{"id":4010,"date":"2026-04-10T15:41:31","date_gmt":"2026-04-10T15:41:31","guid":{"rendered":"https:\/\/umaax.com\/zhipuglm51kaiyuanshicebianchengnenglidengdingswebenchpro01gl\/"},"modified":"2026-04-10T15:41:31","modified_gmt":"2026-04-10T15:41:31","slug":"zhipuglm51kaiyuanshicebianchengnenglidengdingswebenchpro01gl","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/zhipuglm51kaiyuanshicebianchengnenglidengdingswebenchpro01gl\/","title":{"rendered":"\u667a\u8c31 GLM-5.1 \u5f00\u6e90\u5b9e\u6d4b\uff1a\u7f16\u7a0b\u80fd\u529b\u767b\u9876 SWE-bench Pro01. GLM-5.102. \u5982\u4f55\u4e1d\u6ed1\u63a5\u5165 GLM-5.103. \u4e00\u4e9b\u5206\u4eab"},"content":{"rendered":"<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-74897\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-1-1.png\"  alt=\"\" width=\"1200\" height=\"485\" \/> <\/p>\n<p>GLM-5.1 \u8fd9\u4e48\u80fd\u6253\uff1f\uff01\u590d\u6742\u8f6f\u4ef6\u5de5\u7a0b\u8d85\u8d8a Claude Opus 4.6\uff1f\uff01<\/p>\n<p>\u4e0a\u6708\u5e95\uff0c\u667a\u8c31 GLM-5.1 \u5bf9\u6240\u6709 GLM Coding plan \u7528\u6237\u5f00\u653e\u3002<\/p>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-74898\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-2.png\"  alt=\"\" width=\"678\" height=\"274\" \/> <\/p>\n<p>\u8bc4\u8bba\u533a\u76f4\u63a5\u53d8\u6210\u4e86\u81ea\u6765\u6c34\u73b0\u573a\uff0c\u5bf9\u5f88\u591a\u7a0b\u5e8f\u5458\u6765\u8bf4\uff0cGLM \u65e9\u5df2\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u7535\u5b50\u725b\u9a6c\u3002<\/p>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-74899\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-3.png\"  alt=\"\" width=\"678\" height=\"790\" \/> <\/p>\n<p>\u540a\u4e86\u5927\u5bb6\u5341\u51e0\u5929\u80c3\u53e3\uff0cGLM-5.1 \u7684\u6a21\u578b\u53c2\u6570\u548c\u6d4b\u8bc4\u6570\u636e\u7ec8\u4e8e\u6b63\u5f0f\u516c\u5e03\u3002\u770b\u5b8c\u6570\u636e\u6211\u53ea\u80fd\u8bf4\uff1a\u667a\u8c31\u725b\u6bd4\uff01<\/p>\n<p><strong>GLM-5.1 \u9996\u6b21\u5728\u6743\u5a01\u699c\u5355 Artificial Analysis \u4e0a\u5bf9\u9f50 Opus 4.6\uff0c\u8fd8\u5728\u9ad8\u96be\u5ea6\u7684 SWE-bench Pro \u57fa\u51c6\u6d4b\u8bd5\u91cc\uff0c\u5237\u65b0\u4e86\u5168\u7403\u6700\u4f73\u6210\u7ee9\uff0c\u8d85\u8d8a\u4e86\u884c\u4e1a\u6807\u6746 Claude Opus 4.6\uff01\u8981\u77e5\u9053\uff0c\u8fd9\u4e2a\u6d4b\u8bd5\u8003\u7684\u53ef\u662f\u89e3\u51b3\u771f\u5b9e\u590d\u6742\u5de5\u7a0b\u7684\u80fd\u529b\uff0c\u542b\u91d1\u91cf\u6781\u9ad8<\/strong>\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74900\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-4.png\"  alt=\"\" width=\"678\" height=\"361\" \/> <\/p>\n<p><strong>\u540c\u65f6 GLM-5.1 \u8fd8\u5305\u63fd Coding \u7efc\u5408\u699c\u5355\u5f00\u6e90\u7b2c\u4e00\uff0c\u56fd\u4ea7\u7b2c\u4e00\uff01\u5168\u7403\u7b2c\u4e09\u3002<\/strong><\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74901\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-5.png\"  alt=\"\" width=\"678\" height=\"361\" \/> <\/p>\n<p>\u8dd1\u5206\u8fd9\u4e48\u9876\uff0c\u793e\u533a\u53e3\u7891\u8fd9\u4e48\u597d\uff0c\u8fd9\u4ee3 GLM-5.1 \u5230\u5e95\u662f\u4e0d\u662f\u771f\u5982\u4f20\u8a00\u822c\u62e5\u6709\u56fd\u4ea7\u5929\u82b1\u677f\u7684\u6f5c\u8d28\uff1f\u662f\u9aa1\u5b50\u662f\u9a6c\uff0c\u54b1\u4eec\u4e00\u8d77\u5b9e\u6d4b\u770b\u770b\u3002<\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">01. GLM-5.1<\/span><\/h1>\n<p>\u00a0<\/p>\n<p>\u6211\u5728 Claude Code \u4e2d\u5b9e\u6d4b\u4e86 3 \u4e2a\u6848\u4f8b\uff0c\u4e3b\u8981\u6d4b\u8bd5 GLM-5.1 \u7684\u957f\u94fe\u8def\u6267\u884c\u80fd\u529b\uff0c<strong>\u4e3b\u8981\u6d4b\u8bd5 GLM-5.1 \u5728\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e0b\u7684\u957f\u94fe\u8def\u6267\u884c\u80fd\u529b\u4e0e\u7aef\u5230\u7aef\u4ea4\u4ed8\u80fd\u529b<\/strong>\u3002<\/p>\n<p>\u5e73\u65f6\u627e\u9009\u9898\u5f88\u8d39\u7cbe\u529b\uff0c\u6211\u4eec\u5c1d\u8bd5\u628a\u6700\u8fd1\u9a8c\u8bc1\u8fc7\u7684\u9009\u9898\u601d\u8def\u505a\u6210\u4e00\u4e2a\u76f4\u89c2\u7684 Web \u5e94\u7528\u3002<\/p>\n<h3><strong>Case 1 \u7075\u611f\u9009\u9898\u5668<\/strong><\/h3>\n<blockquote>\n<p>\u4ece0\u5f00\u59cb\u5f00\u53d1\u4e00\u4e2a\u7075\u611f\u9009\u9898\u5668\u7684\u7f51\u9875\u5e94\u7528<\/p>\n<p>\u9700\u6c42\uff1a\u5f53\u7528\u6237\u8f93\u5165\u7075\u611f\u9009\u9898\u65f6\uff0c\u5168\u7f51\u641c\u7d22\u5e76\u8c03\u7814\u6296\u97f3\u3001\u5c0f\u7ea2\u4e66\u4e0a\u76f8\u5173\u8ba8\u8bba\u7684\u70ed\u5ea6\u3001\u70ed\u95e8\u89d2\u5ea6\u3001\u5e38\u89c1\u89c2\u70b9\u3001\u8bfb\u8005\u6700\u5173\u5fc3\u7684\u95ee\u9898\uff0c\u4ee5\u53ca\u540c\u7c7b\u5185\u5bb9\u662f\u5426\u5df2\u7ecf\u540c\u8d28\u5316\uff0c\u7ed3\u5408\u70ed\u5ea6\u3001\u7ade\u4e89\u60c5\u51b5\u3001\u5185\u5bb9\u5dee\u5f02\u5316\u7a7a\u95f4\u548c\u4f20\u64ad\u6f5c\u529b\uff0c\u5bf9\u8be5\u9009\u9898\u503c\u4e0d\u503c\u5f97\u5199\u7ed9\u51fa\u660e\u786e\u5224\u65ad\uff08\u8bc4\u52060-100\uff09\u3002\u5982\u679c\u8be5\u9009\u9898\u503c\u5f97\u5199\uff0c\u968f\u673a\u751f\u6210\u5b8c\u6574\u6587\u7ae0\u7b56\u5212\u65b9\u6848\uff0c\u5305\u542b\u6807\u9898\u5efa\u8bae\u3001\u6587\u7ae0\u5207\u5165\u89d2\u5ea6\u3001\u5f00\u573ahook\u3001\u6b63\u6587\u7ed3\u6784\u6846\u67b6\u3001\u6bcf\u4e00\u90e8\u5206\u53ef\u5c55\u5f00\u7684\u6838\u5fc3\u89c2\u70b9\u3002<\/p>\n<\/blockquote>\n<p>\u8fd9\u4e2a\u6848\u4f8b\u6d89\u53ca\u524d\u540e\u7aef\u548c AI \u8c03\u7528\u7684\u590d\u5408\u9700\u6c42\uff0cGLM-5.1 \u50cf\u4e2a\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u4e00\u6837\uff0c\u76f4\u63a5\u628a\u4efb\u52a1\u62c6\u6210\u4e86\u56db\u4e2a\u6e05\u6670\u7684\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u521b\u5efa\u76ee\u5f55\u7ed3\u6784\uff1b<\/li>\n<li>\u7f16\u5199 Python Flask \u540e\u7aef\uff08app.py\uff09\uff1b<\/li>\n<li>\u7f16\u5199\u524d\u7aef HTML\/CSS\/JS\uff1b<\/li>\n<li>\u7f16\u5199\u914d\u7f6e\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u5728\u6d89\u53ca\u521b\u5efa\u6587\u4ef6\u5939\u3001\u5199\u5165\u672c\u5730\u6587\u4ef6\u8fd9\u7c7b\u64cd\u4f5c\u524d\uff0cGLM-5.1 \u4f1a\u4e3b\u52a8\u53d1\u8d77\u6388\u6743\u786e\u8ba4\uff0c\u6574\u4f53\u53ef\u63a7\u6027\u6bd4\u8f83\u5f3a\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74902\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-6.png\"  alt=\"\" width=\"678\" height=\"386\" \/> <\/p>\n<p>\u6bcf\u5b8c\u6210\u4e00\u6b65\uff0cGLM-5.1 \u90fd\u4f1a\u5b9e\u65f6\u8bb0\u5f55\u5e76\u8f93\u51fa\u53cd\u9988\uff0c\u6574\u4f53\u7684\u65b9\u5411\u4e00\u76f4\u5f88\u51c6\u786e\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74903\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-7.png\"  alt=\"\" width=\"678\" height=\"609\" \/> <\/p>\n<p>\u53ea\u7528\u4e86 8 \u5206\u949f\u5de6\u53f3\uff0c\u6574\u4e2a\u9879\u76ee\u5c31\u6784\u5efa\u5b8c\u6210\u4e86\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74904\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-8.png\"  alt=\"\" width=\"678\" height=\"420\" \/> <\/p>\n<p>GLM-5.1 \u63d0\u51fa\u9009\u9898\u5206\u6790\u53ef\u4ee5\u91c7\u7528\u66f4\u51c6\u786e\u7684 AI \u6df1\u5ea6\u5206\u6790\uff0c\u9ed8\u8ba4\u9009\u9879\u662f Claude \u6a21\u578b\uff1b\u8fd8\u8003\u8651\u5230\u6ca1\u6709 AI \u7684\u8bdd\uff0c\u53ef\u4ee5\u4f7f\u7528\u7b97\u6cd5\u5206\u6790\u3002<\/p>\n<p>\u6211\u4eec\u8ba9\u5b83\u628a\u914d\u7f6e AI \u5207\u6362\u6210 GLM-5.1\uff0c\u5e76\u5b8c\u6210\u914d\u7f6e\u3002<\/p>\n<p>GLM-5.1 \u4f1a\u81ea\u52a8\u5e2e\u6211\u4eec\u8c03\u6574\u4e86 .env \u914d\u7f6e\u6587\u4ef6\u548c\u63a5\u53e3\u4ee3\u7801\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74905\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-10.png\"  alt=\"\" width=\"678\" height=\"539\" \/> <\/p>\n<p>\u6211\u4eec\u53ea\u9700\u8981\u624b\u52a8\u5728 .env \u6587\u4ef6\u4e2d\u586b\u5165\u6211\u4eec\u7684 API key\uff0c\u5c31\u53ef\u4ee5\u542f\u52a8\u9879\u76ee\u5566\u3002<\/p>\n<p>\u524d\u7aef\u754c\u9762\u975e\u5e38\u7b80\u6d01\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74906\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-11.png\"  alt=\"\" width=\"678\" height=\"320\" \/> <\/p>\n<p>\u6211\u4eec\u8fd0\u884c\u4e00\u4e0b\u8bd5\u8bd5\uff0c\u7ed3\u8bba\u975e\u5e38\u6e05\u6670\uff0c\u524d\u7aef\u9875\u9762\u7684\u6392\u7248\u4e5f\u76f8\u5f53\u4e0d\u9519\u3002<\/p>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116373128747117&#038;bvid=BV1dADpBjEPK&#038;cid=37357158404&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p><strong>\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u9664\u4e86\u9700\u8981\u6211\u4eec\u624b\u52a8\u586b\u5165 API key\uff0c\u5176\u4f59 100% \u90fd\u662f\u7531 GLM-5.1 \u81ea\u52a8\u5b8c\u6210<\/strong>\u3002<\/p>\n<h3><strong>Case 2 \u672c\u5730 API \u7ba1\u7406\u7cfb\u7edf<\/strong><\/h3>\n<p>\u6211\u4eec\u5e73\u65f6\u53ef\u80fd\u4f1a\u5c1d\u8bd5\u3001\u4f7f\u7528\u5404\u4e2a\u4e0d\u540c\u7684\u6a21\u578b\uff0cAPI \u7ba1\u7406\u5c31\u6210\u4e86\u95ee\u9898\u3002\u6709\u4e9b API \u53ea\u5728\u751f\u6210\u7684\u65f6\u5019\u53ef\u4ee5\u590d\u5236\u4e00\u6b21\uff0c\u6211\u4e00\u822c\u90fd\u662f\u53d1\u7ed9\u81ea\u5df1\uff0c\u4f46\u627e\u8d77\u6765\u7279\u522b\u9ebb\u70e6\uff0c\u800c\u4e14\u4e0d\u597d\u533a\u5206\u3002<\/p>\n<p>\u8fd9\u6b21\u6211\u7528 GLM-5.1 \u5c1d\u8bd5\u5f00\u53d1\u4e00\u4e2a\u672c\u5730\u8fd0\u884c\u7684 API \u7ba1\u7406\u7cfb\u7edf\uff0c\u4e00\u7ad9\u5f0f\u7ba1\u7406\u597d\u6211\u6240\u6709\u7684 API Key\u3002<\/p>\n<blockquote>\n<p>\u4ece 0 \u5f00\u53d1\u4e00\u4e2a\u672c\u5730\u8fd0\u884c\u7684 API \u7ba1\u7406\u7cfb\u7edf\u3002\u8981\u6c42\u652f\u6301\u65b0\u589e\u3001\u7f16\u8f91\u3001\u5220\u9664 API \u914d\u7f6e\uff0c\u4fdd\u5b58 Base URL\u3001API Key\u3001\u6a21\u578b\u540d\u3001\u8bf7\u6c42\u5934\u7b49\u4fe1\u606f\uff1b\u652f\u6301\u6309\u670d\u52a1\u5546\u5206\u7c7b\u7ba1\u7406\uff1b\u654f\u611f\u5b57\u6bb5\u9700\u8131\u654f\u5c55\u793a\uff1b\u652f\u6301\u53d1\u8d77\u8c03\u7528\u6d4b\u8bd5\u5e76\u5c55\u793a\u54cd\u5e94\u7ed3\u679c\uff1b\u8bb0\u5f55\u8c03\u7528\u65e5\u5fd7\u3001\u54cd\u5e94\u8017\u65f6\u548c\u9519\u8bef\u4fe1\u606f\uff1b\u6574\u4e2a\u7cfb\u7edf\u9700\u53ef\u5728\u672c\u5730\u76f4\u63a5\u8fd0\u884c\uff0c\u5e76\u63d0\u4f9b\u5b8c\u6574\u7684\u542f\u52a8\u8bf4\u660e\u3002\u628a\u6574\u4e2a\u5e94\u7528\u521b\u5efa\u5230 D:KJ\u3010\u6307\u5b9a\u6587\u4ef6\u5939\u3011<\/p>\n<\/blockquote>\n<p>\u9762\u5bf9\u201c\u672c\u5730\u8fd0\u884c\u3001\u6307\u5b9a\u76ee\u5f55\u843d\u76d8\u3001\u914d\u7f6e\u7ba1\u7406\u3001\u8c03\u7528\u6d4b\u8bd5\u3001\u65e5\u5fd7\u8bb0\u5f55\u3001\u8131\u654f\u5c55\u793a\u201d\u8fd9\u6837\u590d\u6742\u7684\u6df7\u5408\u7ea6\u675f\uff0cGLM-5.1 \u4f9d\u65e7\u662f\u5148\u786e\u5b9a\u9879\u76ee\u9aa8\u67b6\uff0c\u518d\u9009\u62e9\u5408\u9002\u7684\u6280\u672f\u8def\u5f84\u8865\u5145\u7ec6\u8282\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74907\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-12.png\"  alt=\"\" width=\"678\" height=\"392\" \/> <\/p>\n<p>\u5b9e\u9645\u751f\u6210\u7684\u5e94\u7528\u4e5f\u662f\u5f00\u7bb1\u5373\u7528\uff0cUI \u7684\u4ea4\u4e92\u52a8\u6548\u90fd\u8bbe\u8ba1\u7684\u5f88\u8bb2\u7a76\u3002<\/p>\n<p style=\"width: 100%; height: 400px;\"><iframe style=\"width: 100%; height: 100%;\" src=\"https:\/\/player.bilibili.com\/player.html?isOutside=true&#038;aid=116373128745348&#038;bvid=BV1dADpBjECJ&#038;cid=37357158945&#038;p=1\" frameborder=\"no\" scrolling=\"no\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<h3><strong>Case 3 \u8de8\u6a21\u6001\u6df1\u5ea6\u6570\u636e\u8c03\u7814<\/strong><\/h3>\n<blockquote>\n<p>\u6536\u96c6\u8fc7\u53bb 12 \u4e2a\u6708\u5185\u5168\u7403\u9500\u91cf\u6392\u540d\u524d 5 \u7684\u6c7d\u8f66\u96c6\u56e2\u53d1\u5e03\u7684\u91cd\u70b9\u65b0\u8f66\u578b\uff0c\u6309\u53d1\u5e03\u65f6\u95f4\u3001\u5b9a\u4f4d\u3001\u4ef7\u683c\u533a\u95f4\u3001\u6838\u5fc3\u5356\u70b9\u3001\u76ee\u6807\u4eba\u7fa4\u548c\u5e02\u573a\u7b56\u7565\u6574\u7406\u6210\u4e00\u4efd\u5bf9\u6bd4\u62a5\u544a\uff0c\u6700\u7ec8\u8f93\u51fa\u4e3a Word \u6587\u6863\u5e76\u4fdd\u5b58\u5230 D:KJ\u3010\u6307\u5b9a\u6587\u4ef6\u5939\u3011\u3002\u8981\u6c42\u5728\u5f00\u59cb\u524d\u5148\u660e\u786e\u9500\u91cf\u7edf\u8ba1\u53e3\u5f84\u3001\u65b0\u54c1\u5b9a\u4e49\u548c\u4fe1\u606f\u6765\u6e90\u6807\u51c6\uff0c\u62a5\u544a\u4e2d\u9700\u9644\u5e26\u4fe1\u606f\u6765\u6e90\uff0c\u5e76\u5355\u72ec\u603b\u7ed3\u5404\u5bb6\u65b0\u54c1\u7b56\u7565\u7684\u5171\u540c\u70b9\u4e0e\u5dee\u5f02\u70b9\u3002<\/p>\n<\/blockquote>\n<p>\u8fd9\u4e2a\u4efb\u52a1\u7684\u590d\u6742\u5ea6\u6781\u9ad8\uff0c\u56e0\u4e3a\u5168\u7403\u524d5\u8f66\u4f01\u7684\u5168\u90e8\u65b0\u54c1\u4fe1\u606f\u4e0d\u53ef\u80fd\u5b58\u5728\u4e8e\u5355\u4e00\u7f51\u9875\u4e2d\uff0c\u8fd9\u9700\u8981\u6a21\u578b\u8fdb\u884c\u6d77\u91cf\u7f51\u9875\u7684\u7a7f\u68ad\u68c0\u7d22\u3001\u4fe1\u606f\u8fc7\u6ee4\u548c\u4ea4\u53c9\u9a8c\u8bc1\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74908\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-13.png\"  alt=\"\" width=\"678\" height=\"332\" \/> <\/p>\n<p>GLM-5.1 \u4f1a\u4e3b\u52a8\u8c03\u7528 Web Search\uff0c\u5148\u67e5\u8bc1\u5e76\u786e\u8ba4\u5168\u7403\u6c7d\u8f66\u96c6\u56e2\u9500\u91cf\u6392\u540d\u548c\u65b0\u54c1\u8f66\u578b\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74909\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-14.png\"  alt=\"\" width=\"678\" height=\"314\" \/> <\/p>\n<p>\u5728\u5b8c\u6210\u590d\u6742\u7684\u6570\u636e\u641c\u96c6\u548c\u5bf9\u6bd4\u5206\u6790\u540e\uff0cGLM-5.1 \u7ee7\u7eed\u8c03\u7528 Python \u548c python-docx\uff0c\u81ea\u52a8\u751f\u6210\u62a5\u544a\u811a\u672c\uff0c\u5e76\u5c06\u7ed3\u679c\u5199\u5165\u6307\u5b9a\u8def\u5f84\u7684 Word \u6587\u6863\u3002<\/p>\n<p>\u8fc7\u7a0b\u4e2d\u9047\u5230\u6e90\u7801\u7f16\u7801\u548c\u8bed\u6cd5\u62a5\u9519\uff0cGLM-5.1 \u8fd8\u80fd\u81ea\u884c\u68c0\u6d4b\u3001\u5b9a\u4f4d\u95ee\u9898\u5e76\u5c1d\u8bd5\u4fee\u590d\uff0c\u76f4\u5230\u7ee7\u7eed\u63a8\u8fdb\u4ea4\u4ed8\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74910\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-16.png\"  alt=\"\" width=\"678\" height=\"701\" \/> <\/p>\n<p><strong>\u5728\u957f\u8fbe\u4e00\u4e2a\u591a\u5c0f\u65f6\u3001\u5386\u7ecf\u6570\u5341\u8f6e\u7f51\u9875\u68c0\u7d22\u548c\u6210\u5343\u4e0a\u4e07\u5b57\u7684\u4fe1\u606f\u541e\u5410\u540e\uff0c\u7edd\u5927\u591a\u6570\u5927\u6a21\u578b\u65e9\u5c31\u5b95\u673a\u4e86<\/strong>\uff0c\u8981\u4e48\u9677\u5165\u641c\u7d22\u6b7b\u5faa\u73af\uff0c\u8981\u4e48\u65e9\u5c31\u628a\u6700\u5f00\u59cb\u4fdd\u5b58\u4e3a Word \u5230\u6307\u5b9a\u76ee\u5f55\u7684\u6307\u4ee4\u629b\u4e4b\u8111\u540e\u3002<\/p>\n<p>\u4f46 GLM-5.1 \u7684\u957f\u6587\u672c\u8bb0\u5fc6\u548c\u76ee\u6807\u611f\u6781\u5176\u7a33\u5b9a\uff0c\u7ecf\u8fc7\u4e00\u4e2a\u534a\u5c0f\u65f6\u7684\u6781\u9650\u6297\u538b\uff0c\u5b8c\u7f8e\u5c55\u73b0\u4e86\u5b83\u4ece\u591a\u6b65\u4efb\u52a1\u89c4\u5212\u5230\u3001\u590d\u6742\u8054\u7f51\u68c0\u7d22\u3001\u903b\u8f91\u7efc\u5408\u3001\u4ee3\u7801\u7f16\u5199\u3001\u672c\u5730\u6587\u4ef6I\/O \u7684\u5168\u94fe\u8def\u80fd\u529b\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74911\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-17.png\"  alt=\"\" width=\"678\" height=\"567\" \/> <\/p>\n<p>\u6211\u4eec\u751a\u81f3\u53ef\u4ee5\u53bb\u559d\u676f\u5496\u5561\uff0c\u56de\u6765\u76f4\u63a5\u9a8c\u6536\u6210\u54c1\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74912\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-18-1-1.png\"  alt=\"\" width=\"678\" height=\"908\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74913\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-19.png\"  alt=\"\" width=\"678\" height=\"908\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74914\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-20.png\"  alt=\"\" width=\"678\" height=\"908\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-75038\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d23.png\"  alt=\"\" width=\"678\" height=\"918\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-75039\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d23-1.png\"  alt=\"\" width=\"678\" height=\"905\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-75041\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d23-4-1.png\"  alt=\"\" width=\"678\" height=\"905\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-75042\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d23-3.png\"  alt=\"\" width=\"678\" height=\"905\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-75043\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d23-5.png\"  alt=\"\" width=\"678\" height=\"905\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-75044\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d23-6.png\"  alt=\"\" width=\"678\" height=\"905\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-75045\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d23-7.png\"  alt=\"\" width=\"678\" height=\"905\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-75046\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d23-8.png\"  alt=\"\" width=\"678\" height=\"905\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-75047\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d23-9.png\"  alt=\"\" width=\"678\" height=\"905\" \/> <\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">02. \u5982\u4f55\u4e1d\u6ed1\u63a5\u5165 GLM-5.1<\/span><\/h1>\n<p>\u00a0<\/p>\n<p>\u76ee\u524d\uff0c\u6240\u6709\u7684 GLM Coding Plan \u7528\u6237\uff0c\u90fd\u53ef\u4ee5\u4f7f\u7528 GLM-5.1 \u6a21\u578b\u4e86\u3002\u914d\u7f6e\u65b9\u6cd5\u975e\u5e38\u7b80\u5355\uff1a<\/p>\n<p>\u6211\u4eec\u6253\u5f00 Claude \u6240\u5728\u7684\u6587\u4ef6\u5939\uff0c\u627e\u5230 ~.claudesetting.json \u6587\u4ef6\uff0c\u628a\u914d\u7f6e\u4fe1\u606f\u6539\u4e3a\uff1a<\/p>\n<blockquote>\n<p>{<\/p>\n<p>\u201cenv\u201d: {<\/p>\n<p>\u201cANTHROPIC_BASE_URL\u201d: \u201chttps:\/\/open.bigmodel.cn\/api\/anthropic\u201d,<\/p>\n<p>\u201cANTHROPIC_API_KEY\u201d: \u201c\u4f60\u7684\u771f\u5b9e API KEY\u201d,<\/p>\n<p>\u201cANTHROPIC_DEFAULT_HAIKU_MODEL\u201d: \u201cglm-4.5-air\u201d,<\/p>\n<p>\u201cANTHROPIC_DEFAULT_SONNET_MODEL\u201d: \u201cglm-5.1\u201d,<\/p>\n<p>\u201cANTHROPIC_DEFAULT_OPUS_MODEL\u201d: \u201cglm-5.1\u201d<\/p>\n<p>}<\/p>\n<p>}<\/p>\n<\/blockquote>\n<p>\u91cd\u542f Claude\uff0c\u5c31\u53ef\u4ee5\u770b\u5230\u9ed8\u8ba4\u6a21\u578b\u5df2\u7ecf\u53d8\u6210\u4e86 GLM-5.1\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74915\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-21.png\"  alt=\"\" width=\"678\" height=\"230\" \/> <\/p>\n<p>\u6211\u4eec\u8fd8\u53ef\u4ee5\u8f93\u5165\u4e0b\u5217\u6307\u4ee4\u67e5\u770b\u5f53\u524d\u6a21\u578b\u4fe1\u606f\uff1a<\/p>\n<blockquote>\n<p>\/status<\/p>\n<\/blockquote>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74916\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-22.png\"  alt=\"\" width=\"678\" height=\"306\" \/> <\/p>\n<p>\u5982\u679c\u4f60\u4e00\u76f4\u4f7f\u7528\u7684\u5c31\u662f GLM Coding Plan\uff0c\u4e5f\u53ef\u4ee5\u8f93\u5165\u6307\u4ee4\u5207\u6362\u5230 GLM-5.1 \u6a21\u578b\uff1a<\/p>\n<blockquote>\n<p>\/model<\/p>\n<\/blockquote>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74917\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-23.png\"  alt=\"\" width=\"678\" height=\"254\" \/> <\/p>\n<p>\u8fd8\u6ca1\u6709 Coding Plan \u7684\u53cb\u53cb\u4eec\uff0c\u6700\u8fd1 Coding Plan \u5957\u9910\u4e00\u76f4\u706b\u7206\uff0c\u5efa\u8bae\u65e9\u4e0a 10 \u70b9\u51c6\u70b9\u53bb\u62a2\u3002<\/p>\n<p>\u4e00\u5171\u6709 3 \u4e2a\u6863\u4f4d\u7684\u5957\u9910\uff0c\u53ef\u4ee5\u6309\u9700\u9009\u62e9\uff1a<\/p>\n<ul>\n<li>Lite\uff1a\u5165\u95e8\u4ef7\uff0c\u9002\u5408\u5c0f\u578b\u8f7b\u91cf\u4efb\u52a1\u3002<\/li>\n<li>Pro\uff1a5 \u500d Lite \u7528\u91cf\u989d\u5ea6\uff0c\u9002\u5408\u4e2d\u578b\u4efb\u52a1\u8f7b\u5ea6\u5f00\u53d1\uff0c\u8986\u76d6\u591a\u6b3e\u7cbe\u9009 MCP \u5de5\u5177\u3002<\/li>\n<li>Max\uff1a20\u500d Lite \u7528\u91cf\u989d\u5ea6\uff0c\u9002\u5408\u4e2d\u5927\u578b\u4efb\u52a1\u6df1\u5ea6\u5f00\u53d1\uff0c\u9ad8\u5cf0\u671f\u6709\u8d44\u6e90\u4f18\u5148\u4fdd\u969c\u3002<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-74918\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/04\/\u672a\u547d\u540d-24.png\"  alt=\"\" width=\"678\" height=\"300\" \/> <\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">03. \u4e00\u4e9b\u5206\u4eab<\/span><\/h1>\n<p>\u00a0<\/p>\n<p>\u968f\u7740\u5927\u6a21\u578b\u6280\u672f\u4ece\u767e\u6a21\u5927\u6218\u8fdb\u5165\u80fd\u529b\u6df1\u6c34\u533a\uff0c\u957f\u7a0b\u4efb\u52a1\u5df2\u7ecf\u6210\u4e3a\u68c0\u9a8c\u6a21\u578b\u667a\u80fd\u7684\u4e0b\u4e00\u4e2a\u6807\u51c6\u3002<\/p>\n<p>\u4e00\u822c\u7684\u6d4b\u8bd5\u5176\u5b9e\u5df2\u7ecf\u5f88\u96be\u611f\u77e5\u5230\u56fd\u4ea7\u6a21\u578b\u8ddf\u6d77\u5916\u6a21\u578b\u7684\u5dee\u8ddd\u4e86\u3002\u552f\u72ec\u5728\u5b98\u65b9 case \u4e2d\u4e00\u4e9b\u5177\u6709\u6df1\u5ea6\u3001\u9ad8\u96be\u5ea6\u7684\u573a\u666f\u4e2d\uff0cGLM-5.1 \u81ea\u4e3b\u8fd0\u884c 8 \u5c0f\u65f6\u3001\u51e0\u5343\u5b57\u8fed\u4ee3+\u81ea\u5ba1\u5faa\u73af\uff0c\u624d\u5bf9 GLM-5.1 \u8ddf GLM-5 \u7684\u5dee\u8ddd\u6709\u4e86\u66f4\u5177\u4f53\u7684\u611f\u77e5\u3002<\/p>\n<p>GLM-5.1 \u7ed3\u5408 Claude Code \u7b49\u5de5\u7a0b\u5316 Harness\uff0c\u5c55\u73b0\u51fa\u4e86\u8de8\u6587\u4ef6\u5de5\u7a0b\u67b6\u6784\u548c\u7aef\u5230\u7aef\u9879\u76ee\u4ea4\u4ed8\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u8def\u5f84\u5df2\u7ecf\u975e\u5e38\u6e05\u6670\uff1a\u5927\u6a21\u578b\u6b63\u5728\u4ece\u8f85\u52a9\u7f16\u5199\u4ee3\u7801\u7684\u81ea\u52a8\u8865\u5168\u5668\uff0c\u8fdb\u5316\u4e3a\u80fd\u7406\u89e3\u9700\u6c42\u3001\u89c4\u5212\u67b6\u6784\u5e76\u72ec\u7acb\u5b8c\u6210\u5de5\u4f5c\u7684\u865a\u62df\u5458\u5de5\u3002<\/p>\n<p>\u53ef\u4ee5\u9884\u89c1\uff0c\u672a\u6765\uff0c\u81ea\u7136\u8bed\u8a00\u5c31\u662f\u6700\u5f3a\u5927\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u800c GLM-5.1 \u65e0\u7591\u662f\u5f53\u4e0b\u80fd\u542c\u61c2\u8fd9\u95e8\u8bed\u8a00\u7684\u9876\u5c16\u6267\u884c\u8005\u3002<\/p>\n<p>\u5c5e\u4e8e\u56fd\u4ea7\u5927\u6a21\u578b\u7684\u751f\u4ea7\u529b\u65f6\u4ee3\uff0c\u771f\u7684\u6765\u4e86\u3002<\/p>\n<blockquote>\n<p>\u539f\u6587\u94fe\u63a5\uff1a<span 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