{"id":121939,"date":"2026-11-04T01:57:04","date_gmt":"2026-11-03T17:57:04","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/121939.html"},"modified":"2026-11-04T01:57:04","modified_gmt":"2026-11-03T17:57:04","slug":"ai-%e5%bc%80%e5%8f%91%e8%80%85%e6%97%a5%e6%8a%a5-%e7%ac%ac8%e6%9c%9f-claude-code-%e8%b4%a6%e5%8d%95%e5%a4%aa%e8%b4%b5%ef%bc%9frevolut-%e8%ae%a9%e5%ae%83%e5%8f%aa%e5%b9%b2%e4%be%8b%e5%a4%96","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/121939.html","title":{"rendered":"AI \u5f00\u53d1\u8005\u65e5\u62a5 \u7b2c8\u671f | Claude Code \u8d26\u5355\u592a\u8d35\uff1fRevolut \u8ba9\u5b83\u53ea\u5e72\u201c\u4f8b\u5916\u201d\u7684\u6d3b\uff0c\u5c0f\u56e2\u961f\u4e5f\u80fd\u6284\u7684\u5206\u6863\u6cd5"},"content":{"rendered":"<p>        \/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/<br \/>\n        #content_views .toc,<br \/>\n        \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/<br \/>\n        #content_views.markdown_views &gt; p:empty:has(+ .toc),<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty,<br \/>\n        \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/<br \/>\n        #content_views.htmledit_views #main-toc,<br \/>\n        #content_views.htmledit_views #hr-toc,<br \/>\n        #content_views.htmledit_views p[id*=\\&#8221;-toc\\&#8221;] {<br \/>\n          display: none !important;<br \/>\n        }<br \/>\n        \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/<br \/>\n        #content_views.markdown_views &gt; .toc + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + h4,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h4 {<br \/>\n          margin-top: 0 !important;<br \/>\n        }<\/p>\n<p>\u5148\u8bf4\u7ed3\u8bba&#xff1a;\u8fd9\u4e24\u5929 X \u4e0a\u6700\u70ed\u7684\u4e00\u6761\u662f\u201cRevolut \u628a 2000 \u540d\u5de5\u7a0b\u5e08\u7684\u9ed8\u8ba4\u7f16\u7801\u6a21\u578b\u6362\u6210\u4e86\u81ea\u6258\u7ba1\u7684\u5f00\u6e90 GLM&#xff0c;Claude Code \u548c Codex \u53ea\u7559\u7ed9\u4f8b\u5916\u201d\u3002\u6211\u53bb\u7ffb\u4e86\u539f\u59cb\u6f14\u8bb2\u7a3f&#xff0c;\u6570\u5b57\u5927\u4f53\u5c5e\u5b9e&#xff0c;\u4f46\u5168\u662f\u8bb2\u8005\u81ea\u62a5&#xff0c;\u800c\u4e14\u4ed6\u4eec\u81ea\u5df1\u4e5f\u627f\u8ba4\u6ca1\u6709\u628a\u201c\u6362\u6a21\u578b\u201d\u548c\u522b\u7684\u56e0\u7d20\u5206\u5f00\u3002\u80fd\u6284\u7684\u4e0d\u662f 56 \u5f20 B200&#xff0c;\u800c\u662f\u201c\u9ed8\u8ba4\u6863 &#043; \u4f8b\u5916\u6863\u201d\u7684\u5206\u5de5\u601d\u8def\u3002\u53e6\u5916&#xff0c;Anthropic \u5f00\u6e90\u7684 FlashProve \u88ab\u4e00\u4e9b\u4e2d\u6587\u5e16\u8bf4\u6210\u201c\u80fd\u9a8c\u4e2d\u8f6c\u7ad9\u6709\u6ca1\u6709\u63ba\u5047\u201d&#xff0c;\u4f46\u5b83\u773c\u4e0b\u8fd8\u505a\u4e0d\u5230\u8fd9\u4ef6\u4e8b\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u4e00\u4e2a\u65e7\u6f14\u8bb2&#xff0c;\u4e3a\u4ec0\u4e48\u8fd9\u4e24\u5929\u7a81\u7136\u70b8\u4e86<\/h3>\n<p>\u5148\u628a\u65f6\u95f4\u7ebf\u8bb2\u6e05\u695a&#xff0c;\u56e0\u4e3a\u8f6c\u8ff0\u91cc\u6709\u70b9\u4e71\u3002<\/p>\n<p>Revolut \u7684 AI \u8fd0\u8425\u8d1f\u8d23\u4eba David Abitbol&#xff0c;\u5728 AI Engineer \u7ebd\u7ea6\u7ad9&#xff08;\u6f14\u8bb2\u9875\u6807\u6ce8\u65e5\u671f\u662f 10 \u6708 13 \u65e5&#xff09;\u8bb2\u4e86\u4e00\u573a 15 \u5206\u949f\u7684\u5206\u4eab&#xff0c;\u9898\u76ee\u53eb\u300aShipping like a startup, regulated like a bank\u300b\u3002\u8fd9\u662f\u4e2a\u201c\u65e7\u6f14\u8bb2\u201d&#xff0c;\u88ab\u91cd\u65b0\u7ffb\u51fa\u6765&#xff0c;\u662f\u56e0\u4e3a 11 \u6708 2 \u65e5\u665a\u4e0a\u8d77&#xff0c;\u51e0\u6761\u82f1\u6587\u5e16\u628a\u5b83\u7684\u8981\u70b9\u6d53\u7f29\u6210\u4e86\u4e00\u53e5\u8bdd&#xff1a;2000 \u540d\u5de5\u7a0b\u5e08&#xff0c;\u9ed8\u8ba4\u6a21\u578b\u6362\u6210\u81ea\u6258\u7ba1 GLM&#xff0c;\u8d26\u5355\u964d\u5230\u539f\u6765\u7684\u5341\u5206\u4e4b\u4e00&#xff0c;Claude Code \u548c Codex \u9000\u6210\u4f8b\u5916\u3002<\/p>\n<p>\u6211\u6293\u5230\u7684\u4e24\u6761\u6700\u70ed\u7684\u539f\u5e16\u662f\u8fd9\u6837\u7684&#xff1a;<\/p>\n<ul>\n<li>&#064;m0xt_ \u5728\u5317\u4eac\u65f6\u95f4 11 \u6708 2 \u65e5 20:15 \u53d1\u7684&#xff0c;\u6293\u53d6\u65f6\u7ea6 30.6 \u4e07\u6d4f\u89c8\u30012454 \u8d5e\u30012119 \u6536\u85cf&#xff1b;<\/li>\n<li>&#064;guilleflorvs \u5728\u5317\u4eac\u65f6\u95f4 11 \u6708 3 \u65e5 06:11 \u53d1\u7684&#xff0c;\u6293\u53d6\u65f6\u7ea6 20.7 \u4e07\u6d4f\u89c8\u30013076 \u8d5e\u30011326 \u6536\u85cf\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103175701-6aea206d24db8.png\" alt=\"Revolut \u76f8\u5173\u70ed\u5e16\uff1a@guilleflorvs \u539f\u6587\u8282\u9009\u4e0e\u4e2d\u6587\u5927\u610f\" \/><\/p>\n<p>\u4e2d\u6587\u5708\u8fd9\u8fb9&#xff0c;&#064;frxiaobei&#xff08;\u51e1\u4eba\u5c0f\u5317&#xff09;\u5728 11 \u6708 3 \u65e5 18:33 \u4e5f\u8f6c\u8ff0\u4e86&#xff0c;\u8fd8\u8865\u4e86\u4e00\u53e5\u201c\u8fd9\u4e2a\u4ef7\u6ca1\u7b97\u673a\u5668\u548c\u4eba\u529b\u201d\u2014\u2014\u8fd9\u53e5\u63d0\u9192\u6211\u89c9\u5f97\u6bd4\u539f\u5e16\u66f4\u91cd\u8981\u3002<\/p>\n<p>\u6211\u7684\u4e60\u60ef\u662f&#xff0c;\u70ed\u5e16\u8f6c\u8ff0\u4e00\u5c42\u5c31\u4f1a\u8d70\u6837\u4e00\u5c42&#xff0c;\u6240\u4ee5\u6211\u6ca1\u505c\u5728\u5e16\u5b50\u4e0a&#xff0c;\u800c\u662f\u53bb\u8bfb\u4e86 AI Engineer \u5b98\u7f51\u4e0a\u7684\u6f14\u8bb2\u9875\u548c\u9010\u5b57\u7a3f\u3002\u987a\u5e26\u53d1\u73b0\u4e00\u4e2a\u5c0f\u7ec6\u8282&#xff1a;\u8f6c\u8ff0\u91cc\u6a21\u578b\u7248\u672c\u6709\u597d\u51e0\u79cd\u8bf4\u6cd5&#xff08;\u6709\u8bf4 GLM 4.5\u3001\u6709\u8bf4 5.1\u3001\u6709\u8bf4 5.3&#xff09;&#xff0c;\u770b\u539f\u7a3f\u624d\u5f04\u6e05\u695a\u2014\u20142026 \u5e74 4 \u6708\u5207\u5230\u7684\u662f GLM 5.1&#xff0c;\u73b0\u5728\u7528\u6765\u670d\u52a1 2000 \u4eba\u7684\u662f GLM 5.3\u3002\u4e00\u4e2a\u7248\u672c\u53f7&#xff0c;\u5c31\u80fd\u770b\u51fa\u201c\u770b\u539f\u7a3f\u201d\u8fd9\u4e00\u6b65\u503c\u4e0d\u503c\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u539f\u7a3f\u91cc\u7684\u6570\u5b57&#xff1a;\u54ea\u4e9b\u80fd\u4fe1&#xff0c;\u54ea\u4e9b\u8981\u6253\u6298<\/h3>\n<p>\u628a\u539f\u7a3f\u91cc\u80fd\u6838\u5bf9\u7684\u6570\u5b57\u6446\u5728\u4e00\u8d77&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103175701-6aea206d8d8f0.png\" alt=\"\u6f14\u8bb2\u91cc\u80fd\u6838\u5bf9\u7684\u6570\u5b57\uff08\u5747\u4e3a\u8bb2\u8005\u81ea\u62a5\uff09\" \/><\/p>\n<p>\u6211\u81ea\u5df1\u8bfb\u4e0b\u6765&#xff0c;\u6709\u56db\u70b9\u8981\u6253\u6298&#xff1a;<\/p>\n<p>1. \u5341\u5206\u4e4b\u4e00\u7684\u8d26\u5355&#xff0c;\u662f Revolut \u81ea\u5df1\u7684\u8d26\u3002 \u6f14\u8bb2\u9875\u660e\u786e\u5199\u7740&#xff0c;0.3 \u7f8e\u5143\/\u767e\u4e07 token \u8fd9\u4e2a\u6570\u201c\u63cf\u8ff0\u7684\u662f Revolut \u7684\u90e8\u7f72\u548c\u5229\u7528\u7387&#xff0c;\u4e0d\u662f\u4efb\u4f55\u81ea\u6258\u7ba1\u6a21\u578b\u7684\u901a\u7528\u4ef7\u683c\u201d\u3002\u6362\u4e00\u4e2a\u56e2\u961f&#xff0c;\u5361\u7684\u5229\u7528\u7387\u4e0d\u540c&#xff0c;\u8fd9\u4e2a\u6570\u5b8c\u5168\u53ef\u80fd\u4e0d\u6210\u7acb\u3002\u51e1\u4eba\u5c0f\u5317\u90a3\u53e5\u201c\u6ca1\u7b97\u673a\u5668\u548c\u4eba\u529b\u201d&#xff0c;\u6b63\u597d\u662f\u540c\u4e00\u4e2a\u610f\u601d\u3002<\/p>\n<p>2. \u6548\u7387\u63d0\u5347 60% \u548c 70%&#xff0c;\u6ca1\u6709\u505a\u5f52\u56e0\u3002 \u6f14\u8bb2\u9875\u81ea\u5df1\u5199\u4e86&#xff1a;\u8fd9\u4e2a\u5185\u90e8\u5bf9\u6bd4\u6ca1\u6709\u628a\u6a21\u578b\u5207\u6362\u548c\u5176\u4ed6\u539f\u56e0\u5206\u5f00\u3002\u540c\u4e00\u65f6\u671f\u8fd8\u6709\u4e0d\u9650 token\u3001\u63a8\u7406\u8c03\u4f18\u7b49\u522b\u7684\u53d8\u5316&#xff0c;\u5f88\u96be\u8bf4\u591a\u5c11\u529f\u52b3\u5c5e\u4e8e GLM\u3002<\/p>\n<p>3. \u771f\u6b63\u6709\u610f\u601d\u7684\u662f\u201clead time \u6bd4 coding time \u6539\u5584\u66f4\u591a\u201d\u3002 Abitbol \u7684\u89e3\u91ca\u662f&#xff0c;\u5de5\u7a0b\u91cc\u7684\u74f6\u9888\u672c\u6765\u5c31\u4e0d\u5168\u5728\u5199\u4ee3\u7801&#xff0c;\u8fd8\u6709\u7ffb\u90ae\u4ef6\u3001\u5f04 Jira\u3001\u6574\u7406 Confluence\u3002token \u6709\u9884\u7b97\u7684\u65f6\u5019&#xff0c;\u5de5\u7a0b\u5e08\u820d\u4e0d\u5f97&#xff0c;\u53ea\u7559\u7ed9\u6700\u96be\u7684\u6d3b&#xff1b;\u4e0d\u9650\u91cf\u4e4b\u540e&#xff0c;\u8fd9\u4e9b\u6742\u6d3b\u4e5f\u6562\u4ea4\u7ed9 AI \u4e86\u3002\u8fd9\u4e2a\u903b\u8f91\u6211\u89c9\u5f97\u662f\u5168\u7bc7\u6700\u503c\u94b1\u7684\u4e00\u53e5&#xff0c;\u56e0\u4e3a\u5b83\u8ddf\u201c\u7528\u54ea\u5bb6\u6a21\u578b\u201d\u51e0\u4e4e\u6ca1\u5173\u7cfb&#xff0c;\u8ddf\u201c\u4f60\u6709\u6ca1\u6709\u5fc3\u7406\u8d1f\u62c5\u53bb\u7528\u201d\u6709\u5173\u3002<\/p>\n<p>4. \u4ed6\u4eec\u5e76\u6ca1\u6709\u628a Claude Code \u548c Codex \u6254\u6389\u3002 \u539f\u8bdd\u5927\u610f\u662f\u201c\u6700\u65b0\u7684\u6a21\u578b\u5f88\u68d2&#xff0c;\u6211\u4eec\u628a\u5b83\u4eec\u7559\u4f5c\u4f8b\u5916\u201d\u3002\u6240\u4ee5\u6807\u9898\u515a\u5f0f\u7684\u201cRevolut \u629b\u5f03 Claude\u201d\u5e76\u4e0d\u51c6\u786e&#xff0c;\u51c6\u786e\u7684\u8bf4\u6cd5\u662f\u89d2\u8272\u53d8\u4e86&#xff1a;\u4ece\u9ed8\u8ba4\u53d8\u6210\u4f8b\u5916\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u53cd\u65b9\u4fe1\u606f&#xff0c;\u6211\u53ea\u80fd\u6807\u6210\u201c\u636e\u8f6c\u8ff0\u201d&#xff1a;\u6709\u82f1\u6587\u5e16&#xff08;&#064;AGTPinsights&#xff09;\u5f15\u7528\u522b\u4eba\u7684\u8bf4\u6cd5&#xff0c;\u79f0 GLM 5.3 \u5728\u67d0\u4e2a\u7b2c\u4e09\u65b9\u8bc4\u6d4b\u4e0a\u5f97\u5206\u660e\u663e\u4f4e\u4e8e\u6700\u5f3a\u7684\u95ed\u6e90\u6a21\u578b\u3002\u6211\u6ca1\u6709\u6838\u5bf9\u90a3\u4efd\u699c\u5355\u539f\u6587&#xff0c;\u6240\u4ee5\u4e0d\u5f15\u7528\u5177\u4f53\u6570\u5b57&#xff0c;\u53ea\u63d0\u9192\u4e00\u53e5&#xff1a;\u201c\u4f8b\u5916\u901a\u9053\u201d\u8fd9\u6761\u8def\u5f97\u7559\u7740&#xff0c;\u4fbf\u5b9c\u6a21\u578b\u4e0d\u662f\u5e73\u66ff\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u5c0f\u56e2\u961f\u771f\u80fd\u6284\u7684 5 \u4ef6\u4e8b<\/h3>\n<p>56 \u5f20 B200 \u6211\u4eec\u5927\u591a\u6570\u4eba\u6284\u4e0d\u4e86\u3002\u4f46\u539f\u7a3f\u91cc\u6709\u51e0\u6761&#xff0c;\u4e0d\u9700\u8981\u673a\u623f\u4e5f\u80fd\u7167\u505a\u3002\u4e0b\u9762\u5148\u8bf4\u660e&#xff1a;\u8fd9\u662f\u6211\u57fa\u4e8e\u539f\u7a3f\u505a\u7684\u6539\u5199\u548c\u5efa\u8bae&#xff0c;\u4e0d\u662f Revolut \u7684\u5185\u90e8\u89c4\u5219\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103175701-6aea206ddf06b.png\" alt=\"\u201c\u9ed8\u8ba4 + \u4f8b\u5916\u201d\u5206\u6863\u6cd5\u793a\u610f\" \/><\/p>\n<p>1. \u5148\u628a\u6d3b\u5206\u6210\u4e24\u6863\u3002 \u65e5\u5e38\u7684\u6539\u5b57\u6bb5\u3001\u8865\u6d4b\u8bd5\u3001\u5199\u5c0f\u811a\u672c\u3001\u8bfb\u6587\u6863\u3001\u6574\u7406 Jira \u548c\u90ae\u4ef6&#xff0c;\u4e22\u7ed9\u4fbf\u5b9c\u6216\u6309\u91cf\u8ba1\u8d39\u7684\u6a21\u578b&#xff1b;\u8de8\u6a21\u5757\u91cd\u6784\u3001\u7591\u96be bug\u3001\u67b6\u6784\u53d6\u820d\u3001\u5b89\u5168\u76f8\u5173&#xff0c;\u7559\u7ed9\u65d7\u8230&#xff08;Claude Code\u3001Codex \u4e4b\u7c7b&#xff09;\u3002\u5206\u4e0d\u51c6\u6ca1\u5173\u7cfb&#xff0c;\u5148\u5206&#xff0c;\u518d\u590d\u76d8\u3002<\/p>\n<p>2. \u7ed9\u201c\u5347\u7ea7\u201d\u5b9a\u4e2a\u5177\u4f53\u7684\u89e6\u53d1\u6761\u4ef6\u3002 \u6bd4\u5982\u9ed8\u8ba4\u6863\u5728\u540c\u4e00\u5904\u8fde\u7eed\u5931\u8d25\u4e24\u6b21\u5c31\u5347\u7ea7\u3002\u6570\u5b57\u662f\u6211\u968f\u624b\u5b9a\u7684&#xff0c;\u4f60\u6309\u81ea\u5df1\u7684\u5bb9\u5fcd\u5ea6\u6539\u3002\u91cd\u70b9\u662f\u6709\u89c4\u5219&#xff0c;\u800c\u4e0d\u662f\u51ed\u611f\u89c9\u3002<\/p>\n<p>3. \u5148\u7ed9\u81ea\u5df1\u7b97\u4e00\u7b14\u8d26&#xff0c;\u518d\u51b3\u5b9a\u503c\u4e0d\u503c\u5f97\u5207\u3002 \u5047\u8bbe\u65d7\u8230\u4e0a\u7684 token \u5360\u6bd4\u662f s&#xff0c;\u4fbf\u5b9c\u6a21\u578b\u7684\u5355\u4ef7\u662f\u65d7\u8230\u7684 r \u500d&#xff0c;\u8d26\u5355\u5c31\u662f s &#043; (1-s)\u00d7r\u3002\u4e0b\u9762\u662f\u6211\u5728\u8fd9\u53f0\u673a\u5668\u4e0a\u8dd1\u7684\u5c0f\u811a\u672c&#xff08;\u811a\u672c\u672c\u8eab\u5f88\u7b80\u5355&#xff0c;\u89c1\u6587\u672b\u7d20\u6750\u76ee\u5f55\u91cc\u7684 bill_calc.py&#xff09;&#xff0c;\u8f93\u51fa\u662f&#xff1a;<\/p>\n<p>\u7559\u7ed9\u65d7\u8230 20%&#xff0c;\u4fbf\u5b9c\u6a21\u578b\u5355\u4ef7\u4e3a\u65d7\u8230\u7684 10% -&gt; \u8d26\u5355\u7ea6\u4e3a\u539f\u6765\u7684 0.28<br \/>\n\u7559\u7ed9\u65d7\u8230 20%&#xff0c;\u4fbf\u5b9c\u6a21\u578b\u5355\u4ef7\u4e3a\u65d7\u8230\u7684 30% -&gt; \u8d26\u5355\u7ea6\u4e3a\u539f\u6765\u7684 0.44<br \/>\n\u7559\u7ed9\u65d7\u8230 50%&#xff0c;\u4fbf\u5b9c\u6a21\u578b\u5355\u4ef7\u4e3a\u65d7\u8230\u7684 10% -&gt; \u8d26\u5355\u7ea6\u4e3a\u539f\u6765\u7684 0.55<br \/>\n\u7559\u7ed9\u65d7\u8230 50%&#xff0c;\u4fbf\u5b9c\u6a21\u578b\u5355\u4ef7\u4e3a\u65d7\u8230\u7684 30% -&gt; \u8d26\u5355\u7ea6\u4e3a\u539f\u6765\u7684 0.65<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103175702-6aea206e33e18.png\" alt=\"\u5047\u8bbe\u6f14\u7b97\uff1a\u65d7\u8230\u5360\u6bd4\u4e0e\u8d26\u5355\u6bd4\u4f8b\" \/><\/p>\n<p>\u6ce8\u610f&#xff0c;\u8fd9\u662f\u7eaf\u6f14\u7b97&#xff0c;r \u662f\u5047\u8bbe\u503c&#xff0c;\u4e0d\u662f Revolut \u6216\u4efb\u4f55\u5382\u5546\u7684\u771f\u5b9e\u4ef7\u683c&#xff0c;\u4e5f\u6ca1\u6709\u7b97\u8fd4\u5de5\u3001\u5ef6\u8fdf\u548c\u81ea\u6258\u7ba1\u7684\u673a\u5668\u4e0e\u4eba\u529b\u3002\u5b83\u7684\u7528\u5904\u53ea\u6709\u4e00\u4e2a&#xff1a;\u8ba9\u4f60\u770b\u5230\u201c\u628a\u591a\u5c11\u6d3b\u7559\u7ed9\u65d7\u8230\u201d\u624d\u662f\u8d26\u5355\u7684\u4e3b\u8981\u6760\u6746&#xff0c;\u800c\u4e0d\u662f\u5355\u4ef7\u672c\u8eab\u3002<\/p>\n<p>4. \u5148\u5b9a\u5ef6\u8fdf\u9884\u7b97&#xff0c;\u518d\u8c08\u6a21\u578b\u3002 \u539f\u7a3f\u91cc\u8fd9\u4e2a\u7ec6\u8282\u6211\u5f88\u559c\u6b22&#xff1a;\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u9996 token 3 \u79d2\u5185&#xff0c;\u8d85\u8fc7 5 \u79d2&#xff0c;Abitbol \u7684 Slack \u5c31\u5f00\u59cb\u88ab\u6295\u8bc9\u3002\u541e\u5410\u53cd\u800c\u4e0d\u91cd\u8981&#xff0c;200 token\/\u79d2\u5c31\u591f&#xff0c;\u56e0\u4e3a\u5927\u5bb6\u73b0\u5728\u662f\u5e76\u884c\u5f00\u51e0\u4e2a\u4efb\u52a1\u3001\u505a\u5b8c\u56de\u6765\u770b\u3002\u5982\u679c\u4f60\u53ea\u662f\u7528 API&#xff0c;\u4e5f\u53ef\u4ee5\u7ed9\u81ea\u5df1\u5b9a\u4e00\u4e2a\u201c\u7b49\u591a\u4e45\u6211\u4f1a\u5f00\u59cb\u70e6\u201d\u7684\u7ea2\u7ebf&#xff0c;\u7528\u6765\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u548c\u4e0d\u540c\u4e2d\u8f6c\u3002<\/p>\n<p>5. \u628a\u6c99\u7bb1\u89c4\u5219\u5199\u5177\u4f53\u3002 \u6f14\u8bb2\u91cc\u7684\u4f8b\u5b50\u662f\u201c\u5141\u8bb8 grep&#xff0c;\u4f46\u4e0d\u5141\u8bb8 gradle\u201d\u3002\u610f\u601d\u662f\u547d\u4ee4\u767d\u540d\u5355\u8981\u7ec6\u5230\u5177\u4f53\u52a8\u4f5c&#xff0c;\u800c\u4e0d\u662f\u7b3c\u7edf\u5730\u8bf4\u201c\u6709\u4eba\u5728\u770b\u201d\u3002\u4e0b\u9762\u662f\u4e00\u4e2a Claude Code \u6743\u9650\u914d\u7f6e\u7684\u793a\u610f\u5199\u6cd5&#xff0c;\u5b57\u6bb5\u540d\u6211\u6ca1\u6709\u5728\u8fd9\u91cc\u5b9e\u9645\u8dd1\u8fc7&#xff0c;\u8bf7\u4ee5\u4f60\u672c\u673a\u7248\u672c\u7684\u5b98\u65b9\u6587\u6863\u4e3a\u51c6&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;permissions&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;allow&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;Bash(grep:*)&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;Bash(git diff:*)&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;deny&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;Bash(gradle:*)&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;Bash(rm:*)&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u539f\u7a3f\u91cc\u8fd8\u6709\u4e24\u6761\u7ed9\u81ea\u6258\u7ba1\u7684\u4eba&#xff0c;\u6211\u4e5f\u8bb0\u4e00\u4e0b&#xff1a;\u4e0a\u4e0b\u6587\u5f00 256K \u5c31\u591f&#xff08;\u4ed6\u7684\u539f\u8bdd\u662f\u201c\u957f\u4e0a\u4e0b\u6587\u662f\u9a97\u5c40\u201d&#xff09;&#xff1b;\u7f16\u7801\u573a\u666f\u7684\u7f13\u5b58\u547d\u4e2d\u7387\u8981\u505a\u5230 90% \u4ee5\u4e0a\u3002\u540e\u8005\u5bf9\u53ea\u7528 API \u7684\u4eba\u4e5f\u6709\u542f\u53d1&#xff1a;\u628a\u4e0d\u53d8\u7684\u5185\u5bb9&#xff08;\u7cfb\u7edf\u63d0\u793a\u3001\u89c4\u5219\u6587\u4ef6&#xff09;\u653e\u5728\u524d\u9762&#xff0c;\u53d8\u5316\u7684\u90e8\u5206\u653e\u540e\u9762&#xff0c;\u901a\u5e38\u66f4\u5229\u4e8e\u524d\u7f00\u7f13\u5b58&#xff0c;\u8fd9\u662f\u901a\u7528\u505a\u6cd5&#xff0c;\u5177\u4f53\u662f\u5426\u547d\u4e2d\u4ee5\u4f60\u7528\u7684\u670d\u52a1\u5546\u6587\u6863\u4e3a\u51c6\u3002<\/p>\n<p>\u6700\u540e&#xff0c;\u56fe\u7247\u7406\u89e3\u8fd9\u7c7b\u80fd\u529b&#xff0c;GLM \u8fd9\u4e2a\u6587\u672c\u6a21\u578b\u6ca1\u6709&#xff0c;\u6f14\u8bb2\u91cc\u7684\u505a\u6cd5\u662f\u7528\u4e00\u4e2a\u672c\u5730\u8def\u7531&#xff0c;\u628a\u56fe\u7247\u8bf7\u6c42\u8f6c\u7ed9\u522b\u7684\u6a21\u578b&#xff0c;\u4e3b\u4efb\u52a1\u4ecd\u7528 GLM\u3002\u8fd9\u5bf9\u4f60\u4e5f\u6210\u7acb&#xff1a;\u6a21\u578b\u5206\u5de5\u4e0d\u53ea\u662f\u6309\u96be\u5ea6&#xff0c;\u4e5f\u53ef\u4ee5\u6309\u80fd\u529b\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u522b\u5fd8\u4e86\u5b83\u7684\u524d\u63d0&#xff1a;\u5408\u89c4\u548c\u8d23\u4efb<\/h3>\n<p>\u6f14\u8bb2\u540e\u534a\u6bb5\u5176\u5b9e\u5728\u8bb2\u201c\u94f6\u884c\u600e\u4e48\u6562\u8fd9\u4e48\u7528\u201d\u3002\u4ed6\u7684\u8bf4\u6cd5\u662f&#xff1a;\u6743\u91cd\u4e0b\u8f7d\u540e\u653e\u5728\u7f8e\u56fd\u3001\u6b27\u76df\u3001\u82f1\u56fd\u8fd9\u7c7b\u6570\u636e\u7b49\u6548\u5730\u533a\u7684 GPU \u4e0a&#xff0c;\u4e0d\u8d70\u53bb\u4e2d\u56fd\u7684\u63a8\u7406\u63a5\u53e3&#xff1b;\u670d\u52a1\u5546\u9ed8\u8ba4\u96f6\u6570\u636e\u7559\u5b58&#xff1b;\u7f16\u7801\u4efb\u52a1\u5168\u90e8\u5728\u6c99\u7bb1\u91cc\u3001\u4eba\u59cb\u7ec8\u5728\u73af\u91cc&#xff0c;\u6240\u4ee5\u76d1\u7ba1\u4e0d\u628a\u5b83\u5f53\u201c\u81ea\u4e3b agent\u201d&#xff1b;\u518d\u52a0\u4e0a\u5b8c\u6574\u7684\u9065\u6d4b&#xff0c;\u51fa\u4e8b\u80fd\u8ffd\u6eaf\u3002<\/p>\n<p>\u6f14\u8bb2\u9875\u4e5f\u7279\u522b\u5199\u4e86&#xff1a;\u8fd9\u4e9b\u662f\u8bb2\u8005\u5bf9 Revolut \u81ea\u8eab\u5904\u5883\u7684\u5224\u65ad&#xff0c;\u4e0d\u80fd\u5f53\u4f5c\u4efb\u4f55\u522b\u7684\u516c\u53f8\u7684\u5408\u89c4\u7ed3\u8bba\u3002\u6211\u540c\u610f\u3002\u5982\u679c\u4f60\u4eec\u516c\u53f8\u6709\u5408\u89c4\u8981\u6c42&#xff0c;\u5148\u95ee\u5408\u89c4&#xff0c;\u4e0d\u8981\u62ff\u4e00\u6761 X \u5e16\u5f53\u4f9d\u636e\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u540c\u4e00\u5929\u7684\u53e6\u4e00\u6761&#xff1a;FlashProve \u548c\u201c\u4e2d\u8f6c\u7ad9\u9a8c\u771f\u201d<\/h3>\n<p>\u987a\u624b\u8bf4\u8bf4\u8fd9\u51e0\u5929\u53e6\u4e00\u4e2a\u88ab\u4e2d\u6587\u5708\u804a\u5f97\u633a\u591a\u7684\u4e1c\u897f\u3002<\/p>\n<p>11 \u6708 2 \u65e5&#xff0c;Anthropic \u524d\u6cbf\u7ea2\u961f\u53d1\u4e86\u4e00\u7bc7\u7814\u7a76\u6587\u7ae0&#xff0c;\u540c\u65f6\u5f00\u6e90\u4e86 FlashProve\u3002&#064;sweis \u5728\u5317\u4eac\u65f6\u95f4 11 \u6708 3 \u65e5 13:14 \u53d1\u4e86\u82f1\u6587\u5e16&#xff0c;\u6293\u53d6\u65f6\u7ea6 4.6 \u4e07\u6d4f\u89c8\u3001444 \u8d5e&#xff1b;&#064;Gorden_Sun \u5728 16:00 \u53d1\u4e86\u4e2d\u6587\u89e3\u8bfb&#xff0c;\u8bf4\u5b83\u80fd\u8ba9\u666e\u901a\u7528\u6237&#xff08;\u5c24\u5176\u662f\u7528\u4e2d\u8f6c\u7ad9\u7684&#xff09;\u786e\u8ba4\u56de\u7b54\u786e\u5b9e\u6765\u81ea\u6307\u5b9a\u6a21\u578b&#xff0c;\u6293\u53d6\u65f6\u7ea6 5400 \u6d4f\u89c8\u300134 \u8d5e\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103175702-6aea206e7a51d.png\" alt=\"@sweis \u5173\u4e8e FlashProve \u7684\u539f\u5e16\" \/><\/p>\n<p>\u8fd9\u4e2a\u65b9\u5411\u7684\u75db\u70b9\u5f88\u771f\u5b9e\u3002Anthropic \u7684\u6587\u7ae0\u81ea\u5df1\u5c31\u5199&#xff1a;\u7528\u6237\u4eca\u5929\u6ca1\u6cd5\u786e\u8ba4\u56de\u7b54\u6765\u81ea\u58f0\u79f0\u7684\u6a21\u578b&#xff0c;\u8fd8\u662f\u88ab\u8def\u7531\u670d\u52a1\u4e3a\u4e86\u7701\u94b1\u6084\u6084\u6362\u6389\u4e86&#xff0c;\u53ea\u770b\u8f93\u51fa\u672c\u8eab\u4e5f\u4e0d\u53ef\u9760\u3002<\/p>\n<p>\u4f46\u6211\u8ba4\u771f\u8bfb\u4e86\u535a\u5ba2\u548c GitHub \u7684\u8bf4\u660e\u540e&#xff0c;\u8981\u6cfc\u70b9\u51b7\u6c34&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103175702-6aea206ec365d.png\" alt=\"FlashProve \u80fd\u8bc1\u660e\u4ec0\u4e48\uff0c\u73b0\u5728\u8fd8\u8bc1\u660e\u4e0d\u4e86\u4ec0\u4e48\" \/><\/p>\n<ul>\n<li>\u5b9e\u6d4b\u6a21\u578b\u662f Llama 4 Maverick&#xff08;4 \u4f4d\u91cf\u5316\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b&#xff09;&#xff0c;\u4e0d\u662f Claude&#xff1b;<\/li>\n<li>\u4e0a\u4e0b\u6587\u53ea\u5230 1024 token&#xff0c;\u6bcf\u4efd\u8bc1\u660e\u53ea\u6838\u5bf9\u201c\u63d0\u793a\u8bcd\u540e\u7684\u90a3\u4e00\u4e2a token\u201d&#xff1b;<\/li>\n<li>\u8bc1\u660e\u7684\u662f\u6574\u6570\u7248\u6743\u91cd\u52a0\u8d2a\u5fc3\u89e3\u7801&#xff0c;\u91c7\u6837\u89e3\u7801\u6216\u6d6e\u70b9\u5b9e\u73b0\u53ef\u80fd\u5bf9\u4e0d\u4e0a&#xff1b;<\/li>\n<li>\u8bc1\u660e\u8017\u65f6\u7ea6\u4e3a\u6b63\u5e38\u63a8\u7406\u7684 70 \u5230 95 \u500d GPU \u65f6\u95f4&#xff0c;\u5355\u6b21\u8bc1\u660e\u7ea6 19 MB&#xff0c;\u9a8c\u8bc1\u7ea6 17 \u79d2&#xff08;\u5b98\u65b9\u5b9e\u6d4b&#xff0c;24 \u7ebf\u7a0b&#xff09;&#xff1b;<\/li>\n<li>GitHub \u4ed3\u5e93\u9875\u5199\u7740\u201c\u7814\u7a76\u539f\u578b&#xff0c;\u4e0d\u7ef4\u62a4\u201d&#xff0c;\u6587\u7ae0\u4e5f\u8bf4\u662f\u9636\u6bb5\u6027\u8fdb\u5c55\u3002<\/li>\n<\/ul>\n<p>\u6240\u4ee5 &#064;Gorden_Sun 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\u7684\u65b9\u6cd5&#xff0c;\u4e5f\u65e0\u6cd5\u201c\u8bc1\u660e\u201d\u4ec0\u4e48&#xff0c;\u53ea\u80fd\u964d\u4f4e\u8e29\u5751\u6982\u7387&#xff1a;<\/p>\n<li>\u91cd\u8981\u4efb\u52a1&#xff08;\u6539\u7ebf\u4e0a\u4ee3\u7801\u3001\u5904\u7406\u654f\u611f\u6570\u636e&#xff09;\u8d70\u5b98\u65b9\u76f4\u8fde&#xff1b;<\/li>\n<li>\u7528\u540c\u4e00\u6279\u56fa\u5b9a\u7684\u5c0f\u9898\u76ee&#xff0c;\u5b9a\u671f\u5728\u4e2d\u8f6c\u548c\u5b98\u65b9\u5404\u8dd1\u4e00\u904d\u505a\u5bf9\u7167&#xff0c;\u53d1\u73b0\u660e\u663e\u5dee\u5f02\u5c31\u8be5\u8b66\u89c9&#xff1b;<\/li>\n<li>\u4fdd\u7559\u65e5\u5fd7&#xff0c;\u522b\u53ea\u770b\u5355\u6b21\u56de\u7b54\u597d\u4e0d\u597d&#xff1b;<\/li>\n<li>\u5148\u5c0f\u989d\u5ea6\u8bd5\u7528&#xff0c;\u518d\u51b3\u5b9a\u662f\u5426\u957f\u671f\u4f9d\u8d56\u3002<\/li>\n<p>\u8fd9\u56db\u6761\u53ea\u80fd\u5f53\u201c\u4f53\u68c0\u201d&#xff0c;\u4e0d\u80fd\u5f53\u201c\u8bc1\u660e\u201d\u3002\u771f\u6b63\u7684\u8bc1\u660e\u5f97\u7b49\u670d\u52a1\u5546\u90a3\u4e00\u5934\u5148\u52a8\u3002<\/p>\n<hr \/>\n<h3>\u5c0f\u7ed3<\/h3>\n<li>Revolut \u7684\u6545\u4e8b\u6211\u613f\u610f\u4fe1\u201c\u65b9\u5411\u201d&#xff0c;\u4e0d\u613f\u4fe1\u201c\u6570\u5b57\u80fd\u7167\u642c\u201d&#xff1a;\u8d26\u5355\u3001\u6548\u7387\u63d0\u5347\u90fd\u662f\u8bb2\u8005\u81ea\u62a5&#xff0c;\u6f14\u8bb2\u9875\u81ea\u5df1\u90fd\u8bf4\u6ca1\u505a\u5f52\u56e0\u3002<\/li>\n<li>\u6700\u503c\u5f97\u6284\u7684\u4e0d\u662f\u673a\u623f&#xff0c;\u800c\u662f\u201c\u9ed8\u8ba4\u6863 &#043; \u4f8b\u5916\u6863\u201d\u7684\u5206\u5de5&#xff0c;\u4ee5\u53ca\u201c\u4e0d\u9650 token \u624d\u6562\u628a\u6742\u6d3b\u4ea4\u7ed9 AI\u201d\u8fd9\u4e2a\u5fc3\u7406\u673a\u5236\u3002<\/li>\n<li>\u52a8\u624b\u524d\u5148\u7b97\u8d26&#xff1a;\u8d26\u5355\u7684\u4e3b\u8981\u6760\u6746\u662f\u201c\u591a\u5c11\u6d3b\u7559\u7ed9\u65d7\u8230\u201d&#xff0c;\u5176\u6b21\u624d\u662f\u5355\u4ef7\u3002<\/li>\n<li>\u5408\u89c4\u548c\u6c99\u7bb1\u89c4\u5219\u8981\u5199\u5177\u4f53&#xff0c;\u522b\u62ff\u70ed\u5e16\u5f53\u4f9d\u636e\u3002<\/li>\n<li>FlashProve \u503c\u5f97\u5173\u6ce8&#xff0c;\u4f46\u76ee\u524d\u9a8c\u4e0d\u4e86\u4f60\u7684\u4e2d\u8f6c\u7ad9\u91cc\u7684 Claude&#xff1b;\u7528\u4e2d\u8f6c\u7684\u4eba&#xff0c;\u5148\u7528\u5bf9\u7167\u548c\u65e5\u5fd7\u7ed9\u81ea\u5df1\u505a\u201c\u4f53\u68c0\u201d\u3002<\/li>\n<p>\u6700\u540e\u95ee\u4e2a\u5c0f\u95ee\u9898&#xff08;\u8bc4\u8bba\u533a\u56de\u4e2a\u5b57\u6bcd\u5c31\u884c&#xff09;&#xff1a; \u4f60\u4eec\u56e2\u961f\u73b0\u5728\u7684 AI \u7f16\u7a0b\u8d26\u5355\u66f4\u50cf\u54ea\u4e00\u79cd&#xff1f;<br \/>\nA. \u57fa\u672c\u90fd\u5728\u65d7\u8230\u6a21\u578b\u4e0a&#xff1b;<br \/>\nB. \u5df2\u7ecf\u5206\u6863&#xff0c;\u65e5\u5e38\u7528\u4fbf\u5b9c\u6a21\u578b&#xff1b;<br \/>\nC. \u8fd8\u6ca1\u8ba4\u771f\u770b\u8fc7\u8d26\u5355\u3002<\/p>\n<hr \/>\n<p>\u53c2\u8003\u6765\u6e90&#xff08;\u5747\u5df2\u6253\u5f00\u6838\u5bf9&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u6f14\u8bb2\u9875&#xff1a;https:\/\/ai.engineer\/nyc\/2026\/talks\/revolut<\/li>\n<li>\u9010\u5b57\u7a3f&#xff1a;https:\/\/ai.engineer\/reading\/nyc-2026\/transcripts\/david-abitbol-revolut.md<\/li>\n<li>&#064;m0xt_&#xff1a;https:\/\/x.com\/m0xt_\/status\/2117228989010088395<\/li>\n<li>&#064;guilleflorvs&#xff1a;https:\/\/x.com\/guilleflorvs\/status\/2117379073785696395<\/li>\n<li>&#064;frxiaobei&#xff1a;https:\/\/x.com\/frxiaobei\/status\/2117565701074608175<\/li>\n<li>Anthropic \u6587\u7ae0&#xff1a;https:\/\/www.anthropic.com\/research\/provable-inference<\/li>\n<li>GitHub&#xff1a;https:\/\/github.com\/anthropics\/FlashProve<\/li>\n<li>&#064;sweis&#xff1a;https:\/\/x.com\/sweis\/status\/2117485473497309299<\/li>\n<li>&#064;Gorden_Sun&#xff1a;https:\/\/x.com\/Gorden_Sun\/status\/2117527237457240113<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/#content_views .toc,\/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/#content_views.markdown_views &gt; p:empty:has(+ .toc),#content_views.markdown_views &gt; .toc + p:empty,\/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 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