1a\u4e00\u79cd\u5f00\u6e90\u7684\u7535\u8def\u8ffd\u8e2a\u5de5\u5177\u3002\u8fd9\u4e00\u9769\u547d\u6027\u7684\u7cfb\u7edf\u4e3a\u5f00\u53d1\u4eba\u5458\u8c03\u8bd5\u3001\u4f18\u5316\u548c\u63a7\u5236\u4eba\u5de5\u667a\u80fd\u94fa\u5e73\u4e86\u9053\u8def\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u5e94\u7528\u7a0b\u5e8f\u7684\u53ef\u9760\u6027\u548c\u4fe1\u4efb\u5ea6\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u662f\u4ec0\u4e48\u8ba9\u8fd9\u6b3e\u5de5\u5177\u5728\u6d69\u701a\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u9886\u57df\u8131\u9896\u800c\u51fa\u5462\uff1f\u60f3\u8c61\u4e00\u4e0b\uff1a\u5f00\u53d1\u4eba\u5458\u65e0\u9700\u731c\u6d4b\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u884c\u4e3a\u4e3a\u4f55\u4e0e\u9884\u671f\u4e0d\u7b26\uff0c\u800c\u662f\u53ef\u4ee5\u4f7f\u7528\u7535\u8def\u8ddf\u8e2a\u5de5\u5177\u7cbe\u786e\u5730\u627e\u51fa\u95ee\u9898\u6240\u5728\u3002\u518d\u4e5f\u4e0d\u7528\u5728\u9519\u7efc\u590d\u6742\u7684\u4ee3\u7801\u4e2d\u5bfb\u627e\u96be\u4ee5\u6349\u6478\u7684\u9519\u8bef\u6216\u602a\u7656\u4e86\u3002\u8be5\u5de5\u5177\u63ed\u793a\u4e86\u4e00\u79cd\u65b0\u53d1\u73b0\u7684\u900f\u660e\u5ea6\uff0c\u8ba9\u4eba\u4eec\u6df1\u5165\u4e86\u89e3\u8be6\u7ec6\u7684\u8ba1\u7b97\u8fc7\u7a0b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u7684\u8f93\u5165\u8f93\u51fa\u5411\u5bfc\u3002<\/p>\n<h3>\u63ed\u5f00\u4eba\u5de5\u667a\u80fd\u4e4b\u8c1c<\/h3>\n<p>\u5f00\u53d1\u4eba\u5458\u5728\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u65f6\u7ecf\u5e38\u4f1a\u9047\u5230\u7684\u96be\u9898\u662f\uff0c\u5982\u4f55\u51c6\u786e\u7406\u89e3\u5b83\u662f\u5982\u4f55\u505a\u51fa\u51b3\u7b56\u7684\u3002\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u88ab\u51a0\u4ee5 \"\u9ed1\u76d2\u5b50 \"\u7684\u6076\u540d\uff0c\u56e0\u4e3a\u5b83\u4eec\u5de7\u5999\u7684\u51b3\u7b56\u8fc7\u7a0b\u51e0\u4e4e\u96be\u4ee5\u6349\u6478\u3002Anthropic \u7684\u5f00\u6e90\u7535\u8def\u8ffd\u8e2a\u5de5\u5177\u6539\u53d8\u4e86\u8fd9\u4e00\u8bf4\u6cd5\uff0c\u5f00\u521b\u4e86\u53ef\u89e3\u91ca\u4eba\u5de5\u667a\u80fd\u7684\u65b0\u65f6\u4ee3\u3002<\/p>\n<p>\u5b83\u5de7\u5999\u5730\u8ffd\u8e2a\u4e86\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e2d\u7684\u5404\u5c42\u795e\u7ecf\u5143\uff0c\u63ed\u793a\u4e86\u76f8\u5173\u8282\u70b9\uff0c\u5e76\u89e3\u91ca\u4e86\u4e0d\u540c\u7684\u8f93\u5165\u5982\u4f55\u5f71\u54cd\u6700\u7ec8\u7684\u8f93\u51fa\u3002\u7531\u6b64\u4ea7\u751f\u7684\u6e05\u6670\u5ea6\u6253\u7834\u4e86\u901a\u5e38\u7b3c\u7f69\u5728\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e0a\u7684\u4e0d\u900f\u660e\u5c4f\u969c\uff0c\u4f7f\u5b83\u4eec\u53d8\u5f97\u53ef\u89e3\u91ca\u3001\u66f4\u6613\u7ba1\u7406\u3002<\/p>\n<h3>\u5f15\u5bfc\u4eba\u5de5\u667a\u80fd\u671d\u6b63\u786e\u65b9\u5411\u53d1\u5c55<\/h3>\n<p>\u8fd9\u4e00\u5de5\u5177\u4e0d\u4ec5\u80fd\u8ba9\u5f00\u53d1\u4eba\u5458\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u8fd9\u4e9b\u590d\u6742\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5185\u90e8\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u8fd8\u80fd\u8ba9\u4ed6\u4eec\u5f15\u5bfc\u6a21\u578b\u5b9e\u73b0\u7406\u60f3\u7684\u7ed3\u679c\u3002\u5b83\u6240\u63d0\u4f9b\u7684\u7cbe\u7ec6\u63a7\u5236\u548c\u53ef\u89c6\u6027\u4f7f\u5f00\u53d1\u4eba\u5458\u6709\u529e\u6cd5\u8ba9\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u884c\u4e3a\u4e0e\u6700\u521d\u7684\u610f\u56fe\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<p>\u8fd9\u79cd\u9ad8\u6548\u7684\u8c03\u8bd5\u529f\u80fd\u4f7f\u7528\u6237\u65e0\u9700\u5728\u540e\u671f\u8fdb\u884c\u56de\u6eaf\u6216\u4fee\u8865\u610f\u5916\u9519\u8bef\u3002\u901a\u8fc7\u4ece\u4e00\u5f00\u59cb\u5c31\u4fc3\u8fdb\u5f39\u6027\u5e94\u7528\u7a0b\u5e8f\u7684\u521b\u5efa\uff0c\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u53ef\u4ee5\u8282\u7701\u65f6\u95f4\u3001\u8d44\u6e90\u548c\u9ebb\u70e6\u3002<\/p>\n<p>\u8fd9\u6837\u7684\u5de5\u5177\u80fd\u8ba9\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u4eba\u5458\u5bf9\u624b\u5934\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6709\u4e00\u4e2a\u5168\u9762\u7684\u4e86\u89e3\uff0c\u8ba9\u4ed6\u4eec\u6709\u4fe1\u5fc3\u5b8c\u5168\u62e5\u62b1\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\uff0c\u800c\u4e0d\u662f\u5bb3\u6015\u5b83\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u3002\u8fd9\u6837\u5c31\u80fd\u5f00\u53d1\u51fa\u503c\u5f97\u7528\u6237\u4fe1\u8d56\u7684\u53ef\u9760\u5e94\u7528\uff0c\u5f00\u521b\u503c\u5f97\u4fe1\u8d56\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u65b0\u65f6\u4ee3\u3002<\/p>\n<p>\u5229\u7528 Anthropic \u7684\u5f00\u6e90\u7535\u8def\u8ddf\u8e2a\u5de5\u5177\u8fdb\u5165\u53ef\u89e3\u91ca\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u6807\u5fd7\u7740\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5f00\u53d1\u9886\u57df\u5f00\u59cb\u53d1\u751f\u91cd\u5927\u8f6c\u53d8\u3002\u5b83\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u6548\u7387\u548c\u53ef\u9760\u6027\uff0c\u8fd8\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u4e86\u5bf9\u8fd9\u4e9b\u590d\u6742\u67b6\u6784\u7684\u66f4\u5927\u63a7\u5236\u6743\u3002\u5b83\u6709\u6548\u5730\u5b9e\u73b0\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u6c11\u4e3b\u5316\uff0c\u8ba9\u90a3\u4e9b\u5e0c\u671b\u5229\u7528\u4eba\u5de5\u667a\u80fd\u5de8\u5927\u5a01\u529b\u7684\u4eba\u66f4\u5bb9\u6613\u83b7\u5f97\u3001\u7406\u89e3\u548c\u5229\u7528\u4eba\u5de5\u667a\u80fd\u3002<\/p>\n<p style=\"text-align: right;\"><a href=\"https:\/\/venturebeat.com\/ai\/stop-guessing-why-your-llms-break-anthropics-new-tool-shows-you-exactly-what-goes-wrong\/\" target=\"_blank\" rel=\"noopener\">\u539f\u6587<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>If there&#8217;s one thing we know about artificial intelligence (AI), it&#8217;s that it&#8217;s complex \u2013 intimidatingly so. Deciphering its mechanisms and functionalities can often mimic the process of trying to decode enigmatic cryptography. That&#8217;s where Anthropic steps in. This trailblazing venture has developed an ingenious instrument designed to demystify AI operations: an open-source circuit tracing tool. This revolutionary system paves [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2199,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[26],"tags":[],"class_list":["post-2198","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automation"],"featured_image_src":"https:\/\/implementi.ai\/wp-content\/uploads\/2025\/06\/2198-1024x683.png","blog_images":{"medium":"https:\/\/implementi.ai\/wp-content\/uploads\/2025\/06\/2198-300x200.png","large":"https:\/\/implementi.ai\/wp-content\/uploads\/2025\/06\/2198-1024x683.png"},"ams_acf":[],"jetpack_featured_media_url":"https:\/\/implementi.ai\/wp-content\/uploads\/2025\/06\/2198.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/posts\/2198","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/comments?post=2198"}],"version-history":[{"count":0,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/posts\/2198\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/media\/2199"}],"wp:attachment":[{"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/media?parent=2198"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/categories?post=2198"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/implementi.ai\/zh\/wp-json\/wp\/v2\/tags?post=2198"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}