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Protocol\uff09\uff0c\u5b83\u652f\u6301\u5f00\u53d1\u8005\u901a\u8fc7\u7b80\u5355\u7684\u5ba2\u6237\u7aef\u5b9e\u73b0\u4e0e\u501f\u52a9\u8be5\u534f\u8bae\u7684\u5404\u79cd\u7b2c\u4e09\u65b9\u5de5\u5177\u751f\u6001\u8fdb\u884c\u96c6\u6210\u3002<\/p>\n<p>\u5728\u672c\u6587\u7684\u5269\u4f59\u90e8\u5206\uff0c\u5c06\u5047\u8bbe\u6bcf\u6b21LLM\u8c03\u7528\u90fd\u53ef\u4ee5\u8bbf\u95ee\u8fd9\u4e9b\u589e\u5f3a\u80fd\u529b\u3002<\/p>\n<h3><strong>\u5de5\u4f5c\u6d41\uff1a\u63d0\u793a\u94fe\u5de5\u4f5c\u6d41<\/strong><\/h3>\n<p>\u63d0\u793a\u94fe\u5c06\u4e00\u4e2a\u4efb\u52a1\u5206\u89e3\u6210\u4e00\u7cfb\u5217\u6b65\u9aa4\uff0c\u5176\u4e2d\u6bcf\u4e2aLLM\u8c03\u7528\u5904\u7406\u524d\u4e00\u4e2a\u8c03\u7528\u7684\u8f93\u51fa\u3002\u60a8\u53ef\u4ee5\u5728\u4efb\u4f55\u4e2d\u95f4\u6b65\u9aa4\u6dfb\u52a0\u7a0b\u5e8f\u5316\u7684\u68c0\u67e5\uff08\u89c1\u4e0b\u56fe\u4e2d\u7684\u201cgate\u201d\uff09\uff0c\u786e\u4fdd\u6d41\u7a0b\u6309\u9884\u671f\u8fdb\u884c\u3002<\/p>\n<p> <img decoding=\"async\" class=\"alignnone wp-image-35349 size-full\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/Building-effective-agents-_-Anthropic-website1.png\"  alt=\"Building effective agents _ Anthropic\" width=\"1200\" height=\"675\" \/> <\/p>\n<ul>\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u6b64\u5de5\u4f5c\u6d41\u975e\u5e38\u9002\u5408\u4efb\u52a1\u53ef\u4ee5\u8f7b\u677e\u4e14\u6e05\u6670\u5730\u5206\u89e3\u4e3a\u56fa\u5b9a\u5b50\u4efb\u52a1\u7684\u573a\u666f\u3002\u4e3b\u8981\u76ee\u7684\u662f\u901a\u8fc7\u4f7f\u6bcf\u4e2aLLM\u8c03\u7528\u53d8\u5f97\u66f4\u5bb9\u6613\uff0c\u5728\u56de\u590d\u901f\u5ea6\u548c\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u4e4b\u95f4\u8fdb\u884c\u53d6\u820d\u3002<\/li>\n<li><strong>\u63d0\u793a\u94fe\u9002\u7528\u793a\u4f8b<\/strong>\uff1a\n<ul>\n<li>\u751f\u6210\u8425\u9500\u6587\u6848\uff0c\u7136\u540e\u5c06\u5176\u7ffb\u8bd1\u6210\u4e0d\u540c\u7684\u8bed\u8a00\u3002<\/li>\n<li>\u7f16\u5199\u6587\u6863\u7684\u5927\u7eb2\uff0c\u68c0\u67e5\u5927\u7eb2\u662f\u5426\u7b26\u5408\u67d0\u4e9b\u6807\u51c6\uff0c\u7136\u540e\u6839\u636e\u5927\u7eb2\u7f16\u5199\u6587\u6863\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>\u5de5\u4f5c\u6d41\uff1a\u8def\u7531\u5de5\u4f5c\u6d41<\/strong><\/h3>\n<p>\u8def\u7531\u5bf9\u8f93\u5165\u8fdb\u884c\u5206\u7c7b\uff0c\u5e76\u5c06\u8f93\u5165\u5f15\u5bfc\u81f3\u540e\u7eed\u7684\u4e13\u95e8\u4efb\u52a1\u3002\u5de5\u4f5c\u6d41\u5141\u8bb8\u5206\u79bb\u5173\u6ce8\u70b9\uff0c\u5e76\u6784\u5efa\u66f4\u4e13\u4e1a\u7684\u63d0\u793a\u3002\u5982\u679c\u6ca1\u6709\u8fd9\u79cd\u5de5\u4f5c\u6d41\uff0c\u9488\u5bf9\u4e00\u79cd\u8f93\u5165\u7684\u4f18\u5316\u53ef\u80fd\u4f1a\u635f\u5bb3\u5176\u4ed6\u8f93\u5165\u7684\u6027\u80fd\u3002<\/p>\n<p> <img decoding=\"async\" class=\"alignnone size-full wp-image-35350\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/Building-effective-agents-_-Anthropic-website2.png\"  alt=\"Building effective agents _ Anthropic\" width=\"1200\" height=\"675\" \/> <\/p>\n<ul>\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u8def\u7531\u9002\u7528\u4e8e\u590d\u6742\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u5177\u6709\u660e\u786e\u7684\u7c7b\u522b\uff0c\u9002\u5408\u5206\u522b\u5904\u7406\uff0c\u5e76\u4e14\u5206\u7c7b\u53ef\u4ee5\u7531LLM\u6216\u66f4\u4f20\u7edf\u7684\u5206\u7c7b\u6a21\u578b\/\u7b97\u6cd5\u51c6\u786e\u5904\u7406\u3002<\/li>\n<li><strong>\u9002\u7528\u793a\u4f8b<\/strong>\uff1a\n<ul>\n<li>\u5c06\u4e0d\u540c\u7c7b\u578b\u7684\u5ba2\u6237\u670d\u52a1\u67e5\u8be2\uff08\u4e00\u822c\u95ee\u9898\u3001\u9000\u6b3e\u8bf7\u6c42\u3001\u6280\u672f\u652f\u6301\uff09\u5f15\u5bfc\u5230\u4e0d\u540c\u7684\u4e0b\u6e38\u6d41\u7a0b\u3001\u63d0\u793a\u548c\u5de5\u5177\u4e2d\u3002<\/li>\n<li>\u5c06\u7b80\u5355\/\u5e38\u89c1\u95ee\u9898\u8def\u7531\u5230\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u5982Claude 3.5 Haiku\uff0c\u5c06\u56f0\u96be\/\u4e0d\u5bfb\u5e38\u7684\u95ee\u9898\u8def\u7531\u5230\u66f4\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u5982Claude 3.5 Sonnet\uff0c\u4ee5\u4f18\u5316\u6210\u672c\u548c\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>\u5de5\u4f5c\u6d41\uff1a\u5e76\u884c\u5316\u5de5\u4f5c\u6d41<\/strong><\/h3>\n<p class=\"last-node\">LLM\u6709\u65f6\u53ef\u4ee5\u540c\u65f6\u5b8c\u6210\u4e00\u9879\u4efb\u52a1\uff0c\u5e76\u5c06\u5b83\u4eec\u7684\u8f93\u51fa\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u6c47\u603b\u8f93\u51fa\u3002\u8fd9\u79cd\u5de5\u4f5c\u6d41\u4f53\u73b0\u5728\u4e24\u4e2a\u5173\u952e\u53d8\u4f53\u4e2d\uff1a<\/p>\n<ul>\n<li class=\"last-node\">Sectioning\uff08\u4efb\u52a1\u62c6\u89e3\uff09\uff1a\u5c06\u4efb\u52a1\u5206\u89e3\u4e3a\u72ec\u7acb\u5b50\u4efb\u52a1\u5e76\u884c\u8fd0\u884c\u3002<\/li>\n<li>Voting\uff08\u6295\u7968\uff09\uff1a\u591a\u6b21\u8fd0\u884c\u76f8\u540c\u7684\u4efb\u52a1\u4ee5\u83b7\u5f97\u4e0d\u540c\u7684\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-35351\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/Building-effective-agents-_-Anthropic-website3.png\"  alt=\"Building effective agents _ Anthropic\" width=\"1200\" height=\"675\" \/> <\/p>\n<ul>\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u5f53\u5206\u5272\u7684\u5b50\u4efb\u52a1\u53ef\u4ee5\u5e76\u884c\u5316\u4ee5\u63d0\u9ad8\u901f\u5ea6\uff0c\u6216\u8005\u5f53\u9700\u8981\u591a\u4e2a\u89c6\u89d2\u8fdb\u884c\u5c1d\u8bd5\u6765\u83b7\u5f97\u66f4\u53ef\u9760\u7684\u7ed3\u679c\u65f6\uff0c\u5e76\u884c\u5316\u662f\u6709\u6548\u7684\u3002\u5bf9\u4e8e\u5177\u6709\u591a\u91cd\u8003\u8651\u56e0\u7d20\u7684\u590d\u6742\u4efb\u52a1\uff0c\u628a\u6bcf\u4e2a\u8003\u8651\u56e0\u7d20\u90fd\u7528\u5355\u72ec\u7684LLM\u8c03\u7528\u5904\u7406\u65f6\uff0cLLM\u8868\u73b0\u66f4\u597d\u3002<\/li>\n<li><strong>\u9002\u7528\u793a\u4f8b<\/strong>\uff1a\n<ul>\n<li><strong>Sectioning\uff08\u4efb\u52a1\u62c6\u89e3\uff09<\/strong>\uff1a\n<ul>\n<li>\u5b89\u5168\u9632\u62a4\uff0c\u5176\u4e2d\u4e00\u4e2a\u6a21\u578b\u5904\u7406\u7528\u6237\u67e5\u8be2\uff0c\u800c\u53e6\u4e00\u4e2a\u7b5b\u9009\u67e5\u627e\u4e0d\u9002\u5f53\u7684\u5185\u5bb9\u6216\u8bf7\u6c42\u3002\u8fd9\u901a\u5e38\u6bd4\u8ba9\u540c\u4e00\u4e2aLLM\u8c03\u7528\u540c\u65f6\u5b89\u5168\u9632\u62a4\u548c\u6838\u5fc3\u54cd\u5e94\u8868\u73b0\u5f97\u66f4\u597d\u3002<\/li>\n<li>\u81ea\u52a8\u5316\u8bc4\u4f30\u7528\u6765\u8bc4\u4f30LLM\u5728\u7ed9\u5b9a\u63d0\u793a\u4e0b\u7684\u8868\u73b0\uff0c\u6bcf\u4e2aLLM\u7528\u5728\u8bc4\u4f30\u6a21\u578b\u8868\u73b0\u7684\u4e0d\u540c\u65b9\u9762\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>Voting\uff08\u6295\u7968\uff09<\/strong>\uff1a\n<ul>\n<li>\u5ba1\u67e5\u4ee3\u7801\u4e2d\u7684\u6f0f\u6d1e\uff0c\u5982\u679c\u53d1\u73b0\u4ed6\u4eec\u6709\u95ee\u9898\uff0c\u591a\u4e2a\u4e0d\u540c\u7684\u63d0\u793a\u5ba1\u67e5\u5e76\u6807\u8bb0\u4ee3\u7801\u3002<\/li>\n<li>\u8bc4\u4f30\u7ed9\u5b9a\u5185\u5bb9\u662f\u5426\u4e0d\u5f53\uff0c\u4f7f\u7528\u591a\u4e2a\u63d0\u793a\u8bc4\u4f30\u4e0d\u540c\u65b9\u9762\u6216\u8bbe\u7f6e\u4e0d\u540c\u7684\u6295\u7968\u9608\u503c\u6765\u5e73\u8861\u6d4b\u8bd5\u7684\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>\u5de5\u4f5c\u6d41\uff1a\u534f\u8c03\u8005-\u6267\u884c\u8005\u5de5\u4f5c\u6d41<\/strong><\/h3>\n<p>\u5728\u534f\u8c03\u8005-\u6267\u884c\u8005\u5de5\u4f5c\u6d41\u4e2d\uff0c\u4e00\u4e2a\u4e2d\u5fc3LLM\u52a8\u6001\u5730\u5206\u89e3\u4efb\u52a1\uff0c\u5c06\u5b83\u4eec\u59d4\u6258\u7ed9worker LLMs\uff08\u5de5\u4ebaLLM\uff09\uff0c\u5e76\u7efc\u5408\u8003\u8651\u4ed6\u4eec\u7684\u7ed3\u679c\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-35352\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/Building-effective-agents-_-Anthropic-website4.png\"  alt=\"Building effective agents _ Anthropic\" width=\"1200\" height=\"675\" \/> <\/p>\n<ul>\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9002\u5408\u65e0\u6cd5\u9884\u6d4b\u6240\u9700\u5b50\u4efb\u52a1\u7684\u590d\u6742\u4efb\u52a1\uff08\u4f8b\u5982\uff0c\u5728\u7f16\u7801\u4e2d\uff0c\u9700\u8981\u66f4\u6539\u7684\u6587\u4ef6\u6570\u91cf\u4ee5\u53ca\u6bcf\u4e2a\u6587\u4ef6\u4e2d\u5185\u90e8\u7684\u66f4\u6539\uff0c\u53ef\u80fd\u53d6\u51b3\u4e8e\u4efb\u52a1\u672c\u8eab\uff09\u3002\u867d\u7136\u5b83\u7684\u6d41\u7a0b\u56fe\u8ddf Parallelization \u5f88\u50cf\uff0c\u4f46\u5173\u952e\u533a\u522b\u5728\u4e8e\u5176\u66f4\u7075\u6d3b\u2014\u2014\u5b50\u4efb\u52a1\u4e0d\u662f\u9884\u5b9a\u4e49\u7684\uff0c\u800c\u662f\u7531Orchestrator\u6307\u6325\u5bb6\u6839\u636e\u7279\u5b9a\u8f93\u5165\u786e\u5b9a\u3002<\/li>\n<li><strong>\u9002\u7528\u793a\u4f8b<\/strong>\uff1a\n<ul>\n<li>\u6bcf\u6b21\u5bf9\u591a\u4e2a\u6587\u4ef6\u8fdb\u884c\u590d\u6742\u66f4\u6539\u7684\u7f16\u7801\u4ea7\u54c1\u3002<\/li>\n<li>\u6d89\u53ca\u4ece\u591a\u4e2a\u6765\u6e90\u6536\u96c6\u548c\u5206\u6790\u4fe1\u606f\u4ee5\u5bfb\u627e\u53ef\u80fd\u76f8\u5173\u4fe1\u606f\u7684\u641c\u7d22\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>\u5de5\u4f5c\u6d41\uff1a\u8bc4\u4f30\u5668-\u4f18\u5316\u5668\u5de5\u4f5c\u6d41<\/strong><\/h3>\n<p>\u5728\u8fd9\u4e2a\u5de5\u4f5c\u6d41\u4e2d\uff0c\u4e00\u4e2aLLM\u8c03\u7528\u8d1f\u8d23\u751f\u6210\u54cd\u5e94\uff0c\u800c\u53e6\u4e00\u4e2a\u5728\u5faa\u73af\u4e2d\u63d0\u4f9b\u8bc4\u4f30\u548c\u53cd\u9988\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-35353\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/Building-effective-agents-_-Anthropic-website5.png\"  alt=\"Building effective agents _ Anthropic\" width=\"1200\" height=\"675\" \/> <\/p>\n<ul>\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u5f53\u6709\u660e\u786e\u7684\u8bc4\u4f30\u6807\u51c6\uff0c\u5e76\u4e14\u8fed\u4ee3\u7ec6\u5316\u7684\u4ef7\u503c\u80fd\u88ab\u8861\u91cf\u65f6\uff0c\u8fd9\u79cd\u5de5\u4f5c\u6d41\u7279\u522b\u6709\u6548\u3002\u826f\u597d\u7684\u9002\u5e94\u6027\u6709\u4e24\u4e2a\u6807\u5fd7\uff0c\u7b2c\u4e00\uff0c\u5f53\u4eba\u7c7b\u8868\u8fbe\u53cd\u9988\u65f6\uff0cLLM\u7684\u54cd\u5e94\u53ef\u4ee5\u660e\u663e\u6539\u5584\uff1b\u7b2c\u4e8c\uff0cLLM\u80fd\u591f\u63d0\u4f9b\u8fd9\u6837\u7684\u53cd\u9988\u3002\u8fd9\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u4f5c\u5bb6\u5728\u64b0\u5199\u7cbe\u70bc\u7684\u6587\u6863\u65f6\uff0c\u53ef\u80fd\u7ecf\u5386\u7684\u8fed\u4ee3\u5199\u4f5c\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u9002\u7528\u793a\u4f8b<\/strong>\uff1a\n<ul>\n<li>\u6587\u5b66\u7ffb\u8bd1\uff0c\u5176\u4e2d\u6709\u4e00\u4e9b\u7ec6\u5fae\u4e4b\u5904\u7ffb\u8bd1LLM\u6700\u521d\u53ef\u80fd\u65e0\u6cd5\u6355\u6349\u5230\uff0c\u4f46\u8bc4\u4f30LLM\u53ef\u4ee5\u63d0\u4f9b\u6709\u7528\u7684\u6539\u5584\u5efa\u8bae\u3002<\/li>\n<li>\u590d\u6742\u7684\u641c\u7d22\u4efb\u52a1\uff0c\u9700\u8981\u591a\u8f6e\u641c\u7d22\u548c\u5206\u6790\u6765\u6536\u96c6\u5168\u9762\u7684\u4fe1\u606f\uff0c\u8d1f\u8d23\u8bc4\u4f30\u7684 LLM \u51b3\u5b9a\u662f\u5426\u9700\u8981\u8fdb\u4e00\u6b65\u641c\u7d22\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>\u4ee3\u7406 <\/strong><\/h3>\n<p>\u968f\u7740LLM\u5728\u7406\u89e3\u590d\u6742\u8f93\u5165\u3001\u8fdb\u884c\u63a8\u7406\u548c\u89c4\u5212\u3001\u4f7f\u7528\u5de5\u5177\u53ca\u4ece\u9519\u8bef\u4e2d\u7ea0\u9519\u7b49\u5173\u952e\u80fd\u529b\u7684\u6210\u719f\uff0c\u4ee3\u7406\u5f00\u59cb\u5728\u751f\u4ea7\u4e2d\u5174\u8d77\u3002<\/p>\n<p>\u4ee3\u7406\u5de5\u4f5c\u7684\u5f00\u59cb\uff0c\u6765\u81ea\u4eba\u7c7b\u7528\u6237\u7684\u547d\u4ee4\uff0c\u6216\u4e0e\u4eba\u7c7b\u7528\u6237\u8fdb\u884c\u4e92\u52a8\u8ba8\u8bba\u3002\u4e00\u65e6\u4efb\u52a1\u660e\u786e\uff0c\u4ee3\u7406\u5c31\u4f1a\u72ec\u7acb\u89c4\u5212\u548c\u884c\u52a8\uff0c\u53ef\u80fd\u9700\u8981\u53cd\u95ee\u4eba\u7c7b\uff0c\u6765\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\u6216\u5224\u65ad\u3002\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u4e8e\u4ee3\u7406\u6765\u8bf4\uff0c\u6bcf\u4e00\u6b65\u4ece\u73af\u5883\u4e2d\u83b7\u5f97\u201c\u771f\u5b9e\u60c5\u51b5\u201d\uff08\u4f8b\u5982\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u6216\u4ee3\u7801\u6267\u884c\uff09\u4ee5\u8bc4\u4f30\u5176\u8fdb\u5ea6\u81f3\u5173\u91cd\u8981\u3002\u7136\u540e\uff0c\u4ee3\u7406\u53ef\u4ee5\u5728\u9047\u5230\u963b\u788d\u65f6\u6682\u505c\u4ee5\u83b7\u53d6\u4eba\u7c7b\u53cd\u9988\u3002\u4efb\u52a1\u901a\u5e38\u5728\u5b8c\u6210\u65f6\u7ec8\u6b62\uff0c\u4f46\u4e5f\u5e38\u5e38\u5305\u62ec\u7ec8\u6b62\u6761\u4ef6\uff08\u4f8b\u5982\u6700\u5927\u8fed\u4ee3\u6b21\u6570\uff09\u4ee5\u4fdd\u6301\u63a7\u5236\u3002<\/p>\n<p class=\"last-node\">\u4ee3\u7406\u53ef\u4ee5\u5904\u7406\u590d\u6742\u7684\u4efb\u52a1\uff0c\u4f46\u5b83\u4eec\u7684\u5b9e\u73b0\u901a\u5e38\u5f88\u7b80\u5355\u3002\u5b83\u4eec\u901a\u5e38\u53ea\u662f\u6839\u636e\u73af\u5883\u53cd\u9988\u5728\u5faa\u73af\u4e2d\u4f7f\u7528\u5de5\u5177\u7684LLM\u3002\u56e0\u6b64\uff0c\u8bbe\u8ba1\u5468\u5168\u4e14\u6e05\u6670\u7684\u5de5\u5177\u96c6\u548c\u6587\u6863\u81f3\u5173\u91cd\u8981\u3002\u9644\u5f552\uff08\u201dPrompt Engineering your Tools\u201d\uff08\u63d0\u793a\u5de5\u7a0b\u4f60\u7684\u5de5\u5177\uff09\u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5de5\u5177\u5f00\u53d1\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-35355\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/Building-effective-agents-_-Anthropic-website6.png\"  alt=\"Building effective agents _ Anthropic\" width=\"1200\" height=\"675\" \/> <\/p>\n<p style=\"text-align: center;\">\uff08\u81ea\u4e3b\u4ee3\u7406\uff09<\/p>\n<ul>\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u4ee3\u7406\u53ef\u7528\u4e8e\u96be\u4ee5\u6216\u65e0\u6cd5\u9884\u6d4b\u6240\u9700\u7684\u6b65\u9aa4\u6570\u91cf\uff0c\u5e76\u4e14\u65e0\u6cd5\u89c4\u5b9a\u597d\u56fa\u5b9a\u8def\u5f84\u7684\u5f00\u653e\u5f0f\u95ee\u9898\u3002LLM\u53ef\u80fd\u4f1a\u8fd0\u884c\u591a\u4e2a\u5faa\u73af\uff0c\u4f60\u5fc5\u987b\u5bf9\u5176\u51b3\u7b56\u80fd\u529b\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u4fe1\u4efb\u611f\u3002\u4ee3\u7406\u7684\u81ea\u4e3b\u6027\u4f7f\u5176\u6210\u4e3a\u5728\u53d7\u4fe1\u4efb\u73af\u5883\u4e2d\u6267\u884c\u4efb\u52a1\u65f6\u7279\u522b\u7406\u60f3\u3002\u4ee3\u7406\u7684\u81ea\u4e3b\u6027\u8d28\u610f\u5473\u7740\u6210\u672c\u66f4\u9ad8\uff0c\u5e76\u4e14\u6709\u53ef\u80fd\u51fa\u73b0\u4e0d\u65ad\u79ef\u7d2f\u7684\u9519\u8bef\u3002\u5efa\u8bae\u5728\u6c99\u76d2\u73af\u5883\u4e2d\u8fdb\u884c\u5e7f\u6cdb\u7684\u6d4b\u8bd5\uff0c\u5e76\u8bbe\u7f6e\u9002\u5f53\u7684\u5b89\u5168\u9632\u62a4\u3002<\/li>\n<li>\u9002\u7528\u793a\u4f8b\uff1a\u4ee5\u4e0b\u662f\u6211\u4eec\u81ea\u5df1\u7684\u5b9e\u73b0\u4e2d\u7684\u4e00\u4e9b\u793a\u4f8b\uff1a\n<ul>\n<li>\u4e00\u4e2a\u7f16\u7801\u4ee3\u7406\uff0c\u7528\u4e8e\u89e3\u51b3SWE-bench\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u6d89\u53ca\u6839\u636e\u4efb\u52a1\u63cf\u8ff0\u5bf9\u591a\u4e2a\u6587\u4ef6\u8fdb\u884c\u7f16\u8f91\uff1b<\/li>\n<li>\u201c\u8ba1\u7b97\u673a\u4f7f\u7528\u201d\u53c2\u8003\u624b\u518c\uff0c\u5176\u4e2dClaude\u4f7f\u7528\u4e00\u4e2a\u8ba1\u7b97\u673a\u6765\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-35357\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/Building-effective-agents-_-Anthropic-website7.png\"  alt=\"Building effective agents _ Anthropic\" width=\"1200\" height=\"675\" \/> <\/p>\n<p style=\"text-align: center;\">(\u7f16\u7801\u4ee3\u7406\u7684\u9ad8\u7ea7\u6d41\u7a0b)<\/p>\n<h2>\u7ec4\u5408\u548c\u5b9a\u5236<\/h2>\n<p>\u8fd9\u4e9b\u8303\u5f0f\u4e0d\u662f\u4e25\u683c\u89c4\u5b9a\u597d\u7684\u3002\u5b83\u4eec\u662f\u5f00\u53d1\u8005\u53ef\u4ee5\u642d\u5efa\u548c\u7ec4\u5408\u4ee5\u9002\u5e94\u4e0d\u540c\u7528\u4f8b\u7684\u5e38\u89c1\u6a21\u5f0f\u3002\u548c\u4efb\u4f55LLM\u529f\u80fd\u4e00\u6837\uff0c\u6210\u529f\u7684\u5173\u952e\uff0c\u662f\u8861\u91cf\u6027\u80fd\u5e76\u8fed\u4ee3\u843d\u5730\u3002\u91cd\u590d\u4e00\u904d\uff1a\u53ea\u6709\u80fd\u660e\u663e\u6539\u5584\u7ed3\u679c\u65f6\uff0c\u624d\u5e94\u8be5\u8003\u8651\u589e\u52a0\u590d\u6742\u6027\u3002<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u5728LLM\u9886\u57df\u53d6\u5f97\u6210\u529f\u5e76\u4e0d\u662f\u5173\u4e8e\u6784\u5efa\u6700\u590d\u6742\u7684\u7cfb\u7edf\u3002\u800c\u5728\u4e8e\u4e3a\u9700\u6c42\u6784\u5efa\u5408\u9002\u7684\u7cfb\u7edf\u3002\u4ece\u7b80\u5355\u7684\u63d0\u793a\u5f00\u59cb\uff0c\u7528\u5168\u9762\u7684\u8bc4\u4f30\u8fdb\u884c\u4f18\u5316\uff0c\u53ea\u6709\u5f53\u66f4\u7b80\u5355\u7684\u89e3\u51b3\u65b9\u6848\u4e0d\u8db3\u4ee5\u5e94\u5bf9\u65f6\uff0c\u624d\u6dfb\u52a0\u591a\u6b65\u9aa4\u7684\u4ee3\u7406\u7cfb\u7edf\u3002<\/p>\n<p>\u5728\u5b9e\u73b0\u4ee3\u7406\u65f6\uff0c\u6211\u4eec\u5c1d\u8bd5\u9075\u5faa\u4e09\u4e2a\u6838\u5fc3\u539f\u5219\uff1a<\/p>\n<ul>\n<li>\u786e\u4fdd\u4ee3\u7406\u8bbe\u8ba1<strong>\u7b80\u5355<\/strong>\u3002<\/li>\n<li>\u901a\u8fc7\u660e\u786e\u663e\u793a\u4ee3\u7406\u7684\u89c4\u5212\u6b65\u9aa4\u6765\u4f18\u5148\u8003\u8651<strong>\u900f\u660e\u5ea6<\/strong>\u3002<\/li>\n<li class=\"last-node\">\u901a\u8fc7\u5168\u9762\u7684\u5de5\u5177<strong>\u6587\u6863\u548c\u6d4b\u8bd5<\/strong>\uff0c\u7cbe\u5fc3\u6253\u9020\u4f60\u7684\u4ee3\u7406-\u8ba1\u7b97\u673a\u754c\u9762\uff08ACI\uff09\u63a5\u53e3\u3002<\/li>\n<\/ul>\n<p>\u6846\u67b6\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5feb\u901f\u5165\u624b\uff0c\u4f46\u5728\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u65f6\uff0c\u4e0d\u8981\u72b9\u8c6b\u51cf\u5c11\u62bd\u8c61\u5c42\uff0c\u5e76\u5c3d\u91cf\u4f7f\u7528\u57fa\u672c\u7ec4\u4ef6\u6784\u5efa\u3002\u9075\u5faa\u8fd9\u4e9b\u539f\u5219\uff0c\u4f60\u53ef\u4ee5\u521b\u5efa\u4e0d\u4ec5\u5f3a\u5927\u800c\u4e14\u53ef\u9760\u3001\u53ef\u7ef4\u62a4\u5e76\u88ab\u7528\u6237\u4fe1\u4efb\u7684\u4ee3\u7406\u3002<\/p>\n<p>\u00a0<\/p>\n<p><strong>\u81f4\u8c22 <\/strong><\/p>\n<p>\u7531Erik Schluntz\u548cBarry Zhang\u64b0\u5199\u3002\u8fd9\u9879\u5de5\u4f5c\u501f\u9274\u4e86\u6211\u4eec\u5728Anthropic\u6784\u5efa\u4ee3\u7406\u7684\u7ecf\u9a8c\u4ee5\u53ca\u6211\u4eec\u7684\u5ba2\u6237\u5206\u4eab\u7684\u5b9d\u8d35\u89c1\u89e3\uff0c\u6211\u4eec\u5bf9\u6b64\u6df1\u8868\u611f\u6fc0\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-35469 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/AI-bot.png\"  alt=\"\" width=\"290\" height=\"290\" \/> <\/p>\n<p style=\"text-align: center;\">\u83b7\u53d6<strong>\u300aAgent \u6784\u5efa\u6307\u5357\u300bPDF\u539f\u6587\u4ef6<\/strong>\uff0c\u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a<strong>241222<\/strong><\/p>\n<p>\u00a0<\/p>\n<h2>\u9644\u5f551\uff1a\u5b9e\u8df5\u4e2d\u7684\u4ee3\u7406<\/h2>\n<p>\u6211\u4eec\u4e0e\u5ba2\u6237\u7684\u5408\u4f5c\u63ed\u793a\u4e86AI\u4ee3\u7406\u7279\u522b\u6709\u524d\u666f\u7684\u4e24\u4e2a\u5e94\u7528\uff0c\u5c55\u793a\u4e86\u4e0a\u8ff0\u6a21\u5f0f\u7684\u5b9e\u9645\u4ef7\u503c\u3002\u8fd9\u4e24\u4e2a\u5e94\u7528\u90fd\u8bf4\u660e\u4e86\u4ee3\u7406\u5bf9\u4e8e\u9700\u8981\u5bf9\u8bdd\u548c\u884c\u52a8\u3001\u6709\u660e\u786e\u6210\u529f\u6807\u51c6\u3001\u80fd\u591f\u53cd\u9988\u5faa\u73af\u5e76\u6574\u5408\u6709\u4ef7\u503c\u7684\u4eba\u7c7b\u76d1\u7763\u7684\u4efb\u52a1\u4e2d\u6700\u6709\u4ef7\u503c\u3002<\/p>\n<p><strong>A. 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