{"id":10020296,"date":"2024-09-04T00:00:00","date_gmt":"2024-09-04T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020296"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020296","title":{"rendered":"2\u4e07\u5b57\u957f\u6587\uff0c\u5982\u4f55\u6210\u4e3a\u4e00\u4e2a\u201c\u61c2\u201dAI \u7684\u4ea7\u54c1\u7ecf\u7406\uff1f"},"content":{"rendered":"<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/01\/75d31620-202e-11ef-86d7-00163e142b65.png\"><\/p>\n<p>\u6ce8\uff1a\u672c\u6587\u6210\u6587\u4e0e 2024 \u5e74 9 \u6708 1 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data-id=\"45\"><\/div>\n<p>\u56e0\u4e3a\u73b0\u5728\u6280\u672f\u8fdb\u6b65\u7684\u5f88\u5feb\uff0c\u5404\u79cd\u5b9e\u8df5\u8def\u5f84\u4e94\u82b1\u516b\u95e8\uff0c\u6709\u7684\u4eba\u4f1a\u89c9\u5f97\u8fd9\u73a9\u610f\u65e0\u6240\u4e0d\u80fd\uff0c\u6709\u7684\u4eba\u4f1a\u89c9\u5f97\u8fd9\u4e2a\u4e1c\u897f\u6839\u672c\u6ca1\u6cd5\u7528\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u4e0d\u540c\u7684\u4eba\u5bf9\u8fd9\u4e2a\u4e1c\u897f\u7406\u89e3\u7684\u5dee\u5f02\u8fd9\u4e48\u5927\uff1f\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u56e0\u4e3a\u4ed6\u4eec\u6ca1\u6709\u7406\u89e3\u5927\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u63a5\u53e3\u548c\u5927\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u4ea7\u54c1\u7684\u533a\u522b\u3002<\/p>\n<p>\u5927\u6a21\u578b\u53ef\u4ee5\u88ab\u89c6\u4f5c\u4e3a\u662f\u4e00\u4e2a\u51fd\u6570\uff0c\u4e00\u4e2a API\uff0c\u5b83\u672c\u8eab\u53ea\u80fd\u88ab\u8c03\u7528\uff0c\u800c\u5927\u6a21\u578b\u4ea7\u54c1\u624d\u662f\u771f\u6b63\u9762\u5411\u7528\u6237\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u6bd4\u5982\u6211\u7ed9\u5927\u6a21\u578b\u7684 API\u4e00\u4e2a Excel\uff0c\u5b83\u4f1a\u544a\u8bc9\u6211\uff0c\u4e0d\u597d\u610f\u601d\u6211\u6ca1\u529e\u6cd5\u8bfb\u53d6\u8fd9\u4e2a\u6587\u4ef6\u7684\u5185\u5bb9\u3002\u4f46\u662f\u6211\u4eec\u5728 Kimi \u7684\u804a\u5929\u6846\u91cc\u9762\uff0c\u5c31\u53ef\u4ee5\u8ba9 Kimi \u89e3\u91ca Excel \u5185\u7684\u5185\u5bb9\uff0c\u4e3a\u4ec0\u4e48\u6709\u8fd9\u4e2a\u5dee\u5f02\uff1f<\/p>\n<p>\u56e0\u4e3a Kimi \u662f\u5927\u6a21\u578b\u4ea7\u54c1\uff0c\u80cc\u540e\u8dd1\u7684\u662f Moonshot-v1 \u7684\u6a21\u578b\uff0cKimi Chat \u4f1a\u8bfb\u53d6\u4f60\u7684 Excel\uff0c\u7136\u540e\u8f6c\u5316\u6210XML 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class=\"jltoc--item\">\u4e8c\u3001\u5927\u6a21\u578b\u7684\u5c40\u9650\u6027\u662f\u4ec0\u4e48\uff1f<\/h2>\n<h3>2.1 \u4e00\u4e9b\u53ef\u80fd\u6c38\u8fdc\u90fd\u65e0\u6cd5\u88ab\u89e3\u51b3\u7684\u95ee\u9898<\/h3>\n<p><strong>2.1.1 \u6210\u672c\u3001\u6027\u80fd\u4e0e\u54cd\u5e94\u901f\u5ea6<\/strong><\/p>\n<p>\u60f3\u8981\u8ffd\u6c42\u6027\u80fd\u8d8a\u5f3a\u7684\u5927\u6a21\u578b\uff0c\u5c31\u8d8a\u9700\u8981\u8d8a\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n<p>\u8ba1\u7b97\u6210\u672c\u4f1a\u5e26\u6765\u4e24\u4e2a\u95ee\u9898\uff1a<\/p>\n<ol>\n<li>\u76f4\u63a5\u9020\u6210\u7684\u91d1\u94b1\u6210\u672c\uff1b<\/li>\n<li>\u54cd\u5e94\u901f\u5ea6\uff1b<\/li>\n<\/ol>\n<p>\u4e0b\u56fe\u662f Apple Intelligence \u7684\u67b6\u6784\u56fe\uff0c\u5176\u4e2d\u5728\u7aef\u4e0a\u6709\u4e24\u4e2a\u6a21\u578b\uff0c\u800c\u5728\u4e91\u7aef\u8fd8\u6709\u4e00\u4e2a\u57fa\u4e8e\u9690\u79c1\u4e91\u8ba1\u7b97\u7684\u5927\u6a21\u578b\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/c91b34ee-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u4e3a\u4ec0\u4e48\u82f9\u679c\u8981\u505a\u8fd9\u79cd\u5de5\u7a0b\u4e0a\u5927\u5c0f\u6a21\u578b\u7684\u8bbe\u8ba1\uff1f<\/p>\n<p>\u56e0\u4e3a\u82f9\u679c\u5e0c\u671b\u5927\u6a21\u578b\u7684\u54cd\u5e94\u901f\u5ea6\u80fd\u591f\u8ffd\u4e0a Siri \u73b0\u5728\u7684\u6027\u80fd\uff0c\u540c\u65f6\u79fb\u52a8\u8bbe\u5907\u5bf9\u529f\u8017\u672c\u8eab\u662f\u6709\u8981\u6c42\u7684\uff0c\u518d\u52a0\u4e0a\u82f9\u679c\u975e\u5e38\u91cd\u89c6\u9690\u79c1\uff0c\u5e0c\u671b 80% \u7684\u95ee\u9898\u80fd\u591f\u5728\u7528\u6237\u672c\u5730\u5f97\u5230\u89e3\u51b3\uff0c\u6240\u4ee5\u91c7\u7528\u4e86\u8fd9\u6837\u7684\u67b6\u6784\u3002<\/p>\n<p>\u8fd0\u884c meta \u6700\u65b0\u5f00\u6e90\u7684 llama 3.1\uff0c70 b \u7248\u672c\u9700\u8981\u5927\u6982 70 GB \u7684\u663e\u5b58\uff0c405 b \u7248\u672c\u53ef\u80fd\u9700\u8981 400 GB \u7684\u663e\u5b58\uff0c\u53ef\u80fd\u9700\u8981\u5e76\u8054 100\u53f0 iPhone \u624d\u80fd\u8fd0\u884c\u8fd9\u4e9b\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u79cd\u5927\u5c0f\u6a21\u578b\u7684\u8bbe\u8ba1\uff0c\u9700\u4e0d\u9700\u8981\u4ea7\u54c1\u7ecf\u7406\uff0c\u5f53\u7136\u9700\u8981\uff0c\u4ec0\u4e48\u95ee\u9898\u9002\u5408\u5c0f\u6a21\u578b\u89e3\u51b3\uff0c\u4ec0\u4e48\u95ee\u9898\u9002\u5408\u5927\u6a21\u578b\u89e3\u51b3\uff0c\u8fd9\u663e\u7136\u4e0d\u4ec5\u4ec5\u662f RD \u9700\u8981\u53bb\u56de\u7b54\u7684\uff0c\u4e5f\u9700\u8981\u6709\u4ea7\u54c1\u7ecf\u7406\u53c2\u4e0e\uff0c\u8d1f\u8d23\u5982\u4e0b\u90e8\u5206\uff1a<\/p>\n<ul>\n<li>\u6536\u96c6\u76ee\u524d\u7528\u6237\u7684 Query\uff1b<\/li>\n<li>\u4ece\u89e3\u51b3\u96be\u5ea6\u3001\u9690\u79c1\u3001\u5bf9\u65f6\u6548\u6027\u7684\u8981\u6c42\u3001\u5bf9\u51c6\u786e\u6027\u7684\u8981\u6c42\u5bf9 Query \u8fdb\u884c\u5206\u7c7b\uff1b<\/li>\n<li>\u8bbe\u8ba1\u57fa\u51c6\u6d4b\u8bd5\uff0c\u83b7\u5f97\u5927\u5c0f\u6a21\u578b\u5206\u754c\u7684\u6807\u51c6\uff1b<\/li>\n<li>\u6301\u7eed\u8ffd\u8e2a\u4f18\u5316\uff1b<\/li>\n<\/ul>\n<p>\u5728\u672a\u6765\u81f3\u5c11\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\uff0c\u8fd8\u662f\u4f1a\u6709\u5927\u91cf\u7684\u672c\u5730\/\u8054\u7f51\u4e4b\u4e89\u7684\uff0c\u8fd9\u4e2a\u5c31\u662f\u4ea7\u54c1\u7ecf\u7406\u7684\u673a\u4f1a\u3002<\/p>\n<p><strong>2.1.2 \u7a97\u53e3\u5927\u5c0f\u4e0e\u4e0d\u7a33\u5b9a<\/strong><\/p>\n<p>\u6211\u4eec\u7ecf\u5e38\u4f1a\u770b\u5230\uff0cXXX \u5927\u6a21\u578b\u652f\u6301 128K \u4e0a\u4e0b\u6587\u4e86\uff0c\u5f15\u6765\u5927\u5bb6\u7684\u4e00\u9635\u72c2\u6b22\u3002<\/p>\n<p>\u6211\u4eec\u53c8\u4f1a\u7ecf\u5e38\u770b\u89c1\uff0cXXX \u5927\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u5f88\u4e25\u91cd\uff0c\u5f15\u6765\u4e00\u9635\u5410\u69fd\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u662f\u4ec0\u4e48\u610f\u601d\uff1f\u5176\u5b9e\u5c31\u662f\u5927\u6a21\u578b\u5728\u4e00\u6b21\u8bf7\u6c42\u7684\u8fc7\u7a0b\u4e2d\uff0c\u80fd\u591f\u63a5\u6536\u7684\u6700\u5927\u7684\u4fe1\u606f\u7684\u6570\u91cf\u3002\u6211\u4eec\u5728\u548c ChatGPT \u804a\u5929\u7684\u65f6\u5019\u4f1a\u53d1\u73b0\u6709\u7684\u65f6\u5019\u5b83\u804a\u7740\u804a\u7740\u4f1a\u5fd8\u8bb0\u4e4b\u524d\u81ea\u5df1\u8bf4\u8fc7\u7684\u8bdd\uff0c\u5176\u5b9e\u5c31\u662f\u56e0\u4e3a\u804a\u5929\u8bb0\u5f55\u5df2\u7ecf\u8d85\u8fc7\u4e86\u4e0a\u4e0b\u6587\u7684\u6570\u91cf\u3002<\/p>\n<p>\u5e7b\u89c9\u7684\u610f\u601d\u5219\u662f\u5927\u6a21\u578b\u5f88\u5bb9\u6613\u4f1a\u80e1\u8bf4\u516b\u9053\uff0c\u80e1\u7f16\u4e71\u9020\u4e00\u4e9b\u4e8b\u5b9e\u4e0a\u4e0d\u5b58\u5728\u7684\u4e1c\u897f\uff0c\u5c24\u5176\u662f\u5f53\u5b83\u5df2\u7ecf\u5fd8\u8bb0\u524d\u9762\u548c\u4f60\u8bf4\u4ec0\u4e48\u4e4b\u540e\uff0c\u4f60\u518d\u95ee\u4ed6\u7c7b\u4f3c\u7684\u95ee\u9898\uff0c\u5b83\u5c31\u4f1a\u5f00\u59cb\u80e1\u8bf4\u3002<\/p>\n<p>\u5f88\u50cf\u4e00\u4e2a\u6e23\u7537\uff0c\u4f60\u4eec\u5df2\u7ecf\u7275\u624b\u4e86\u3002<\/p>\n<p>\u4f60\u95ee\uff1a\u201c\u6211\u53eb\u4ec0\u4e48\u540d\u5b57\uff1f\u201d<\/p>\n<p>\u4ed6\u56de\u7b54\uff1a\u201c\u5f53\u7136\u53eb\u4eb2\u7231\u7684\u5566\u3002\u201d<\/p>\n<p>\u5176\u5b9e\u4ed6\u5df2\u7ecf\u4e0d\u8bb0\u5f97\u540d\u5b57\u4e86\uff0c\u6240\u4ee5\u5c31\u5f00\u59cb\u80e1\u7f16\u4e71\u9020\u4e86\uff0c<strong>\u7edd\u4e86\uff0c\u8fd9\u73a9\u610f\u771f\u7684\u5f88\u50cf\u4eba\u7c7b\u3002<\/strong><\/p>\n<p>\u6839\u636e\u82f1\u4f1f\u8fbe\u7684\u8bba\u6587 \u300aRULER: What\u2019s the Real Context Size of Your Long-Context Language Models?\u300b\u6765\u770b\uff0c\u5927\u90e8\u5206\u6a21\u578b\u5ba3\u4f20\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u57fa\u672c\u4e0a\u5c31\u662f\u5728\u626f\u6de1\uff0c\u5728\u6781\u9650\u957f\u5ea6\u7684\u60c5\u51b5\u4e0b\uff0c\u5404\u5bb6\u5927\u6a21\u578b\u5bf9\u6b63\u786e\u6c34\u5e73\uff0c\u662f\u6ca1\u6709\u4fdd\u969c\u7684\u3002<\/p>\n<p>\u6bd4\u5982\u8bf4\u4e00\u4e2a\u6a21\u578b\u5ba3\u4f20\u81ea\u5df1\u652f\u6301 128k \u7684\u4e0a\u4e0b\u6587\uff08\u610f\u601d\u662f\u5dee\u4e0d\u591a\u53ef\u4ee5\u8bfb\u4e00\u7bc7 20 \u4e07\u5b57\u7684\u5c0f\u8bf4\uff09\uff0c\u4f46\u662f\u5b9e\u9645\u4e0a\u5982\u679c\u4f60\u968f\u673a\u585e\u4e00\u4e9b\u53e5\u5b50\u8fdb\u8fd9\u7bc7\u5c0f\u8bf4\uff0c\u7136\u540e\u8ba9\u5927\u6a21\u578b\u56de\u7b54\u548c\u8fd9\u4e9b\u53e5\u5b50\u6709\u5173\u7684\u77e5\u8bc6\uff0c\u5b83\u662f\u6709\u6bd4\u8f83\u5927\u6982\u7387\u7b54\u4e0d\u51fa\u6765\u7684\uff0c\u5b83\u7684\u6027\u80fd\u4f1a\u968f\u7740\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u53d8\u5927\u800c\u8870\u51cf\u3002<\/p>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u4ee5 GPT4 \u6765\u8bf4\uff0c\u5f53\u4e0a\u4e0b\u6587\u8d85\u8fc7 64k \u65f6\uff0c\u6027\u80fd\u5c31\u5f00\u59cb\u9aa4\u964d\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/c9f23264-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u5b9e\u9645\u60c5\u51b5\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u8fd9\u4e9b\u6a21\u578b\u7684\u8868\u73b0\u4f1a\u6bd4\u4f60\u60f3\u8c61\u7684\u66f4\u52a0\u7cdf\u7cd5\u3002<\/p>\n<p>\u6211\u8ba9 Claude 3.5 Sonnet \u6a21\u578b\u5206\u6790\u4e86\u4e00\u6bb5\u7684 SQL\uff0c\u8fd9\u662f\u4e00\u4e2a 700 \u884c\u7684\u590d\u6742 SQL\uff0c\u4f46\u662f\u603b\u4f53\u6765\u8bf4\u903b\u8f91\u5e94\u8be5\u662f\u6bd4\u8f83\u7b80\u5355\u7684\uff0c \u800c\u4e14\u51e0\u4e4e\u6bcf\u4e00\u884c SQL \u90fd\u6709\u6ce8\u89e3\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cSonnet \u5c31\u5f00\u59cb\u80e1\u8bf4\u516b\u9053\u4e86\uff0c\u8bf4\u4e86\u4e00\u4e2a SQL \u91cc\u9762\u6839\u672c\u4e0d\u5b58\u5728\u7684\u8868\u3002<\/p>\n<p>\u4e0d\u6392\u9664\u662f\u56e0\u4e3a\u6211\u5728 Monica \u7684\u5ba2\u6237\u7aef\u91cc\u9762\u8c03\u7528 Sonnet \u9020\u6210\u7684\uff0c\u4e0d\u77e5\u9053 Monica \u8c03\u7528\u7684\u65f6\u5019\u662f\u4e0d\u662f\u52a0\u4e86\u4ec0\u4e48 Prompt \u5e72\u6270\u4e86\u6a21\u578b\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/ca7d66ae-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u5982\u4f55\u5728\u4fdd\u8bc1\u89e3\u51b3\u7528\u6237\u95ee\u9898\u7684\u65f6\u5019\uff0c\u907f\u514d\u53d7\u5230\u4e0a\u4e0b\u6587\u7684\u5f71\u54cd\u548c\u5e72\u6270\u5462\uff1f<\/p>\n<p>\u5176\u5b9e\u8fd9\u4e2a\u4e8b\u60c5\u4e5f\u9700\u8981\u4ea7\u54c1\u7ecf\u7406\u7684\u5e72\u9884\uff0c\u6bd4\u5982\uff1a<\/p>\n<ul>\n<li>\u7814\u7a76\u80fd\u5426\u628a\u957f\u6587\u672c\u5207\u6210\u591a\u4e2a\u6bb5\u6587\u672c\uff0c\u5e76\u4e14\u4e0d\u5f71\u54cd\u6700\u7ec8\u7684\u7ed3\u679c\uff1b<\/li>\n<li>\u7814\u7a76\u600e\u4e48\u7ed9 AI \u5916\u6302\u4e00\u4e9b\u80fd\u591f\u8d85\u957f\u65f6\u95f4\u8bb0\u5fc6\u7684\u8bb0\u5fc6\u5e93\uff1b<\/li>\n<\/ul>\n<p>\u4e3e\u4f8b\u6765\u8bf4\uff0c\u6398\u91d1\u4e0a\u9762\u6709\u4e00\u7bc7\u6587\u7ae0\u300a\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u8ba9AI\u4fdd\u6301\u957f\u671f\u8bb0\u5fc6\u76848\u79cd\u4f18\u5316\u65b9\u5f0f\uff08\u9644\u6848\u4f8b\u548c\u4ee3\u7801\uff09\u300b\uff0c\u5c31\u8bb2\u8ff0\u4e86 8 \u79cd\u4e3b\u6d41\u7684\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u90fd\u5e94\u8be5\u662f\u4ea7\u54c1\u7ecf\u7406\u6839\u636e\u4e1a\u52a1\u573a\u666f\u53bb\u9009\u62e9\u7684\u3002<\/p>\n<p>\u6587\u7ae0\u5730\u5740\uff1ahttps:\/\/juejin.cn\/post\/7329732000087736360<\/p>\n<p>\u6700\u540e\u804a\u4e00\u804a\u4e3a\u4ec0\u4e48\u6211\u8ba4\u4e3a\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0e\u4e0d\u7a33\u5b9a\u7684\u95ee\u9898\u662f\u4e00\u4e2a\u957f\u671f\u5185\u5f88\u96be\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5728\u8fc7\u53bb\u7684\u4e00\u6bb5\u65f6\u95f4\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\u7684\u95ee\u9898\u5176\u5b9e\u662f\u7684\u5230\u4e86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u7f13\u89e3\u7684\uff0c\u4f46\u662f\u6839\u636e\u82f1\u4f1f\u8fbe\u7684\u8bba\u6587\u6211\u4eec\u4e5f\u53ef\u4ee5\u53d1\u73b0\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u5927\u5c0f\u548c\u7a33\u5b9a\u7684\u62bd\u53d6\u5185\u5bb9\u907f\u514d\u5e7b\u89c9\u8fd9\u4e24\u4e2a\u6307\u6807\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5c31\u662f\u4e92\u65a5\u7684\uff0c\u5c31\u50cf\u662f\u63a8\u8350\u7cfb\u7edf\u7684\u51c6\u786e\u7387\u548c\u53ec\u56de\u7387\u6307\u6807\u4e00\u6837\u3002<\/p>\n<p>\u8fd9\u4e5f\u5c31\u610f\u5473\u7740\u5728\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u6211\u4eec\u53ef\u80fd\u90fd\u6ca1\u6709\u4e24\u5168\u4e4b\u7b56\uff0c\u9664\u975e\u7a81\u7136\u51fa\u73b0\u4e00\u4e2a\u6a21\u578b\u4e00\u65b9\u9762\u89e3\u51b3\u5e7b\u89c9\u95ee\u9898\uff0c\u4e00\u65b9\u9762\u80fd\u4fdd\u8bc1\u5de8\u5927\u7684\u7a97\u53e3\u3002<\/p>\n<p>\u800c\u4e14\u5728\u5b9e\u8df5\u7684\u65f6\u5019\u6211\u4eec\u5f80\u5f80\u9700\u8981\u907f\u514d\u6781\u7aef Case \u7684\u53d1\u751f\uff08\u6bd4\u5982\u6211\u81ea\u5df1\u9047\u5230\u7684 700 \u884c SQL \u89e3\u6790\u9519\u8bef\uff09\uff0c\u51cf\u5c11\u4e0a\u4e0b\u6587\u7684\u89c4\u6a21\u662f\u5f88\u91cd\u8981\u7684\u624b\u6bb5\uff0c\u6b64\u5916\u4e0d\u540c\u7684\u68c0\u6d4b\u624b\u6bb5\u4e0b\u5176\u5b9e\u6a21\u578b\u7684\u8868\u73b0\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\uff0c\u4e5f\u5c31\u662f\u8bf4\u4e0d\u540c\u7684\u4e1a\u52a1\u573a\u666f\uff0c\u5e7b\u89c9\u95ee\u9898\u7684\u4e25\u91cd\u7a0b\u5ea6\u5176\u5b9e\u662f\u4e0d\u4e00\u6837\u7684\u3002<\/p>\n<p>\u6a21\u578b\u80fd\u591f\u5bb9\u7eb3\u7684\u6700\u5927\u7a97\u53e3\u548c\u6709\u6548\u5de5\u4f5c\u7a97\u53e3\u662f\u4e24\u4e2a\u6982\u5ff5\uff0c\u5e76\u4e14\u4e0d\u540c\u7684\u4efb\u52a1\u7684\u6709\u6548\u7a97\u53e3\u5927\u5c0f\u53ef\u80fd\u662f\u975e\u5e38\u4e0d\u4e00\u81f4\u7684\u3002<\/p>\n<p><strong>\u6211\u5f53\u7136\u5e0c\u671b\u6211\u7684\u60f3\u6cd5\u662f\u9519\u7684\uff0c<\/strong>\u76ee\u524d\u800c\u8a00\u6211\u770b\u4e0d\u5230\u4efb\u4f55\u6a21\u578b\u80fd\u591f\u5728\u8fd9\u4ef6\u4e8b\u60c5\u4e0a\u6709\u7a81\u7834\u7684\u53ef\u80fd\u6027\uff0c \u6709\u4e00\u5bb6\u516c\u53f8\u53eb Magic\uff0c\u63a8\u51fa\u4e86\u4e00\u4e2a\u53f7\u79f0\u5177\u5907\u4e86 1 \u4ebf token \u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6a21\u578b\uff0c\u4f46\u622a\u6b62\u5230\u76ee\u524d\u4e3a\u6b62\uff082024.9.1\uff09\u5e76\u6ca1\u6709\u53d1\u5e03\u4efb\u4f55\u7684\u8bba\u6587\u6216\u8005\u66f4\u5b9e\u9645\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u8fd8\u662f\u90a3\u53e5\u8bdd\uff0c\u6700\u5927\u7a97\u53e3\u548c\u6709\u6548\u5de5\u4f5c\u7a97\u53e3\u662f\u4e24\u4e2a\u6982\u5ff5\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u591a\u6a21\u6001\u7684\u53d1\u5c55\u67d0\u79cd\u89d2\u5ea6\u6765\u8bf4\u4f1a\u52a0\u5267\u7a97\u53e3\u5927\u5c0f\u4e0d\u8db3\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>2.1.3 \u51fd\u6570\u672c\u8eab\u4e0d\u53ef\u80fd\u88ab\u81ea\u8c03\u7528<\/strong><\/p>\n<p>\u6709\u7684\u65f6\u5019\u4f1a\u5c1d\u8bd5\u5728\u63d0\u793a\u8bcd\u91cc\u9762\u64b0\u5199\uff0c\u6bd4\u5982\u6211\u7ed9\u4f60\u4e00\u4e2a xml\uff0c\u5e0c\u671b\u4f60\u80fd\u591f\u904d\u5386\u3002\u901a\u5e38\u6765\u8bf4\uff0c\u5927\u6a21\u578b\u662f\u4e0d\u4f1a\u6267\u884c\u8fd9\u4e2a\u8981\u6c42\u7684\u3002<\/p>\n<p>\u539f\u56e0\u4e5f\u5f88\u7b80\u5355\uff0c\u5b83\u672c\u8eab\u4f5c\u4e3a\u4e00\u4e2a\u51fd\u6570\uff0c\u65e0\u6cd5\u81ea\u6211\u8c03\u7528\uff0c\u800c\u8fd9\u4e2a\u51fd\u6570\u56e0\u4e3a\u5e7b\u89c9\u7684\u95ee\u9898\uff0c\u4e5f\u4e0d\u53ef\u80fd\u505a\u5230\u7cbe\u786e\u56de\u590d\uff0c\u751a\u81f3\u4f1a\u628a N \u884c\u6570\u636e\u6df7\u6742\u5728\u4e00\u8d77\u53bb\u5206\u6790\uff0c\u6240\u4ee5\u8fd9\u7c7b\u5faa\u73af\u904d\u5386\u7684\u8981\u6c42\uff0c\u901a\u5e38\u5f97\u4e0d\u5230\u6ee1\u8db3\u3002<\/p>\n<p>\u4e0d\u652f\u6301\u81ea\u8c03\u7528\u7684\u539f\u56e0\u4e5f\u5f88\u7b80\u5355\uff0c\u4e00\u6b21\u8bf7\u6c42\u4ea4\u4e92\u5185\uff0c\u5982\u679c\u652f\u6301\u5faa\u73af\uff0c\u90a3\u4e48\u5c31\u53ef\u80fd\u5728 API \u5185\u76f4\u63a5\u8c03\u7528\u5927\u6a21\u578b\u6210\u767e\u4e0a\u5343\u6b21\uff0c\u8fd9\u4e2a\u8c03\u7528\u6210\u672c API \u7684\u63d0\u4f9b\u65b9\u662f\u4e0d\u53ef\u80fd\u627f\u62c5\u7684\uff0c<\/p>\n<p>\u7531\u4e8e\u5927\u6a21\u578b\u672c\u8eab\u662f\u9ad8\u5ea6\u4e0d\u7a33\u5b9a\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u4f1a\u975e\u5e38\u9700\u8981\u901a\u8fc7\u4e00\u4e2a\u5faa\u73af\/\u6761\u4ef6\u5224\u65ad\u6765\u53bb\u63a7\u5236\u5b83\uff0c\u4e0d\u652f\u6301\u81ea\u8c03\u7528\u5c31\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u8981\u5728\u5916\u90e8\u901a\u8fc7\u5de5\u7a0b\u5316\u6765\u5b9e\u73b0\u54ea\u6015\u5728\u4eba\u7c7b\u770b\u6765\u6700\u7b80\u5355\u7684\u904d\u5386\u64cd\u4f5c\u3002<\/p>\n<h3>2.2 \u4e00\u4e9b\u5de5\u7a0b\u4e0a\u7684\u96be\u70b9<\/h3>\n<p><strong>2.2.1 \u4e0d\u518d\u4e92\u8054\u7684\u4e92\u8054\u7f51<\/strong><\/p>\n<p>Apple \u5f00\u521b\u4e86\u79fb\u52a8\u4e92\u8054\u7f51\u65f6\u4ee3\uff0c\u4f46\u662f\u4e5f\u9020\u6210\u4e86\u4e00\u4e2a\u6700\u4e3a\u4eba\u8bdf\u75c5\u7684\u73b0\u8c61\u2014\u2014\u82b1\u56ed\u56f4\u5899\u3002<\/p>\n<p>\u539f\u672c\u5927\u90e8\u5206\u7f51\u7ad9\u662f\u9762\u5411\u641c\u7d22\u5f15\u64ce\u548c\u4eba\u7c7b\u642d\u5efa\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\u722c\u866b\u53ef\u4ee5\u5f88\u7b80\u5355\u7684\u83b7\u53d6\u4e00\u4e2a\u7f51\u7ad9\u8d85\u8fc7 90% \u7684\u5185\u5bb9\u3002<\/p>\n<p>\u8fd9\u4e9b\u5bf9\u4e8e AI \u6765\u8bf4\u81f3\u5173\u91cd\u8981\uff0c\u6211\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5c31\u662f\u9488\u5bf9\u540c\u4e00\u4e2a\u95ee\u9898\uff0c\u8c46\u5305\u548c\u5143\u5b9d\u7684\u56de\u7b54\u8d28\u91cf\u5dee\u5f02\uff1a<\/p>\n<p>\u5f88\u660e\u663e\uff0c\u8c46\u5305\u7684\u56de\u7b54\u8d28\u91cf\u66f4\u52a0\u5dee\uff0c\u8bf4\u4e00\u53e5\u53c8\u81ed\u53c8\u957f\u4e0d\u8fc7\u5206\uff0cRAG \u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\u786e\u5b9e\u662f\u5fae\u8f6f\u5f00\u6e90\u7684 GraphRAG\uff0c\u8fd9\u70b9\u5728\u8c46\u5305\u7684\u56de\u7b54\u91cc\u9762\u6839\u672c\u6ca1\u6709\u4f53\u73b0\u3002<\/p>\n<p>\u6bd4\u8f83\u9017\u7684\u662f\uff0c\u817e\u8baf\u6df7\u5143\u5f15\u7528\u4e86\u706b\u5c71\u5f15\u64ce\u7684\u8d44\u6599\uff0c\u4f46\u662f\u8c46\u5305\u5f15\u7528\u4e86\u4e00\u4e2a\u4e0d\u77e5\u9053\u5a92\u4f53\u7684\u8d44\u6599\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cad43c40-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u8c46\u5305\u7684\u6a21\u578b\u80fd\u529b\u662f\u6bd4\u817e\u8baf\u7684\u6df7\u5143\u5927\u6a21\u578b\u8981\u5f3a\u7684\uff0c\u6df7\u5143\u5927\u6a21\u578b\u7528\u817e\u8baf\u5185\u90e8\u7684\u8bdd\u8bf4\uff0c\u72d7\u90fd\u4e0d\u7528\uff0c\u4e3a\u4ec0\u4e48\u4ece\u6700\u7ec8\u7684\u5448\u73b0\u7ed3\u679c\u6765\u8bf4\uff0c\u8c46\u5305\u7684\u7ed3\u679c\u4e0d\u5982\u6df7\u5143\u5462\uff1f<\/p>\n<p>\u56e0\u4e3a\u5934\u6761\u7684\u6570\u636e\u6ca1\u6709\u5fae\u4fe1\u516c\u4f17\u53f7\u7684\u6570\u636e\u597d\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u4e92\u8054\u7f51\u4e0d\u5728\u4e92\u8054\u7684\u95ee\u9898\uff0cApple \u5e0c\u671b\u4ece\u64cd\u4f5c\u7cfb\u7edf\u5c42\u9762\u628a UI \u6253\u9020\u7684\u9762\u5411\u5927\u6a21\u578b\u66f4\u53cb\u597d\uff0c\u5e76\u4e14\u53d1\u5e03\u4e86\u4e00\u7bc7\u540d\u4e3a\u300aFerret-UI\uff1a\u57fa\u4e8e\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u79fb\u52a8 UI \u7406\u89e3\u300b\uff08https:\/\/arxiv.org\/pdf\/2404.05719\uff09\u7684\u8bba\u6587\uff0c\u4f46\u662f\u6211\u89c9\u5f97\u66f4\u52a0\u5f00\u653e\u7684 API \u548c\u5185\u5bb9\u624d\u662f\u6839\u672c\u9014\u5f84\uff0c\u56e0\u4e3a\u82f9\u679c\u7684\u4e92\u8054\u4e92\u901a\u662f\u4ec5\u9650\u4e8e iOS \u751f\u6001\u7684\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cb343e42-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u800c\u5bf9\u4e8e\u4ea7\u54c1\u7ecf\u7406\u6765\u8bf4\u8fd9\u4e9b\u81ea\u7136\u4e5f\u662f\u53d1\u6325\u7684\u7a7a\u95f4\uff1a<\/p>\n<ol>\n<li>\u4e0a\u54ea\u641e\u5230\u66f4\u597d\u7684\u6570\u636e\uff1b<\/li>\n<li>\u5982\u4f55\u8ba9 AI \u8c03\u7528\u522b\u4eba\u5bb6\u7684 API \u5e76\u4e14\u628a\u7ed3\u679c\u62ff\u6765\u4e3a\u81ea\u5df1\u6240\u7528\uff1b<\/li>\n<li>\u600e\u4e48\u628a\u82f9\u679c\u6700\u65b0\u7684 Ferret-UI \u7814\u7a76\u660e\u767d\uff1b<\/li>\n<\/ol>\n<p>\u8fd9\u4e9b\u90fd\u662f\u5341\u5206\u503c\u5f97\u7814\u7a76\u7684\u547d\u9898\u3002<\/p>\n<p><strong>2.2.2 \u7239\u5473\u5341\u8db3\u7684\u5382\u5546<\/strong><\/p>\n<p>\u6240\u6709\u7684\u5927\u6a21\u578b\u90fd\u81ea\u5e26\u5b89\u5168\u673a\u5236\uff0c\u800c\u4e14\u8fd9\u4e2a\u5b89\u5168\u673a\u5236\u662f\u5199\u6b7b\u5728\u6a21\u578b\u91cc\u9762\u7684\uff0c\u4e0d\u662f\u8bf4 API \u6709\u4e2a\u5f00\u5173\u53ef\u4ee5\u628a\u5b89\u5168\u673a\u5236\u5173\u6389\uff0c\u4f60\u53ef\u4ee5\u9009\u62e9\u628a\u5b89\u5168\u7b49\u7ea7\u8c03\u4f4e\uff0c\u4f46\u662f\u8fd9\u73a9\u610f\u662f\u6ca1\u529e\u6cd5\u5173\u95ed\u7684\u3002\u5f53\u7136\u5e02\u9762\u4e0a\u4f1a\u6709\u5f88\u591a\u7a81\u7834\u5b89\u5168\u673a\u5236\u7684\u65b9\u6cd5\uff0c\u4f46\u662f\u8fd9\u4e9b\u90fd\u7b97\u662f\u6f0f\u6d1e\uff0c\u88ab\u5382\u5546\u53d1\u73b0\u4e4b\u540e\u5f88\u5bb9\u6613\u88ab\u5c01\u5835\u3002<\/p>\n<p>\u6bd4\u5982\u5982\u679c\u4f60\u548c\u5927\u6a21\u578b\u8bf4\u6211\u548c\u522b\u4eba\u5435\u67b6\u5435\u8f93\u4e86\uff0c\u4f60\u6559\u6211\u600e\u4e48\u9a82\u4eba\uff0c\u5927\u6a21\u578b\u4f1a\u62d2\u7edd\u3002\u5c31\u6211\u81ea\u5df1\u800c\u8a00\uff0c\u6211\u8ba4\u4e3a\u628a\u5b89\u5168\u673a\u5236\u505a\u5728\u6a21\u578b\u91cc\u9762\u5e76\u4e14\u4e0d\u7ed9\u5f00\u5173\u7684\u884c\u4e3a\u771f\u7684\u5f88\u7239\u5473\uff0c\u4f46\u662f\u8fd9\u4e2a\u6ca1\u529e\u6cd5\u3002<\/p>\n<p>\u6240\u4ee5\u5e02\u9762\u4e0a\u6709\u5f88\u591a\u7684\u672c\u5730\u90e8\u7f72\u7684\u6a21\u578b\u7684\u5356\u70b9\u5c31\u662f\u6ca1\u6709\u5b89\u5168\u673a\u5236\uff0c\u9ec4\u8d4c\u6bd2\u8272\u60c5\u66b4\u529b 18+ \u600e\u4e48\u9ec4\u66b4\u600e\u4e48\u6765\uff0c\u4f46\u662f\u8fd9\u73a9\u610f\u5c31\u662f\u4eba\u6027\u3002\u8fd9\u4e5f\u662f\u4e00\u4e2a\u673a\u4f1a\uff0c\u503c\u5f97\u5404\u4f4d PM \u5173\u6ce8\u3002<\/p>\n<p>\u6b64\u5916\u6709\u4e00\u70b9\u503c\u5f97\u5173\u6ce8\uff0c\u540c\u6837\u7684\u5185\u5bb9\uff0c\u5728\u4e0d\u540c\u7684\u8bed\u8a00\u4e0b\u9762\u5b89\u5168\u7684\u9608\u503c\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u4e3e\u4e2a\u4f8b\u5b50\uff1a<\/p>\n<p>\u901a\u8fc7 Google Gemini Pro 1.5 \u7ffb\u8bd1\u897f\u5355\u4eba\u8089\u5305\u5b50\u6545\u4e8b\uff0c\u7ffb\u8bd1\u6210\u82f1\u8bed\/\u897f\u8bed\u7684\u65f6\u5019\uff0c\u6a21\u578b\u4f1a\u62a5\u9519\uff0c\u63d0\u793a\u5185\u5bb9\u8fc7\u4e8e\u9ec4\u66b4\uff0c\u6a21\u578b\u62d2\u7edd\u751f\u6210\uff0c\u4f46\u662f\u65e5\u8bed\u7248\u672c\u5c31\u6ca1\u6709\u4efb\u4f55\u95ee\u9898\u3002<\/p>\n<p>\u8bf4\u660e\u4ec0\u4e48\uff1f\u8bf4\u660e\u65e5\u8bed\u7684\u8bed\u6599\u771f\u7684\u5f88\u53d8\u6001\uff0c\u95f4\u63a5\u53ef\u4ee5\u8bf4\u660e\u65e5\u672c\u4eba\u786e\u5b9e\u662f\u5168\u4e16\u754c\u6700\u53d8\u6001\u7684\u4eba\u3002<\/p>\n<h3>2.3 \u76ee\u524d\u5b58\u5728\uff0c\u4f46\u662f\u672a\u6765\u53ef\u80fd\u4f1a\u88ab\u89e3\u51b3\u7684\u95ee\u9898<\/h3>\n<p><strong>2.3.1 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decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cbb55270-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u6240\u4ee5\u8981\u4e0d\u8981\u5bf9\u6a21\u578b\u7684\u63d0\u793a\u8bcd\u505a\u5927\u91cf\u4f18\u5316\u5462\uff1f\u6211\u8ba4\u4e3a\u8fd9\u4e2a\u53d6\u51b3\u4e8e\u4f18\u5316\u63d0\u793a\u8bcd\u7684\u76ee\u7684\u662f\u4ec0\u4e48\u3002<\/p>\n<p>\u5982\u679c\u662f\u4e3a\u4e86\u4fdd\u8bc1\u683c\u5f0f\u548c\u8f93\u51fa\u7ed3\u679c\u7684\u7a33\u5b9a\u6027\u4ee5\u53ca\u4e00\u81f4\u6027\uff0c\u662f\u5f88\u6709\u5fc5\u8981\u7684\uff0c \u56e0\u4e3a\u5f88\u591a\u65f6\u5019\u6211\u4eec\u7684\u4ea7\u54c1\u4e1a\u52a1\u4e0a\u9700\u8981\u8fd9\u4e2a\u4e00\u81f4\u6027\uff0c\u6bd4\u5982\u8981\u6c42\u5927\u6a21\u578b\u8f93\u51fa\u7684\u683c\u5f0f\u5fc5\u987b\u662f Josn\uff0c\u4fdd\u8bc1\u4e0b\u6e38\u7cfb\u7edf\u53ef\u4ee5\u6b63\u5e38\u5c55\u793a\u3002<\/p>\n<p>\u5982\u679c\u662f\u4e3a\u4e86\u63d0\u5347\u8d28\u91cf\uff0c\u6211\u8ba4\u4e3a\u662f\u6ca1\u6709\u5fc5\u8981\u7684\uff0c\u56e0\u4e3a\u6a21\u578b\u4f1a\u5347\u7ea7\uff0c\u5347\u7ea7\u4e4b\u540e\u5e26\u6765\u7684\u63d0\u5347\u80af\u5b9a\u6bd4\u63d0\u793a\u8bcd\u5de5\u7a0b\u96d5\u82b1\u5e26\u6765\u7684\u63d0\u5347\u8981\u591a\u3002<\/p>\n<p>https:\/\/github.com\/Kevin-free\/chatgpt-prompt-engineering-for-developers<\/p>\n<p>\u8fd9\u662f\u5434\u6069\u8fbe\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u8bfe\u7a0b\uff0c\u5e94\u8be5\u662f\u76ee\u524d\u5e02\u9762\u4e0a\u6700\u6743\u5a01\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u8bfe\u7a0b\uff0c\u5e76\u4e14\u63d0\u4f9b\u4e2d\u82f1\u6587\u53cc\u7248\u672c\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u957f\u94fe\u8def\u7684 SOP\u3001\u5de5\u4f5c\u6d41\u548c\u63a8\u7406\u8fc7\u7a0b\uff0c\u6211\u5efa\u8bae\u901a\u8fc7\u591a\u4e2a AI Agent 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\u53bb\u603b\u7ed3\u3002<\/p>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/JimmyLv\/BibiGPT-v1<\/p>\n<p>\u5f53\u7136\u66f4\u65b0\u5230\u4eca\u5929\u8fd9\u4e2a\u9879\u76ee\u80af\u5b9a\u4e0d\u662f\u505a\u7684\u8fd9\u4e48\u7b80\u5355\u591a\u4e86\uff0c\u6bd4\u5982\u5e94\u8be5\u8fd0\u7528\u4e86\u5927\u91cf\u7684\u89c6\u9891\u622a\u56fe\u7136\u540e\u8981\u6c42\u652f\u6301\u591a\u6a21\u6001\u7684\u6a21\u578b\u53bb\u8bc6\u522b\u91cc\u9762\u7684\u5173\u952e\u5185\u5bb9\u3002<\/p>\n<p>\u4f46\u662f\u8ba9\u6211\u4eec\u56de\u5230 BibiGPT \u7b2c\u4e00\u4e2a\u7248\u672c\uff0c\u5b83\u5176\u5b9e\u8fd8\u662f\u505a\u4e86\u4e00\u4e2a\u89c6\u9891\u8f6c\u6587\u5b57\u7684\u8fd9\u6837\u7684\u52a8\u4f5c\u3002<\/p>\n<p>\u8fd9\u6837\u7684\u52a8\u4f5c\u7406\u8bba\u4e0a\u6765\u8bf4\u73b0\u5728\u5df2\u7ecf\u6ca1\u6709\u5fc5\u8981\u505a\u4e86\uff0c\u56e0\u4e3a Google \u6700\u65b0\u7684\u6a21\u578b Gemini \u5df2\u7ecf\u652f\u6301\u5bf9\u89c6\u9891\u672c\u8eab\u7684\u89e3\u6790\u4e86\uff0c\u53ea\u4e0d\u8fc7\u7528\u8d77\u6765\u5f88\u8d35\uff0c\u4e0b\u9762\u662f Google \u5b98\u65b9\u63d0\u4f9b\u7684 Gemini 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MD \u683c\u5f0f\uff0c\u6216\u8005\u628a\u4e00\u4e2a PDF \u8f6c\u5316\u6210 MD \u683c\u5f0f\uff0c\u8fd9\u4e2a\u4e0d\u662f\u8de8\u6a21\u6001\uff0c\u53ea\u662f\u6570\u636e\u6e05\u6d17\uff0c\u9700\u8981\u4e25\u683c\u533a\u5206\u4e8c\u8005\u7684\u5173\u7cfb\u3002<\/p>\n<p>\u6570\u636e\u6e05\u6d17\u8fd9\u4ef6\u4e8b\u60c5\uff0c\u6700\u597d\u8fd8\u662f\u7528\u5de5\u7a0b\u65b9\u6cd5\u89e3\u51b3\u3002<\/p>\n<h2  id=\"toc-3\" class=\"jltoc--item\">\u4e09\u3001\u4ece\u300a\u7406\u89e3\u5a92\u4ecb\u300b\u7684\u89d2\u5ea6\u63a2\u8ba8\u5927\u6a21\u578b\u7684\u66f4\u5e95\u5c42\u7684\u957f\u5904\u662f\u4ec0\u4e48<\/h2>\n<p>\u6ce8\uff1a\u8fd9\u4e00\u6bb5\u4f1a\u5bf9\u9ea6\u514b\u5362\u6c49\u7684\u300a\u7406\u89e3\u5a92\u4ecb\u300b\u7684\u57fa\u7840\u4e0a\u505a\u4e00\u4e9b\u53d1\u6563\uff1b<\/p>\n<p>\u60f3\u8981\u7406\u89e3\u5927\u6a21\u578b\u4ee5\u53ca AIGC 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\u5c31\u662f\u8fd9\u4e9b\u7167\u7247\u7684\u76f8\u6846\u3002<\/p>\n<p>\u5a92\u4ecb\u7684\u4f5c\u7528\u5c31\u5982\u540c\u793e\u4f1a\u79d1\u5b66\u9886\u57df\u7684\u8bae\u7a0b\u8bbe\u7f6e\u4e00\u6837\uff0c\u4f1a\u6df1\u523b\u5730\u5f71\u54cd\u6240\u6709\u4eba\u89c2\u770b\u4e8b\u7269\u7684\u65b9\u5f0f\u3002<\/p>\n<p>\u8096\u5c14\u7684\u5c55\u89c8\u8d64\u88f8\u88f8\u5730\u628a\u8fd9\u4e2a\u547d\u9898\u5c55\u73b0\u7ed9\u4e86\u6240\u6709\u4eba\u3002\u8096\u5c14\u60f3\u901a\u8fc7\u8fd9\u6837\u7684\u65b9\u5f0f\u544a\u8bc9\u5927\u5bb6\uff0c\u770b\u4e00\u5f20\u7167\u7247\uff0c\u7167\u7247\u672c\u8eab\u53ef\u80fd\u786e\u5b9e\u5b58\u5728\u56fe\u50cf\u5185\u5bb9\uff0c\u4f46\u662f\u8ba9\u4f60\u901a\u8fc7 iPad 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B \u7ad9\u7684\u5185\u5bb9\u5728\u4e92\u76f8\u8f6c\u5316\u7684\u65f6\u5019\u8fd9\u4e48\u56f0\u96be\u7684\u539f\u56e0\u3002<\/p>\n<p>B \u7ad9\u6700\u65e9\u662f\u4e00\u4e2a\u7f51\u7ad9\uff0cB \u7ad9\u7684\u89c6\u9891\u4e5f\u662f\u6a2a\u5c4f\u7684\uff0c\u56e0\u4e3a\u770b\u7f51\u7ad9\u7528\u7684\u663e\u793a\u5668\u5929\u7136\u5c31\u662f\u6a2a\u5c4f\u7684\uff0c\u800c\u663e\u793a\u5668\u662f\u6a2a\u5c4f\u7684\u539f\u56e0\u662f\u56e0\u4e3a\u4eba\u7c7b\u7684\u4e24\u4e2a\u773c\u775b\u662f\u6a2a\u7740\u6392\u5217\u800c\u4e0d\u662f\u7eb5\u5411\u6392\u5217\u7684\u3002<\/p>\n<p>\u6296\u97f3\u4ece\u8bde\u751f\u7684\u65f6\u5019\u5c31\u662f\u4e00\u4e2a App\uff0c\u800c\u4e14\u642d\u914d\u4e86\u5f88\u591a\u624b\u673a\u62cd\u6444\u89c6\u9891\u7684\u529f\u80fd\uff0c\u6240\u4ee5\u6296\u97f3\u89c6\u9891\u5929\u7136\u5c31\u5e94\u8be5\u662f\u7ad6\u5c4f\u7684\uff0c\u56e0\u4e3a\u4eba\u7c7b\u7528\u624b\u673a\u5c31\u662f\u7ad6\u7740\u6293\u7684\u3002<\/p>\n<p>\u5047\u5982\u6211\u4eec\u73b0\u5728\u7684\u4e3b\u6d41\u624b\u673a\u4e0d\u662f iPhone \u5b9a\u4e49\u7684\uff0c\u800c\u662f\u65e5\u672c\u7684\u590f\u666e\u5b9a\u4e49\u7684\uff0c\u8bf4\u4e0d\u5b9a\u6296\u97f3\u5c31\u538b\u6839\u4e0d\u4f1a\u5b58\u5728\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cc2a3c98-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u8fd9\u79cd\u5a92\u4ecb\u4e0a\u7684\u533a\u522b\u5c31\u597d\u50cf\u662f\u96be\u4ee5\u903e\u8d8a\u7684\u5929\u5811\u4e00\u822c\u3002<\/p>\n<p>\u4e0a\u9762\u8bf4\u7684\u8fd9\u4e9b\u597d\u50cf\u662f\u5e38\u8bc6\uff0c\u4f46\u662f\u5b8c\u5168\u53ef\u4ee5\u628a\u8fd9\u4e2a\u5206\u6790\u601d\u8def\u5957\u7528\u5230\u5176\u4ed6\u7684\u5185\u5bb9\u4e0a\u9762\u53bb\u3002\u51e0\u4e4e\u6240\u6709\u5185\u5bb9\u4ea7\u54c1\u90fd\u53ef\u4ee5\u5728\u8fd9\u4e2a\u6846\u67b6\u5185\u8fdb\u884c\u5206\u6790\u3002<\/p>\n<p>\u4e00\u4e2a\u770b\u9010\u5b57\u7a3f\u4f1a\u89c9\u5f97\u662f\u65e0\u804a\u5bf9\u8bdd\u7684\u64ad\u5ba2\u8282\u76ee\uff0c\u542c\u611f\u6709\u53ef\u80fd\u4f1a\u975e\u5e38\u51fa\u4f17\uff0c\u6bd4\u5982\u4e00\u4e9b\u4ee5\u201c\u804a\u5929\u201d\u548c\u201c\u63d2\u79d1\u6253\u8be8\u201d\u4e3a\u5356\u70b9\u7684\u64ad\u5ba2\u8282\u76ee\uff0c\u56e0\u4e3a\u5728\u64ad\u5ba2\u8282\u76ee\u4e2d\u6709\u8bed\u6c14\u548c\u60c5\u611f\uff0c\u8fd9\u662f\u6587\u5b57\u7a3f\u5f88\u96be\u8868\u73b0\u7684\u3002<\/p>\n<p>\u53cd\u8fc7\u6765\u8bf4\uff0c\u5047\u4f7f\u4e00\u573a\u5e7f\u64ad\u6f14\u8bb2\uff0c\u6f14\u8bb2\u8005\u6839\u672c\u6ca1\u6709\u7528\u5fc3\u5173\u6ce8\u5185\u5bb9\uff0c\u4e5f\u6ca1\u6709\u901a\u8fc7\u6f14\u8bb2\u5f69\u6392\u505a\u9636\u6bb5\u6027\u56de\u987e\uff0c\u53ea\u77e5\u9053\u9010\u5b57\u5ff5\u7a3f\uff0c\u64b0\u5199\u6f14\u8bb2\u7a3f\u7684\u4eba\u8fc7\u5206\u5173\u6ce8\u6587\u5b57\u672c\u8eab\uff0c\u8fd9\u4e9b\u5c31\u4f1a\u5bfc\u81f4\u6f14\u8bb2\u542c\u4e0a\u53bb\u5e72\u762a\u65e0\u529b\uff0c\u4e0d\u5982\u628a\u6f14\u8bb2\u7a3f\u76f4\u63a5\u53d1\u7ed9\u8bfb\u8005\u770b\u6765\u7684\u66f4\u987a\u7545\uff0c\u56e0\u4e3a\u8fd9\u573a\u6f14\u8bb2\u5728\u521b\u4f5c\u65f6\u4f7f\u7528\u7684\u5c31\u662f\u6587\u5b57\u800c\u975e\u58f0\u97f3\u3002<\/p>\n<p>\u5728\u5c0f\u7ea2\u4e66\u4e0a\u9762\uff0c\u4e13\u4e1a\u7684\u8131\u53e3\u79c0\u6f14\u5458\u4e5f\u4f1a\u8868\u8fbe\u7c7b\u4f3c\u7684\u89c2\u70b9\uff0c\u8fd9\u4e9b\u5728\u9053\u7406\u4e0a\u90fd\u662f\u76f8\u901a\u7684\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/ccac6cf4-69f2-11ef-9bc7-00163e142b65.jpg\"><\/p>\n<p>\u4f18\u79c0\u7684\u6f14\u8bb2\u8005\u5f80\u5f80\u4f1a\u9009\u62e9\u5148\u5199\u5927\u7eb2\uff0c\u53e3\u64ad\u8f6c\u6587\u5b57\u518d\u5bf9\u6587\u5b57\u8fdb\u884c\u8c03\u6574\uff0c\u4ee5\u6b64\u4fdd\u8bc1\u542c\u4f17\u4f53\u9a8c\u3002<\/p>\n<h3>3.3 \u5a92\u4ecb\u4e4b\u95f4\u7684\u672c\u8d28\u533a\u522b<\/h3>\n<p>\u4e0d\u540c\u5a92\u4ecb\u4e4b\u95f4\u7684\u6839\u672c\u6027\u5dee\u5f02\u5728\u54ea\uff1f<\/p>\n<p>\u4e2a\u4eba\u76ee\u524d\u89c2\u5bdf\u6765\u770b\u4e3b\u8981\u6709\u4e24\u70b9\uff0c\u6a21\u6001\u548c\u77ac\u95f4\u6027\u3002<\/p>\n<p style=\"text-align: center\"><strong>\u5a92\u4ecb=\u6a21\u6001*\u77ac\u95f4\u6027<\/strong><\/p>\n<p>\u6a21\u6001\uff0c\u4eba\u7c7b\u4e0e\u73b0\u5b9e\u4e16\u754c\u7684\u4ea4\u4e92\u6a21\u5f0f\uff0c\u901a\u5e38\u4e0e\u611f\u77e5\u5668\u5b98\u6709\u7d27\u5bc6\u8054\u7cfb\uff0c\u5e38\u89c1\u7684\u6a21\u6001\u6709\u6587\u5b57\u3001\u9759\u6001\/\u52a8\u6001\u56fe\u50cf\u3001\u58f0\u97f3\u7b49\u3002<\/p>\n<p>\u8fd9\u4e09\u4e2a\u57fa\u672c\u6a21\u6001\u6839\u690d\u4e8e\u4eba\u7c7b\u7684\u89c6\u89c9\u548c\u542c\u89c9\uff0c\u9525\u4f53\u7ecf\u9a8c\u7406\u8bba\u8ba4\u4e3a\u4eba\u7c7b\u5927\u90e8\u5206\u5b66\u4e60\u8fc7\u7a0b\u90fd\u4f9d\u8d56\u4e8e\u89c6\u89c9\u548c\u542c\u89c9\uff0c\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u4e9b\u57fa\u672c\u4e0a\u7684\u6a21\u6001\u6070\u597d\u88ab\u7406\u8bba\u6240\u547d\u4e2d\u3002<\/p>\n<p>\u5f53\u7136\u8fd9\u4e5f\u53ef\u80fd\u662f\u9e21\u751f\u86cb\u86cb\u751f\u9e21\u7684\u5173\u7cfb\u3002\u4e0d\u540c\u7684\u6a21\u6001\u81ea\u5e26\u7684\u4fe1\u606f\u542b\u91cf\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u6587\u5b57\u662f\u6700\u62bd\u8c61\u7684\uff0c\u5305\u542b\u7684\u4fe1\u606f\u542b\u91cf\u6700\u4f4e\uff0c\u800c\u56fe\u50cf\u662f\u6700\u5177\u8c61\u7684\uff0c\u5305\u542b\u7684\u4fe1\u606f\u542b\u91cf\u6700\u9ad8\u3002\u6240\u4ee5\u4eba\u4eec\u5e38\u8bf4\uff0c\u770b\u5c0f\u8bf4\u53ef\u4ee5\u8ba9\u4eba\u53d1\u6325\u60f3\u8c61\uff0c\u770b\u7535\u89c6\u5267\u5219\u4f1a\u88ab\u675f\u7f1a\uff0c\u6b63\u662f\u56e0\u4e3a\u6587\u5b57\u7684\u4fe1\u606f\u542b\u91cf\u4f4e\uff0c\u6240\u4ee5\u624d\u6709\u60f3\u8c61\u7684\u7a7a\u95f4\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u91cc\u7684\u4fe1\u606f\u542b\u91cf\u6307\u7684\u662f\u201c\u7edd\u5bf9\u4fe1\u606f\u542b\u91cf\u201d\uff0c\u6bd4\u5982\u6587\u672c\u6587\u4ef6\u5c31\u662f\u6bd4\u56fe\u50cf\u6587\u4ef6\u66f4\u5c0f\uff0c\u4f46\u662f\u8fd9\u4e0d\u4ee3\u8868\u5ff5\u4e66\u5b66\u4e60\u6548\u7387\u4f1a\u6bd4\u770b\u56fe\u6548\u7387\u4f4e\uff0c\u56e0\u4e3a\u4eba\u7c7b\u80fd\u591f\u6444\u53d6\u4e00\u4e2a\u5185\u5bb9\u4e2d\u7684\u4fe1\u606f\u542b\u91cf\u7684\u80fd\u529b\u662f\u6709\u9650\u7684\u3002<\/p>\n<p>\u597d\u6bd4\u548c\u4e00\u4e2a\u4eba\u4ea4\u8c08\u4e00\u5b9a\u662f\u6bd4\u901a\u8fc7\u7535\u5b50\u90ae\u4ef6\u4ea4\u6d41\u5177\u5907\u66f4\u52a0\u4e30\u5bcc\u7684\u4fe1\u606f\u7684\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u4eba\u6709\u5fae\u8868\u60c5\uff0c\u6709\u795e\u6001\uff0c\u4f46\u5e76\u4e0d\u6bcf\u4e2a\u4eba\u90fd\u80fd\u83b7\u53d6\u548c\u63a5\u6536\u8fd9\u4e9b\u4fe1\u606f\u3002<\/p>\n<p>\u77ac\u95f4\u6027\u662f\u5a92\u4ecb\u7684\u53e6\u4e00\u4e2a\u6839\u672c\u7279\u5f81\uff0c\u77ac\u95f4\u6027\u662f\u6307\u5bf9\u4e8e\u4e00\u4e2a\u5185\u5bb9\u6765\u8bf4\uff0c\u5f53\u5b83\u88ab\u67d0\u4e2a\u5a92\u4ecb\u627f\u8f7d\u65f6\uff0c\u89c2\u770b\u8005\u56de\u987e\u5176\u4e2d\u67d0\u4e00\u4e2a\u5185\u5bb9\u5207\u7247\u7684\u6210\u672c\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u7ec4\u5a92\u4ecb\u548c\u4ed6\u4eec\u7684\u77ac\u95f4\u6027\u5927\u5c0f\u7684\u6392\u5e03\uff0c\u77ac\u95f4\u6027\u8d8a\u5f3a\uff0c\u56de\u987e\u6210\u672c\u8d8a\u9ad8\uff1a<\/p>\n<p style=\"text-align: center\"><strong>\u5355\u5f20\u56fe\u7247 = \u77ed\u6587\u5b57 &lt; \u7ec4\u56fe &lt; \u957f\u56fe\u6587 &lt; \u6d41\u5a92\u4f53\u5e73\u53f0\u4e0a\u7684\u89c6\u9891 &lt; \u64ad\u5ba2\u5e73\u53f0\u4e0a\u7684\u64ad\u5ba2 &lt; \u7535\u5f71\u9662\u7535\u5f71 &lt; \u97f3\u4e50\u4f1a\u7684\u97f3\u4e50 &lt; \u7ebf\u4e0b\u8131\u53e3\u79c0<\/strong><\/p>\n<p>\u4e3a\u4ec0\u4e48\u7ebf\u4e0b\u8131\u53e3\u79c0\u6700\u96be\u590d\u5236\uff0c\u56e0\u4e3a\u5b83\u7684\u521b\u4f5c\u8fc7\u7a0b\u90fd\u662f\u4f34\u968f\u7ebf\u4e0b\u7684\u7075\u5149\u4e4d\u73b0\u4ee5\u53ca\u4e0e\u89c2\u4f17\u7684\u4eb2\u5bc6\u4e92\u52a8\uff0c\u4eba\u4eec\u518d\u4e5f\u65e0\u6cd5\u8e0f\u5165\u540c\u4e00\u6761\u6cb3\u6d41\u3002<\/p>\n<p>\u5bf9\u4e8e\u5355\u5f20\u56fe\u7247\u6765\u8bf4\uff0c\u867d\u7136\u60f3\u8981 100% \u590d\u5236\u6709\u56f0\u96be\uff0c\u4f46\u662f\u81f3\u5c11\u53ef\u4ee5\u57fa\u4e8e\u7279\u5b9a\u5de5\u827a\u8fdb\u884c\u6253\u5370\uff0c\u7136\u540e\u5728\u5bf9\u5e94\u4eae\u5ea6\u548c\u8272\u6e29\u7684\u706f\u5149\u4e0b\u89c2\u770b\uff0c\u5c31\u80fd\u83b7\u5f97\u8fd1\u4e4e\u4e8e\u539f\u4f5c\u7684\u6548\u679c\u3002<\/p>\n<p>\u77ac\u95f4\u6027\u8d8a\u5f3a\u7684\u5a92\u4ecb\uff0c\u5bf9\u4e8e\u60c5\u7eea\u7684\u8981\u6c42\u5c31\u8d8a\u9ad8\uff08\u5bf9\u521b\u4f5c\u8005\u548c\u89c2\u4f17\u6765\u8bf4\u90fd\u662f\u8fd9\u6837\uff09\uff0c\u4e00\u7ec4\u6587\u5b57\u53ef\u4ee5\u51b7\u51b0\u51b0\uff0c\u4f46\u662f\u64ad\u5ba2\u4e0d\u80fd\u6709\u6c14\u65e0\u529b\uff0c\u5e76\u4e14\u8fd9\u79cd\u5a92\u4ecb\u8d8a\u53ef\u80fd\u8981\u6c42\u521b\u4f5c\u8005\u628a\u521b\u4f5c\u548c\u4f20\u64ad\u672c\u8eab\u878d\u4e3a\u4e00\u4f53\u3002<\/p>\n<p>\u8fd8\u662f\u62ff\u8131\u53e3\u79c0\u4e3e\u4f8b\u5b50\uff0c\u8131\u53e3\u79c0\u672c\u8eab\u5c31\u662f\u5728\u821e\u53f0\u4e0a\u624d\u80fd\u5b9e\u73b0\u4f5c\u54c1\u7684\u5b8c\u6574\u521b\u4f5c\u7684\uff0c\u6240\u4ee5\u521b\u4f5c\u8fc7\u7a0b\u548c\u4f20\u64ad\u8fc7\u7a0b\u672c\u8eab\u5c31\u662f\u4e00\u4f53\u7684\u3002<\/p>\n<p>\u540c\u65f6\u4e00\u4e2a\u5a92\u4ecb\u8d8a\u662f\u5f3a\u8c03\u7f16\u6392\uff0c\u77ac\u95f4\u6027\u5c31\u4f1a\u88ab\u4f53\u73b0\u7684\u8d8a\u5f3a\uff0c\u5f3a\u8c03\u7f16\u6392\u610f\u5473\u7740\u8bfb\u8005\u5982\u679c\u8df3\u7740\u9605\u8bfb\u6216\u8005\u8df3\u8dc3\u56de\u987e\uff0c\u90fd\u5f88\u96be\u901a\u8fc7\u4e0a\u4e0b\u6587\u83b7\u5f97\u76f8\u540c\u7684\u4f53\u9a8c\uff0c\u53ea\u6709\u5b8c\u6574\u7684\u91cd\u65b0\u6309\u7167\u7f16\u6392\u987a\u5e8f\u9605\u8bfb\uff0c\u624d\u80fd\u83b7\u5f97\u63a5\u8fd1\u4e8e\u7b2c\u4e00\u6b21\u9605\u8bfb\u7684\u4f53\u9a8c\u3002<\/p>\n<h3>3.4 AIGC \u7684\u610f\u4e49\u5728\u4e8e\u964d\u4f4e\u5185\u5bb9\u8de8\u5a92\u4ecb\u751a\u81f3\u8de8\u6a21\u6001\u7684\u95e8\u69db<\/h3>\n<p>\u5728\u5de5\u4f5c\u4e2d\u5176\u5b9e\u6211\u7ecf\u5e38\u4f1a\u6709\u4e00\u4e2a\u7591\u60d1\uff0c\u4e3a\u4ec0\u4e48\u6587\u6863\u5199\u4e86\uff0c\u8fd8\u8981\u95ee\uff1f<\/p>\n<p>\u5176\u5b9e\u539f\u56e0\u5f88\u7b80\u5355\uff0c\u56e0\u4e3a\u4eba\u4f5c\u4e3a\u4e00\u4e2a\u5a92\u4ecb\uff0c\u6bd4\u6587\u6863\u4f5c\u4e3a\u4e00\u4e2a\u5a92\u4ecb\u5bf9\u4e8e\u4eba\u6765\u8bf4\u66f4\u52a0\u7684\u53cb\u597d\u3002\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\u9762\u63d0\u95ee\u8005\u7684\u95ee\u9898\u662f\u6bd4\u8f83\u7b80\u5355\u7684\uff0c\u770b\u6587\u6863\u5c31\u4f1a\u5f88\u91cd\u3002\u4f46\u662f\u5bf9\u4e8e\u56de\u7b54\u8005\u6765\u8bf4\uff0c\u91cd\u590d\u56de\u7b54\u95ee\u9898\u662f\u4e0d\u7ecf\u6d4e\u7684\uff0c\u8fd9\u79cd\u77db\u76fe\u5c31\u5f88\u9002\u5408\u7528 AI 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MECE \u7684\uff1b<\/li>\n<\/ol>\n<p>\u5982\u679c\u4ece\u5f52\u7eb3\u6cd5\u7684\u89d2\u5ea6\u6765\u8bf4\uff0c\u6211\u4eec\u4f1a\u8ba4\u4e3a\u5927\u6a21\u578b\u80fd\u5e72\u8fd9\u4e2a\uff0c\u4e0d\u80fd\u5e72\u90a3\u4e2a\uff0c\u53ef\u4ee5\u4e3e\u65e0\u7a77\u591a\u7684\u4f8b\u5b50\uff0c\u4f46\u662f<strong>\u5982\u679c\u60f3\u8981\u8bd5\u56fe\u641e\u6e05\u695a\u8fd9\u4e2a\u4e1c\u897f\u64c5\u957f\u4ec0\u4e48\uff0c\u4e0d\u64c5\u957f\u4ec0\u4e48\uff0c\u5929\u82b1\u677f\u5728\u54ea\u91cc\uff0c\u5f52\u7eb3\u6cd5\u662f\u6ca1\u6709\u90a3\u4e48\u9760\u8c31\u7684\u3002<\/strong><\/p>\n<p>\u5982\u679c\u4ece\u5a92\u4ecb\u7684\u89d2\u5ea6\u53bb\u770b\u5f85\u5927\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\u5b83\u5177\u6709\u51e0\u4e2a\u80fd\u529b\u662f\u4ee5\u524d\u7684\u6280\u672f\u4e0d\u5177\u5907\u7684\uff1a<\/p>\n<ol>\n<li>\u5b83\u80fd\u591f\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7406\u89e3\u5185\u5bb9\uff0c\u4f46\u662f\u8981\u60f3\u51ed\u7a7a\u521b\u9020\u5185\u5bb9\u8fd8\u662f\u6709\u96be\u5ea6\u7684\uff1b<\/li>\n<li>\u5b83\u5728\u7406\u89e3\u5185\u5bb9\u7684\u57fa\u7840\u4e0a\uff0c\u53ef\u4ee5\u5c06\u4e00\u4e2a\u5185\u5bb9\u4fee\u9970\u6210\u53e6\u66f4\u9002\u5408\u4e00\u4e2a\u5a92\u4ecb\u5185\u5bb9\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u5e38\u8bf4\u7684\u603b\u7ed3\u3001\u6269\u5199\u3001\u7ffb\u8bd1\uff1b<\/li>\n<li>\u5b83\u80fd\u591f\u5728\u7406\u89e3\u5185\u5bb9\u7684\u57fa\u7840\u4e0a\uff0c\u5c06\u4e00\u4e2a\u5185\u5bb9\u8f6c\u5316\u6210\u53e6\u4e00\u4e2a\u6a21\u6001\u7684\u5185\u5bb9\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u5e38\u8bf4\u7684\u6587\u751f\u56fe\uff1b<\/li>\n<li>\u5b83\u80fd\u591f\u57fa\u4e8e\u81ea\u5df1\u5bf9\u5927\u91cf\u7d20\u6750\u7684\u5b66\u4e60\uff0c\u5728\u5185\u5bb9\u8fdb\u884c\u5a92\u4ecb\u6216\u8005\u6a21\u6001\u8f6c\u5316\u7684\u65f6\u5019\uff0c\u8865\u5145\u6700\u5408\u9002\u7684\u4fe1\u606f\u8fdb\u53bb\uff1b<\/li>\n<li>\u56e0\u4e3a\u5b83\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u5b66\u4e60\uff0c\u6240\u4ee5\u5982\u679c\u5b83\u80fd\u591f\u88ab\u7cbe\u786e\u7684\u63a7\u5236\u610f\u56fe\uff0c\u5b83\u7684\u6548\u679c\u4f1a\u975e\u5e38\u597d\uff1b<\/li>\n<\/ol>\n<p>\u6240\u4ee5\u8ba9\u6211\u4eec\u56de\u5230\u4e0a\u9762\u7684\u5c0f\u8282\uff0c\u56de\u987e\u4e00\u4e0b\u5a92\u4ecb\u7684\u77ac\u95f4\u6027\u7684\u6392\u5e8f\uff1a<\/p>\n<p style=\"text-align: center\"><strong>\u5355\u5f20\u56fe\u7247 = \u77ed\u6587\u5b57 &lt; \u7ec4\u56fe &lt; \u957f\u56fe\u6587 &lt; \u6d41\u5a92\u4f53\u5e73\u53f0\u4e0a\u7684\u89c6\u9891 &lt; \u64ad\u5ba2\u5e73\u53f0\u4e0a\u7684\u64ad\u5ba2 &lt; \u7535\u5f71\u9662\u7535\u5f71 &lt; \u97f3\u4e50\u4f1a\u7684\u97f3\u4e50 &lt; \u7ebf\u4e0b\u8131\u53e3\u79c0<\/strong><\/p>\n<p><strong>\u5728 AIGC \u8bde\u751f\u4e4b\u524d\uff0c\u6211\u4eec\u53ef\u80fd\u53ea\u80fd\u628a\u53f3\u8fb9\u7684\u5185\u5bb9\u8f6c\u5316\u6210\u5de6\u8fb9\u7684\u5185\u5bb9\u3002<\/strong><\/p>\n<p><strong>\u5728 AIGC \u8bde\u751f\u4e4b\u540e\uff0c\u6211\u4eec\u662f\u53ef\u4ee5\u628a\u5de6\u8fb9\u7684\u5185\u5bb9\u8f6c\u6362\u6210\u53f3\u8fb9\u7684\u5185\u5bb9\u7684\uff0c\u56e0\u4e3a\u6211\u4eec\u6709\u4e86\u65e0\u4e2d\u751f\u6709\u7684\u80fd\u529b\uff01<\/strong><\/p>\n<p>\u8fd9\u5c31\u662f AIGC \u5728\u5a92\u4ecb\u5c42\u9762\u7684\u610f\u4e49\uff0c\u8fd9\u4e2a\u4ece\u751f\u4ea7\u89d2\u5ea6\u6765\u8bf4\u662f\u5212\u65f6\u4ee3\u7684\u3002<\/p>\n<p>\u8fd8\u662f\u62ff\u4e0a\u6587\u63d0\u5230\u7684\u7ad6\u5c4f\u4e0e\u6a2a\u5c4f\u4f8b\u5b50\u6765\u8bf4\uff0cB \u7ad9\u7684\u89c6\u9891\u662f\u6a2a\u5c4f\u7684\uff0c\u6296\u97f3\u662f\u7ad6\u5c4f\u7684\uff0c\u5bf9\u4e8e\u521b\u4f5c\u8005\u6765\u8bf4\uff0c\u5982\u4f55\u4f4e\u6210\u672c\u7684\u8f6c\u5316\u5462\uff1f\u7b54\u6848\u662f\u7528 AI \u751f\u6210\uff0c\u6269\u5c55\u753b\u9762\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cd0cb686-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<h2  id=\"toc-4\" class=\"jltoc--item\">\u56db\u3001\u4ee5 RAG \u7684\u8fdb\u5316\u6765\u63a2\u8ba8\u56f4\u7ed5\u5927\u6a21\u578b\u7684\u957f\u5904\u548c\u77ed\u5904\u6765\u5236\u4f5c\u4ea7\u54c1<\/h2>\n<h3>4.1 AI Agent \u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>GoogleMind\u548c\u666e\u6797\u65af\u987f\u8054\u5408\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\u300aReAct: Synergizing Reasoning and Acting in Language Models\u300b\uff0c\u88ab\u516c\u8ba4\u4e3a\u57fa\u4e8eLLM\u7684\u667a\u80fd\u4f53\u7684\u5f00\u5c71\u4e4b\u4f5c\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u5728\u95ee\u7b54\u548c\u4e8b\u5b9e\u9a8c\u8bc1\u4efb\u52a1\u4e2d\uff0cReAct \u901a\u8fc7\u4e0e\u7b80\u5355\u7684Wikipedia API\u4ea4\u4e92\uff0c\u514b\u670d\u4e86\u63a8\u7406\u4e2d\u666e\u904d\u5b58\u5728\u7684\u5e7b\u89c9\u548c\u9519\u8bef\u4f20\u64ad\u95ee\u9898\u3002<\/p>\n<p>\u8fd9\u4e2a\u6bd4\u53bb\u5f3a\u5316\u6a21\u578b\u8bad\u7ec3\u5f3a\u5f88\u591a\u500d\uff0c\u539f\u56e0\u662f\u4ec0\u4e48\uff0c\u5927\u6a21\u578b\u7684\u5927\u8111\u5df2\u7ecf\u5f88\u5f3a\u5927\u4e86\uff0c\u5f88\u591a\u65f6\u5019\u518d\u8bad\u7ec3\u4e0b\u53bb\u8fb9\u9645\u6548\u7528\u9012\u51cf\u5f88\u4e25\u91cd\uff0c\u7ed9\u4ed6\u4e00\u4e2a API\uff0c\u76f8\u5f53\u4e8e\u7ed9\u8fd9\u4e2a\u5927\u8111\u589e\u52a0\u201c\u4e94\u5b98\u201d\uff0c\u5b83\u81ea\u7136\u5c31\u4e00\u4e0b\u5b50\u8fdb\u5316\u4e86\u3002<\/p>\n<h3>4.2 Auto GPT\uff0c\u7b2c\u4e00\u4e2a\u51fa\u5708\u7684 AI Agent<\/h3>\n<p>AutoGPT \u53ef\u4ee5\u8bf4\u662f\u7b2c\u4e00\u4e2a\u771f\u6b63\u610f\u4e49\u4e0a\u51fa\u5708\u7684 AI Agent\u3002<\/p>\n<p>\u5b83\u5c1d\u8bd5\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u6d41\u7a0b\uff0c\u4efb\u4f55\u95ee\u9898\u90fd\u6709\u4e00\u4e2a\u901a\u7528\u7684\u5143\u601d\u8def\u53bb\u89e3\u51b3\uff0c\u6bcf\u4e2a\u8d1f\u8d23\u89e3\u51b3\u95ee\u9898\u7684\u6a21\u5757\u90fd\u7531\u4e00\u4e2a GPT 4 \u53bb\u9a71\u52a8\u3002<\/p>\n<p>AutoGPT \u7684\u8bbe\u8ba1\u8005\u8ba4\u4e3a\u8fd9\u4e16\u754c\u4e0a\u51e0\u4e4e\u6240\u6709\u7684\u95ee\u9898\u89e3\u51b3\u6b65\u9aa4\u90fd\u662f\u7c7b\u4f3c\u7684\uff0c\u660e\u786e\u95ee\u9898\uff0c\u660e\u786e\u89e3\u51b3\u95ee\u9898\u9700\u8981\u7684\u6b65\u9aa4\uff0c\u5b8c\u6210\u4efb\u52a1\uff0c\u68c0\u67e5\uff0c\u603b\u7ed3\u3002<\/p>\n<p>\u6240\u4ee5\u6309\u7167\u8fd9\u4e2a SOP\uff0c\u4ed6\u4eec\u6d89\u53ca\u4e86\u4e00\u4e2a\u4e92\u76f8\u4e4b\u95f4\u4f20\u9012\u4fe1\u606f\u7684 AI Agent\uff0c\u6bcf\u4e2a\u6a21\u5757\u90fd\u662f\u72ec\u7acb\u8bb0\u5fc6\u7684\u6a21\u578b\uff0c\u597d\u50cf\u51e0\u4e2a\u4eba\u7c7b\u5728\u5206\u5de5\uff0c\u4e00\u4e2a\u4e13\u95e8\u8d1f\u8d23\u660e\u786e\u95ee\u9898\uff0c\u4e00\u4e2a\u4e13\u95e8\u8d1f\u8d23\u62c6\u89e3\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cd634a78-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>AutoGPT \u662f\u7531Significant Ggravitas \u4e8e 2023 \u5e74 3 \u6708 30 \u65e5\u53d1\u5e03\u5728 GitHub \u4e0a\u5f00\u6e90\u7684AI\u4ee3\u7406\u5e94\u7528\u7a0b\u5e8f\u3002\u5b83\u4f7f\u7528 GPT-4 \u4f5c\u4e3a\u9a71\u52a8\u57fa\u7840\uff0c\u5141\u8bb8 AI \u81ea\u4e3b\u884c\u52a8\uff0c\u5b8c\u5168\u65e0\u9700\u7528\u6237\u63d0\u793a\u6bcf\u4e2a\u64cd\u4f5c\uff0c\u56e0\u5176\u7b80\u5355\u6613\u7528\u5728\u7528\u6237\u4e2d\u5927\u53d7\u6b22\u8fce\u3002\u4e0a\u7ebf\u4ec5\u4e09\u5468\uff0c\u5176 GitHub \u7684 Star \u6570\u91cf\u5df2\u98d9\u5347\u81f3\u63a5\u8fd110\u4e07\uff0c\u65e9\u5df2\u8d85\u8d8a\u4e86 Pytorch\uff0865K\uff09\uff0c\u53ef\u4ee5\u79f0\u5f97\u4e0a\u5f00\u6e90\u9886\u57dfstar\u6570\u589e\u957f\u6700\u5feb\u7684\u73b0\u8c61\u7ea7\u9879\u76ee\u3002<\/p>\n<p>Auto-GPT \u662f\u57fa\u4e8e OpenAI API \u5f00\u53d1\u7684\uff0c\u5b83\u7684\u6838\u5fc3\u5728\u4e8e\u57fa\u4e8e\u6700\u5c11\u7684\u4eba\u5de5\u8f93\u5165\/\u63d0\u793a\uff0c\u5229\u7528 GPT-4 \u7684\u63a8\u7406\u80fd\u529b\u89e3\u51b3\u66f4\u5e7f\u6cdb\u3001\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002\u5728\u5177\u4f53\u7684\u6267\u884c\u4e0a\uff0c\u7a0b\u5e8f\u4f1a\u8bbf\u95ee\u4e92\u8054\u7f51\u641c\u7d22\u548c\u6536\u96c6\u4fe1\u606f\uff0c\u4f7f\u7528 GPT-4 \u751f\u6210\u6587\u672c\u548c\u4ee3\u7801\uff0c\u4f7f\u7528 GPT-3.5 \u5b58\u50a8\u548c\u6c47\u603b\u6587\u4ef6\u3002<\/p>\n<p>\u4f46\u662f\u5f88\u5feb\u5927\u5bb6\u5c31\u53d1\u73b0\u8fd9\u4e2a AI Agent \u662f\u6709\u7f3a\u9677\u7684\uff0c\u6bd4\u5982\u5b83\u5f88\u5bb9\u6613\u9677\u5165\u6b7b\u5faa\u73af\uff0c\u6216\u8005\u662f\u4e0d\u80fd\u5f88\u597d\u7684\u89e3\u51b3\u4e0d\u786e\u5b9a\u6027\u7684\uff0c\u5e26\u6709\u63a2\u7d22\u6027\u8d28\u7684\u95ee\u9898\uff0c\u4f46\u662f\u8fd9\u4e2a\u601d\u8def\u672c\u8eab\u7ed9\u5927\u5bb6\u5e26\u6765\u4e86\u975e\u5e38\u591a\u7684\u63d0\u793a\u3002<\/p>\n<p>\u6269\u5c55\u9605\u8bfb\uff0cAuto GPT \u5de5\u4f5c\u539f\u7406\uff1a<\/p>\n<p>https:\/\/www.leewayhertz.com\/autogpt<\/p>\n<h3>4.3 RAG \u548c AutoGPT \u7684\u533a\u522b<\/h3>\n<p>RAG \u5176\u5b9e\u5c31\u662f\u68c0\u7d22+\u751f\u6210\u7684\u7f29\u5199\uff0c\u660e\u786e\u4e86\u8fd9\u4e2a SOP \u4e3b\u8981\u7684\u4f5c\u7528\u5c31\u662f\u4ece\u7279\u5b9a\u7684\u5730\u65b9\u68c0\u7d22\u51fa\u6765\u4fe1\u606f\uff0c\u7136\u540e\u518d\u4ee5\u66f4\u52a0\u53cb\u597d\u7684\u5f62\u5f0f\u5c55\u73b0\u51fa\u6765\u3002<\/p>\n<p>\u5982\u679c\u4e00\u4e2a\u4ea7\u54c1\u6709\u5341\u51e0\u7bc7\u8bf4\u660e\u6587\u6863\uff0c\u90a3\u4e48 RAG \u5c31\u597d\u50cf\u662f\u4e00\u4e2a\u719f\u8bfb\u4e86\u6587\u6863\u7684\u5ba2\u670d\u3002<\/p>\n<p>\u6700\u7b80\u5355\u7684 RAG \u53ef\u4ee5\u53c2\u8003 AI \u641c\u7d22\u5f15\u64ce ThinkAny \u7b2c\u4e00\u7248\u7684\u539f\u7406\uff1a<\/p>\n<blockquote>\n<p>MVP \u7248\u672c\u5b9e\u73b0\u8d77\u6765\u5f88\u7b80\u5355\uff0c\u4f7f\u7528 NextJs \u505a\u5168\u6808\u5f00\u53d1\uff0c\u4e00\u4e2a\u754c\u9762 + \u4e24\u4e2a\u63a5\u53e3\u3002<br \/>\u4e24\u4e2a\u63a5\u53e3\u5206\u522b\u662f\uff1a<br \/>\/api\/rag-search<br \/>\u8fd9\u4e2a\u63a5\u53e3\u8c03\u7528 serper.dev \u7684\u63a5\u53e3\uff0c\u83b7\u53d6\u8c37\u6b4c\u7684\u68c0\u7d22\u5185\u5bb9\u3002\u8f93\u5165\u7528\u6237\u7684\u67e5\u8be2 query\uff0c\u8f93\u51fa\u8c37\u6b4c\u641c\u7d22\u7684\u524d 10 \u6761\u4fe1\u606f\u6e90\u3002<br \/>\/api\/chat<br \/>\u8fd9\u4e2a\u63a5\u53e3\u9009\u62e9 OpenAI \u7684 gpt-3.5-turbo \u4f5c\u4e3a\u57fa\u5ea7\u6a21\u578b\uff0c\u628a\u4e0a\u4e00\u6b65\u8fd4\u56de\u7684 10 \u6761\u68c0\u7d22\u7ed3\u679c\u7684 title + snippet \u62fc\u63a5\u6210\u4e0a\u4e0b\u6587\uff0c\u8bbe\u7f6e\u63d0\u793a\u8bcd\uff0c\u8bf7\u6c42\u5927\u6a21\u578b\u505a\u95ee\u7b54\u8f93\u51fa\u3002<br \/>\u4ee5\u4e0a\u6587\u5b57\u5f15\u7528\u81ea\uff1a<br \/>https:\/\/mp.weixin.qq.com\/s\/25eXZi1QgGYIPpXeDzkQrg<\/p>\n<\/blockquote>\n<p>\u5b83 RAG \u53ef\u4ee5\u88ab\u89c6\u4e3a\u662f\u4e00\u79cd\u9488\u5bf9\u7279\u5b9a\u4e1a\u52a1\u573a\u666f\u7684 AI Agent\uff0c\u5b83\u548c AutoGPT \u6700\u5927\u7684\u533a\u522b\u5728\u4e8e\u4e09\u70b9\uff1a<\/p>\n<ol>\n<li>RAG \u7684\u6d41\u7a0b\u662f\u4e00\u4e2a\u4e32\u884c\u6d41\u800c\u4e0d\u662f\u4e00\u4e2a\u5faa\u73af\uff0c\u5b83\u6ca1\u6709\u6240\u8c13\u7684\u81ea\u6211\u68c0\u67e5\u7136\u540e\u91cd\u65b0\u751f\u6210\u7684\u8fc7\u7a0b\uff0c\u4e00\u65b9\u9762\u662f\u4e3a\u4e86\u54cd\u5e94\u901f\u5ea6\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u662f\u4e3a\u4e86\u907f\u514d\u81ea\u6211\u68c0\u67e5\u9020\u6210\u7684\u6b7b\u5faa\u73af\uff1b<\/li>\n<li>RAG \u7684\u6d41\u7a0b\u4e2d\uff0c\u662f\u68c0\u7d22+\u751f\u6210\uff0c\u68c0\u7d22\u7684\u90e8\u5206\u5e76\u4e0d\u662f\u7531\u5927\u6a21\u578b\u5b8c\u6210\u7684\uff0c\u800c\u662f\u901a\u8fc7\u4f20\u7edf\u7684\u641c\u7d22\u5f15\u64ce\uff08\u5411\u91cf\u6570\u636e\u5e93\u3001\u5173\u952e\u8bcd\u5339\u914d\uff09\u6765\u5b8c\u6210\u7684\uff0c\u8fd9\u548c AutoGPT \u4e2d\u51e0\u4e4e\u6240\u6709\u5173\u952e\u8282\u70b9\u90fd\u662f\u7528 GPT 4 \u5b8c\u6210\u662f\u6709\u5929\u58e4\u4e4b\u522b\u7684\uff0c\u8fd9\u610f\u5473\u7740\u5927\u5bb6\u610f\u8bc6\u5230\u4e00\u4e2a\u95ee\u9898\uff0c\u5728\u4e00\u4e9b\u5bf9\u4e0a\u4e0b\u6587\u7a97\u53e3\u6709\u8981\u6c42\u7684\uff0c\u8f93\u51fa\u7cbe\u786e\u6392\u5e8f\u7684\u573a\u666f\uff0cGPT \u4e00\u70b9\u4e5f\u4e0d\u597d\u7528\uff1b<\/li>\n<li>RAG \u5e76\u4e0d\u662f\u4e07\u80fd\u7684\uff0c\u5b83\u8bbe\u8ba1\u51fa\u6765\u4e5f\u4e0d\u6307\u671b\u81ea\u5df1\u80fd\u89e3\u51b3\u6240\u6709\u95ee\u9898\uff0c\u5b9e\u9645\u4e0a\u5b83\u66f4\u591a\u7684\u662f\u89e3\u51b3\u201c\u5982\u4f55\u5feb\u901f\u7ed9\u7b54\u6848\u201d\u8fd9\u4e2a\u95ee\u9898\uff0c\u6709 10 \u7bc7\u6587\u6863\uff0c\u600e\u4e48\u5feb\u901f\u5230\u627e\u7528\u6237\u9700\u8981\u7684\u7b54\u6848\uff1b<\/li>\n<\/ol>\n<p>\u53d1\u5c55\u5230\u8fd9\u4e00\u6b65\uff0c\u5927\u5bb6\u5df2\u7ecf\u610f\u8bc6\u5230\u4e00\u4e2a\u4e8b\u60c5\uff1a\u8fd9\u4e2a\u4e16\u754c\u4e0a\u53ef\u80fd\u4e0d\u5b58\u5728\u4e00\u4e2a\u4e07\u80fd\u7684 AI Agent\uff0c\u4e5f\u5c31\u662f\u8bf4\u5e76\u6ca1\u6709\u4e00\u4e2a\u4e07\u80fd\u7684\u8bb8\u613f\u673a\u3002<\/p>\n<p>\u81f3\u5c11\u76ee\u524d\u5de5\u7a0b\u754c\u5f88\u5c11\u6709\u4eba\u4f1a\u518d\u5c1d\u8bd5\u6295\u4eba\u529b\u53bb\u505a\u4e07\u80fd\u7684 Agent\uff0c\u5b66\u672f\u754c\u8fd8\u5728\u7ee7\u7eed\u3002<\/p>\n<p>\u53ef\u80fd\u6709\u4eba\u4f1a\u7ea0\u7ed3\u6982\u5ff5\uff0cRAG \u548c AI Agent \u662f\u4e24\u4e2a\u5b8c\u5168\u4e0d\u76f8\u5173\u7684\u4e1c\u897f\uff0c\u800c\u4e14 RAG \u6700\u65e9\u53ef\u4ee5\u8ffd\u6eaf\u5230 2020 \u5e74\u7684\u4e00\u7bc7\u8bba\u6587\uff0c\u5386\u53f2\u6bd4 AI Agent \u66f4\u4e3a\u4e45\u8fdc\u3002\u4f46\u662f\u5176\u5b9e\u6211\u8ba4\u4e3a\u4ed6\u4eec\u5728\u5de5\u7a0b\u843d\u5730\u4e0a\u662f\u975e\u5e38\u76f8\u4f3c\u7684\uff0c\u90fd\u662f\u5f3a\u8c03\u57fa\u4e8e\u5de5\u5177\uff0c\u5916\u90e8\u6570\u636e\uff0c\u5b58\u50a8\u673a\u5236\u6765\u5f25\u8865 AI \u7684\u7f3a\u9677\uff0c<strong>\u552f\u4e00\u7684\u533a\u522b\u662f RAG \u4e0d\u4f1a\u5f3a\u8c03\u8981\u6c42 AI \u5177\u5907\u81ea\u6211\u63a2\u7d22\u81ea\u884c\u89c4\u5212\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/strong><\/p>\n<p>\u73b0\u5728\u5e02\u9762\u4e0a\u7684\u6587\u7ae0\uff0c\u5c24\u5176\u662f\u9762\u5411\u975e\u6280\u672f\u7684\u540c\u5b66\u7684\u6587\u7ae0\uff0c\u5173\u6ce8\u6982\u5ff5\u591a\u8fc7\u5173\u6ce8\u843d\u5730\uff0c\u8fd9\u4e0d\u662f\u4e00\u4e2a\u597d\u73b0\u8c61\u3002\u5de5\u7a0b\u9886\u57df\u672c\u6765\u5c31\u6709\u5f88\u591a\u7ea6\u5b9a\u4fd7\u6210\u7684\u53eb\u6cd5\uff0c\u6bd4\u5982\u5e7f\u544a\u7cfb\u7edf\u7684 DMP\uff0c\u5168\u540d\u662f Data management platform\uff0c\u4f46\u662f\u5b9e\u8df5\u7684\u65f6\u5019\u51e0\u4e4e\u53ea\u7ba1\u4eba\u7fa4\u6570\u636e\uff0c\u603b\u4e0d\u80fd\u56e0\u4e3a\u540d\u5b57\u548c\u5b9e\u9645\u5e72\u7684\u4e8b\u6709\u5dee\u522b\u5c31\u5929\u5929\u5728\u90a3\u8fa9\u7ecf\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u5728\u4ecb\u7ecd RAG \u7684\u65f6\u5019\uff0c\u5c31\u662f\u5e0c\u671b\u4ece\u5b9e\u73b0\u601d\u8def\u7740\u624b\uff0c\u7ed9 AI \u8fd9\u4e2a\u5927\u8111\u4e00\u6b65\u4e00\u6b65\u914d\u4e0a\u4e86\u591a\u5957\u5de5\u5177\uff0c\u4e43\u81f3\u5230\u6700\u540e\u66ff AI \u505a\u4e86\u4e00\u90e8\u5206\u6d41\u7a0b\u8bbe\u8ba1\u3002<\/p>\n<p>\u5e0c\u671b\u901a\u8fc7\u8fd9\u4e2a\u6587\u6863\u53bb\u5c55\u73b0\u4e00\u4e2a\u5faa\u5e8f\u6e10\u8fdb\u7684\uff0c\u4e5f\u662f<strong>\u4ece\u62bd\u8c61\u5230\u5177\u8c61<\/strong>\u7684\u5177\u4f53\u843d\u5730\u8fc7\u7a0b\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u6587\u6863\u672c\u8eab\u7684\u53ef\u8bfb\u6027\uff0c\u5217\u4e3e\u7684\u9879\u76ee\u5e76\u4e0d\u662f\u5b8c\u5168\u4e00\u8109\u76f8\u627f\u7684\uff0c\u4f46\u662f\u6211\u8ba4\u4e3a\u8fd9\u6837\u7684\u5199\u4f5c\u987a\u5e8f\u5bf9\u4e8e\u8bfb\u8005\u6765\u8bf4\u662f\u6700\u53cb\u597d\u4e5f\u662f\u6700\u5177\u6709\u542f\u53d1\u6027\u7684\u3002<\/p>\n<h3>4.4 RAG \u7684\u7f3a\u9677\u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>\u8bba\u6587\u300aSeven Failure Points When Engineering a Retrieval Augmented Generation System\u300b\u4e2d\u5217\u4e3e\u4e86 RAG \u7684 7 \u4e2a\u5f31\u70b9\u3002<\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2401.05856<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cde2e648-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6545\u969c\u70b9\uff0c\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\u4e00\u4e2a\u95ee\u9898\uff0c\u5176\u5b9e\u6709\u5f88\u591a\u6545\u969c\u70b9\u672c\u8eab\u548c\u5927\u6a21\u578b\u6ca1\u6709\u5173\u7cfb\uff0c\u6bd4\u5982\u641c\u7d22\u6587\u6863 Top K \u7684\u6392\u5e8f\u4e0d\u591f\u7cbe\u786e\uff0c\u6bd4\u5982\u65e0\u6cd5\u4ece\u6587\u6863\u4e2d\u8bfb\u53d6\u4fe1\u606f\uff0c\u56e0\u4e3a\u6587\u6863\u683c\u5f0f\u9519\u8bef\u6216\u8005\u6587\u6863\u592a\u810f\u4e86\u3002<\/p>\n<p>\u5c31\u50cf\u6211\u4eec\u524d\u9762\u6240\u8bf4\u7684\u6bd4\u55bb\uff0c\u5927\u6a21\u578b\u672c\u8d28\u662f\u4e00\u4e2a\u5927\u8111\uff0cAI \u4ea7\u54c1\u624d\u662f\u5927\u8111\u642d\u914d\u4e0a\u4e94\u5b98\uff0c\u8eaf\u5e72\u548c\u56db\u80a2\u3002<\/p>\n<p>\u4e0d\u80fd\u53ea\u4f18\u5316\u5927\u8111\uff0c\u4e0d\u4f18\u5316\u56db\u80a2\uff0c\u90a3\u662f\u4e00\u79cd\u5077\u61d2\u884c\u4e3a\uff0c\u4e0d\u8981\u628a\u5927\u6a21\u578b\u89c6\u4f5c\u4e3a\u4e07\u80fd\u7684\u8bb8\u613f\u673a\u5668\u3002<\/p>\n<p>\u6700\u540e\u8ba9\u6211\u7528\u4e00\u4e2a\u513f\u6b4c\u6765\u603b\u7ed3\u4e00\u4e0b\u8fd9\u7bc7\u6587\u6863\u7684\u6838\u5fc3\u601d\u60f3\uff1a<\/p>\n<blockquote>\n<p>\u4eba\u6709\u4e24\u4e2a\u5b9d\uff0c\u53cc\u624b\u548c\u5927\u8111\u3002<br \/>\u53cc\u624b\u4f1a\u505a\u5de5\uff0c\u5927\u8111\u4f1a\u601d\u8003\u3002<br \/>\u7528\u624b\u53c8\u7528\u8111\uff0c\u624d\u80fd\u6709\u521b\u9020\u3002<\/p>\n<\/blockquote>\n<h3>4.5 Graph RAG \u2014 \u4e00\u79cd RAG \u7684\u8fdb\u5316\u7248\u672c<\/h3>\n<p>Graph RAG \u662f\u5fae\u8f6f\u5f00\u653e\u7684\u4e00\u4e2a\u5f00\u6e90\u7684 RAG \u6846\u67b6\uff0c\u53ef\u4ee5\u88ab\u89c6\u4f5c\u4e3a\u662f\u4e00\u79cd\u8fdb\u4e00\u6b65\u53d8\u5316\u548c\u8fed\u4ee3\u7684 RAG SOP\uff0c\u6839\u636e\u516c\u5f00\u8d44\u6599\u53c2\u8003\uff0c\u6211\u731c\u6d4b\u8fd9\u5957\u6280\u672f\u5b9e\u73b0\u601d\u8def\u5e7f\u6cdb\u5730\u5e94\u7528\u5728\u4e86\u5fae\u8f6f\u7684 Copilot \u7cfb\u7edf\u4e0a\uff0c\u5f53\u7136\u6211\u6ca1\u6709\u627e\u5230\u53ef\u4ee5\u8bc1\u5b9e\u7684\u6750\u6599\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/ce61312e-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>Graph RAG \u548c\u539f\u672c\u7684 RAG \u7684\u533a\u522b\u662f\u4ec0\u4e48\u5462\uff1f<\/p>\n<p>\u4f20\u7edf RAG \u7684\u4e3b\u8981\u5de5\u4f5c\u662f\u8fd9\u4e09\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u628a\u5f85\u641c\u7d22\u7684\u77e5\u8bc6\u505a\u5411\u91cf\u5316\u5904\u7406\uff08\u53ef\u79bb\u7ebf\u5904\u7406\uff09\uff1b<\/li>\n<li>\u5f53\u7528\u6237\u63d0\u51fa\u6765\u4e00\u4e2a\u5173\u952e\u8bcd or \u95ee\u9898\uff0c\u6839\u636e\u76f8\u4f3c\u6027\u67e5\u8be2\u67e5\u51fa\u6765\u6700\u76f8\u5173\u7684\u5185\u5bb9\uff08\u5fc5\u987b\u662f\u5728\u7ebf\u670d\u52a1\uff09\uff1b<\/li>\n<li>\u5c06\u67e5\u8be2\u51fa\u6765\u7684 Top N \u7684\u76f8\u5173\u5185\u5bb9\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u548c\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\u4e00\u8d77\u4ea4\u7ed9\u5927\u6a21\u578b\u6765\u751f\u6210\u5185\u5bb9\uff08\u5fc5\u987b\u662f\u5728\u7ebf\u670d\u52a1\uff09\uff1b<\/li>\n<\/ol>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cec5152c-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u76f8\u4f3c\u6027\u67e5\u8be2\u7684\u6548\u679c\u5176\u5b9e\u662f\u6bd4\u8f83\u4e0d\u5c3d\u5982\u4eba\u610f\u7684\uff0c\u56e0\u4e3a\u5b83\u5b8c\u5168\u662f\u6839\u636e\u6587\u5b57\u7684\u76f8\u4f3c\u6c34\u5e73\u6765\u8fdb\u884c\u68c0\u7d22\uff0c\u548c\u6587\u672c\u7684\u8bed\u4e49\u4e00\u70b9\u5173\u7cfb\u90fd\u6ca1\u6709\u3002\u8fd9\u5c31\u5bfc\u81f4\u6700\u7ec8 RAG \u7684\u6548\u679c\u5f80\u5f80\u4f1a\u6bd4\u8f83\u7cdf\u7cd5\u3002<\/p>\n<p>\u5f53\u7136\u8fd9\u4e09\u4e2a\u6b65\u9aa4\u4e2d\u95f4\u51fa\u95ee\u9898\u7684\u53ef\u80fd\u6027\u5f88\u591a\uff0c\u5c31\u50cf\u4e0a\u6587\u63d0\u5230\u7684 RAG \u7684 7 \u4e2a\u5f85\u4f18\u5316\u70b9\uff0c\u4f46\u662f\u68c0\u7d22\u7684\u51c6\u786e\u6027\u662f\u4e00\u4e2a\u6700\u5bb9\u6613\u4f18\u5316\u5e76\u4e14\u6536\u76ca\u4e5f\u6700\u5927\u7684\u95ee\u9898\uff0c\u90a3\u4e48\u5fae\u8f6f\u662f\u600e\u4e48\u505a\u7684\u5462\uff1f<\/p>\n<p>\u5fae\u8f6f\u8ba4\u4e3a\u7528\u6237\u53ef\u80fd\u4f1a\u8bcd\u4e0d\u8fbe\u610f\uff0c\u540c\u65f6\u68c0\u7d22\u4e5f\u9700\u8981\u66f4\u52a0\u667a\u80fd\uff0c\u6240\u4ee5\u5fae\u8f6f\u5c06\u5411\u91cf\u5316\u68c0\u7d22\u7684\u65b9\u6cd5\u66ff\u6362\u6210\u501f\u52a9\u77e5\u8bc6\u56fe\u8c31\u7684\u68c0\u7d22\u65b9\u6cd5\u3002<\/p>\n<p>Graph RAG \u7684\u4e3b\u8981\u5de5\u4f5c\u662f\u4e0b\u9762\u4e09\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u5c06\u5f85\u641c\u7d22\u7684\u77e5\u8bc6\u8fdb\u884c\u4e00\u4e2a\u4e09\u5143\u7ec4\u62bd\u53d6\uff08\u4e3b\u8c13\u5bbe\uff09\uff0c\u8fd9\u4e2a\u62bd\u53d6\u7684\u52a8\u4f5c\u9700\u8981 LLM \u4ecb\u5165\uff0c\u5b58\u5165\u56fe\u6570\u636e\u5e93\u4e2d\uff08\u53ef\u79bb\u7ebf\u5904\u7406\uff09\uff1b<\/li>\n<li>\u5c06\u7528\u6237\u63d0\u51fa\u6765\u7684\u5173\u952e\u8bcd\uff0c\u7528 LLM \u505a\u4e00\u6b21\u6269\u6563\uff0c\u6269\u6563\u51fa\u6765\u540c\u4e49\u8bcd\uff0c\u8fd1\u4e49\u8bcd\u7b49\uff0c\u7136\u540e\u5728\u56fe\u6570\u636e\u5e93\u8fdb\u884c\u68c0\u7d22\uff0c\u627e\u5230\u76f8\u5173\u6587\u6863\uff08\u5fc5\u987b\u662f\u5728\u7ebf\u670d\u52a1\uff09\uff1b<\/li>\n<li>\u5c06\u67e5\u8be2\u51fa\u6765\u7684\u76f8\u5173\u5185\u5bb9\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u548c\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\u4e00\u8d77\u4ea4\u7ed9\u5927\u6a21\u578b\u6765\u751f\u6210\u5185\u5bb9\uff08\u5fc5\u987b\u662f\u5728\u7ebf\u670d\u52a1\uff09\uff1b<\/li>\n<\/ol>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cf23c8b0-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u6574\u4f53\u7684\u6b65\u9aa4\u548c\u67b6\u6784\u5176\u5b9e\u6ca1\u6709\u66f4\u591a\u7684\u53d8\u5316\uff0c\u4f46\u662f\u5728\u5173\u952e\u6b65\u9aa4\u4e0a\u5f15\u5165\u4e86\u5927\u6a21\u578b\uff0c\u4f5c\u4e3a\u4e24\u4e2a\u72ec\u7acb\u7684\u5904\u7406\u6b65\u9aa4\u3002<\/p>\n<p>\u6ce8\u610f\uff0c\u8fd9\u91cc\u7684\u72ec\u7acb\u5904\u7406\u6b65\u9aa4\u662f\u975e\u5e38\u5173\u952e\u7684\u3002<\/p>\n<h3>4.6 RAG \u518d\u8fdb\u5316\uff08\u96d5\u82b1\uff09<\/h3>\n<p>\u5728\u5fae\u8f6f\u53d1\u5e03\u4e86 GraphRAG \u4e4b\u540e\uff0c\u5f88\u591a\u4eba\u90fd\u8bd5\u7528\u4e86\uff0c\u7136\u540e\u53c8\u53d1\u73b0\u4e00\u5806\u95ee\u9898\uff0c\u4e8e\u662f\u6709\u4eba\u53d1\u4e86\u8fd9\u7bc7\u8bba\u6587\uff1a\u300aA Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning\u300b\u3002<\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2408.05141<\/p>\n<p>Hybrid RAG \u5728\u539f\u6765\u7684\u57fa\u7840\u4e0a\uff0c\u505a\u4e86\u51e0\u4ef6\u4e8b\u3002<\/p>\n<p><strong>\u5de5\u4f5c 1\u3001Document \u5728 Loader \u4e4b\u524d\uff0c\u5148\u7528 LLM \u505a\u4e00\u8f6e\u683c\u5f0f\u4e0a\u7684\u5904\u7406\u3002<\/strong><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cf9b700e-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p><strong>\u5de5\u4f5c 2\u3001\u95ee\u9898\u5206\u7c7b\u673a\u5668<\/strong><\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u5206\u7c7b\u673a\u5668\u672c\u8eab\u662f\u4e00\u4e2a SVM \u5206\u7c7b\u5668\uff0c\u4f46\u662f\u8fd9\u4e2a\u5206\u7c7b\u5668\u7684\u8bad\u7ec3\u6570\u636e\u4e0d\u662f\u4eba\u5de5\u6807\u6ce8\u7684\uff0c\u800c\u662f\u7528\u5927\u6a21\u578b\u6765\u6807\u6ce8\u7684\uff0c\u4ee5\u6b64\u51cf\u5c11\u6210\u672c\u548c\u5f00\u9500\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/cff6cc9c-69f2-11ef-9bc7-00163e142b65.png\"><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/d050c21a-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p><strong>\u5de5\u4f5c 3\u3001\u5229\u7528\u5927\u6a21\u578b\u8c03\u7528\u5916\u90e8\u7684\u8ba1\u7b97\u5e93<\/strong><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/09\/03\/d0a7f828-69f2-11ef-9bc7-00163e142b65.png\"><\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u7bc7\u8bba\u6587\u91cc\u9762\u8fd8\u5199\u4e86\u5f88\u591a\u601d\u8def\uff0c\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u81ea\u5df1\u53bb\u770b\u8bba\u6587\u3002<\/p>\n<p>\u8fd9\u4e2a\u8bba\u6587\u8d28\u91cf\u8fd8\u662f\u5f88\u9ad8\u7684\uff0c6 \u4e2a\u4f5c\u8005\u4e2d\u7684 5 \u4e2a\u662f\u5317\u4eac\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7684\u5b66\u8005\u3002<\/p>\n<h2  id=\"toc-5\" class=\"jltoc--item\">\u4e94\u3001\u4e3a\u4ec0\u4e48\u6211\u4eec\u66fe\u7ecf\u9ad8\u4f30\u4e86\u5927\u6a21\u578b\u7684\u5f71\u54cd\u529b<\/h2>\n<h3>5.1 \u6211\u4eec\u539f\u672c\u8bbe\u60f3\u7684\u7aef\u5230\u7aef\u7684\u573a\u666f\u95ee\u9898\u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>\u73b0\u5728\u4eba\u7c7b\u751f\u4ea7\u89c6\u9891\u7684\u5de5\u4e1a\u5316\u6d41\u7a0b\u662f\uff1a<\/p>\n<ol>\n<li>\u770b\u4e00\u4e0b\u5e02\u9762\u4e0a\u70ed\u95e8\u89c6\u9891\u7684\u5171\u6027\uff0c\u5f80\u5f80\u4f9d\u9760\u6807\u7b7e<\/li>\n<li>\u6839\u636e\u70ed\u95e8\u6807\u7b7e\u751f\u4ea7\u4e00\u4e9b\u811a\u672c\uff1b<\/li>\n<li>\u62cd\u6444\uff1b<\/li>\n<li>\u53d1\u5230\u7ebf\u4e0a\u770b\u6570\u636e\u53cd\u9988\uff0c\u518d\u505a\u8fed\u4ee3\uff1b<\/li>\n<\/ol>\n<p>\u5728\u5927\u6a21\u578b\u521a\u521a\u8bde\u751f\u7684\u65f6\u5019\uff0c\u5176\u5b9e\u6709\u4e00\u4e2a\u5047\u8bbe\uff0c\u5047\u5982\u5927\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u751f\u6210\u89c6\u9891\uff0c\u80fd\u4e0d\u80fd\u8ba9\u5b83\u770b\u6296\u97f3\u4e0a\u7684\u5927\u90e8\u5206\u89c6\u9891\uff0c\u8bad\u7ec3\u5b83\uff0c\u7136\u540e\u8ba9\u5b83\u751f\u4ea7\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u8ba9\u7528\u6237\u7ed9\u8fd9\u4e9b\u5927\u6a21\u578b\u751f\u4ea7\u7684\u89c6\u9891\u70b9\u8d5e\uff0c\u5927\u6a21\u578b\u518d\u628a\u9ad8\u8d5e\u7684\u89c6\u9891\u62ff\u6765\u4f5c\u4e3a\u6b63\u53cd\u9988\u7ee7\u7eed\u751f\u6210\u89c6\u9891\u3002<\/p>\n<p>\u5982\u679c\u8fd9\u6761\u8def\u80fd\u8d70\u901a\uff0c\u5bf9\u4e8e\u6296\u97f3\u8fd9\u6837\u7684\u5185\u5bb9\u5e73\u53f0\u7edd\u5bf9\u662f\u98a0\u8986\u6027\u7684\uff0c\u73b0\u5728\u770b\u8fd9\u4e2a\u6d41\u7a0b\u53ef\u4ee5\u8bf4\u662f\u8d70\u4e0d\u901a\u7684\uff0c\u5176\u4e2d\u81ea\u7136\u6709\u89c6\u9891\u751f\u6210\u6a21\u578b\u8d28\u91cf\u4e0d\u597d\u3001\u4e0d\u53ef\u63a7\u7684\u539f\u56e0\uff0c\u4f46\u662f\u6211\u8ba4\u4e3a\u66f4\u591a\u7684\u539f\u56e0\u5728\u4e8e\uff1a<\/p>\n<ol>\n<li>\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236<\/li>\n<li>\u6a21\u578b\u7684\u6210\u672c\u592a\u9ad8<\/li>\n<\/ol>\n<p>\u8fd9\u4e24\u4e2a\u662f\u51e0\u4e4e\u65e0\u89e3\u7684\u95ee\u9898\uff0c\u4f30\u8ba1\u672a\u6765\u76f8\u5f53\u957f\uff0810 \u5e74\uff09\u7684\u65f6\u95f4\u90fd\u5f88\u96be\u89e3\u51b3\uff0c\u6240\u4ee5\u6211\u4e0d\u8ba4\u4e3a\u8fd9\u79cd\u7aef\u5230\u7aef\u7684\u573a\u666f\u662f\u53ef\u884c\u7684\u3002<\/p>\n<p>\u4f46\u662f AI \u751f\u6210\u89c6\u9891\u4e00\u5b9a\u4f1a\u6210\u4e3a\u89c6\u9891\u5de5\u4f5c\u8005\u672a\u6765\u5de5\u4f5c\u73af\u8282\u7684\u91cd\u8981\u8865\u5145\uff0c\u8fd9\u70b9\u662f\u4e0d\u9700\u8981\u6000\u7591\u7684\u3002<\/p>\n<h3>5.2 \u6240\u6709\u5e94\u7528\u90fd\u503c\u5f97\u7528 AI \u91cd\u505a\u4e00\u904d\u5417\uff1f<\/h3>\n<p>\u663e\u7136\u4e0d\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u4e16\u754c\u4e0a 90% \u7684\u4e8b\u60c5\u7528\u89c4\u5219\u5c31\u5df2\u7ecf\u53ef\u4ee5\u8fd0\u8f6c\u7684\u5f88\u597d\uff0c\u6a21\u578b\u4f4e\u6548\u53c8\u4e0d\u7a33\u5b9a\u3002<\/p>\n<p>\u5f88\u591a\u65f6\u5019\u6211\u4eec\u5bf9\u4e00\u4e2a\u4ea7\u54c1\u7684\u8981\u6c42\u5c31\u662f\uff0c\u7b80\u5355\u3001\u9ad8\u6548\u3001\u53ef\u4ee5\u4f9d\u8d56\uff0c\u73b0\u9636\u6bb5\u6a21\u578b\u7684\u4e0d\u7a33\u5b9a\u6027\u6ce8\u5b9a\u4e86\u5b83\u5728\u5f88\u591a\u573a\u666f\u4e0b\u662f\u4e0d\u53ef\u4f9d\u8d56\u7684\uff0c\u54ea\u5c31\u5f88\u96be\u8c08\u5f97\u4e0a\u53d6\u4ee3\u539f\u6709\u4ea7\u54c1\u3002<\/p>\n<p>\u8fd8\u662f\u91cd\u8bfb\u4e00\u904d\u4fde\u519b\u7ed9\u7684\u77e5\u540d\u7684\u9700\u6c42\u516c\u5f0f\uff1a<\/p>\n<p style=\"text-align: center\"><strong>\u7528\u6237\u4ef7\u503c= \u65b0\u4f53\u9a8c\u2013 \u65e7\u4f53\u9a8c\u2013 \u66ff\u6362\u6210\u672c<\/strong><\/p>\n<p>\u5f88\u591a\u65f6\u5019\u7528\u4e86\u65b0\u6280\u672f\uff0c\u6536\u76ca\u53ef\u80fd\u4e5f\u6ca1\u6709\u60f3\u8c61\u7684\u90a3\u4e48\u5927\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e8b\u5b9e\u3002\u8ba4\u4e3a\u6240\u6709\u5e94\u7528\u90fd\u503c\u5f97\u7528 AI \u91cd\u505a\u4e00\u904d\u7684\u4eba\u663e\u7136\u662f\u9ad8\u4f30\u4e86 AI\uff0c\u5f88\u591a\u4eba\u559c\u6b22\u628a AI \u548c\u79fb\u52a8\u4e92\u8054\u7f51\u7c7b\u6bd4\uff0c\u8fd9\u662f\u4e0d\u6070\u5f53\u7684\u3002<\/p>\n<p>\u4ece\u51af\u8bfa\u4f9d\u66fc\u8ba1\u7b97\u673a\u7684\u67b6\u6784\u6765\u770b\uff0c\u79fb\u52a8\u4e92\u8054\u7f51\u76f4\u63a5\u628a\u8ba1\u7b97\u673a\u7684\u8f93\u5165\u8f93\u51fa\u8bbe\u5907\u7ed9\u6539\u4e86\uff0c\u8fd9\u9996\u5148\u5e26\u6765\u4e86\u4ea4\u4e92\u4e0a\u7684\u9769\u547d\u6027\u53d8\u5316\uff0c\u4f46\u8fd9\u4e0d\u662f\u6700\u91cd\u8981\u7684\u3002<\/p>\n<p>\u4ece\u5e02\u573a\u4e0a\u6765\u770b\u79fb\u52a8\u4e92\u8054\u7f51\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u4e0d\u662f\u4ea4\u4e92\u9769\u547d\uff0c\u800c\u662f\u6781\u5927\u7684\u964d\u4f4e\u4e86\u7528\u6237\u63a5\u5165\u4e92\u8054\u7f51\u7684\u6210\u672c\uff0c\u4f7f\u5f97\u7528\u6237\u6570\u91cf\u5f97\u5230\u4e86\u7ffb\u500d\uff0c\u5ef6\u957f\u4e86\u7528\u6237\u4e92\u8054\u7f51\u7684\u4f7f\u7528\u65f6\u95f4\u3002<\/p>\n<p>\u4e0a\u9762\u8fd9\u4e24\u4e2a\u9769\u547d\u6027\u7684\u53d8\u9769\uff0c\u663e\u7136\u662f\u8fd9\u8f6e AI \u6d6a\u6f6e\u6240\u4e0d\u80fd\u53ca\u7684\uff0cAI \u65e2\u4e0d\u80fd\u6269\u5927\u5e02\u573a\uff0c\u77ed\u671f\u5185\u4e5f\u4e0d\u80fd\u6539\u53d8\u8ba1\u7b97\u8bbe\u5907\u7684\u5f62\u6001\u3002<\/p>\n<p>\u5927\u6a21\u578b\u7684\u53d8\u9769\u66f4\u591a\u7684\u4f1a\u4f53\u73b0\u5728\u751f\u4ea7\u7aef\uff0c\u4ece\u800c\u5f71\u54cd\u6d88\u8d39\u7aef\uff0c\u6b63\u5982\u5728\u4e0a\u6587\u7406\u89e3\u5a92\u4ecb\u4e00\u4e2a\u7ae0\u8282\u4e2d\u63d0\u5230\u7684\uff0c\u5b83\u80fd\u5e26\u6765\u7684\u662f\u751f\u4ea7\u529b\u7684\u6781\u5927\u63d0\u5347\uff0c\u4f46\u6211\u4eec\u73b0\u5728\u9762\u4e34\u7684\u95ee\u9898\u66f4\u591a\u7684\u662f\u5e02\u573a\u4e0d\u8db3\uff0c\u751f\u4ea7\u8fc7\u5269\u95ee\u9898\u3002<\/p>\n<h3>5.3 LUI \u662f\u4e07\u80fd\u7684\u5417\uff1f<\/h3>\n<p>\u6709\u4eba\u8bf4\u8fd9\u4e00\u8f6e AI \u4f1a\u5e26\u6765\u4ea4\u4e92\u9769\u547d\uff0c\u4ece\u4eca\u5929\u8d77\u6211\u4eec\u53ea\u9700\u8981\u4e00\u4e2a\u6709\u804a\u5929\u6846\u7684\u8d85\u7ea7 App 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Analysis\uff08\u795e\u7b56\u6570\u636e\u65d7\u4e0b\uff09\u548c DataFinder \uff08\u706b\u5c71\u5f15\u64ce\u65d7\u4e0b\uff09\u8fd9\u4e24\u4e2a\u4ea7\u51fa\u81ea\u4e0d\u540c\u516c\u53f8\u7684\u884c\u4e3a\u5206\u6790\u8f6f\u4ef6\u65f6\uff0c\u4f1a\u53d1\u73b0\u4e8c\u8005\u7684\u529f\u80fd\u6781\u4e3a\u76f8\u4f3c\uff0c\u4e8b\u4ef6\u5206\u6790\u3001\u6f0f\u6597\uff08\u8f6c\u5316\uff09\u5206\u6790\u3001\u7559\u5b58\u5206\u6790\u7b49\u7b49\u3002\u6211\u751a\u81f3\u6000\u7591\u4f7f\u7528\u8fd9\u4e9b\u8f6f\u4ef6\u7684\u4f01\u4e1a\u5ba2\u6237\u4eec\u4f7f\u7528\u4e60\u60ef\u4e5f\u4f1a\u9ad8\u5ea6\u7c7b\u4f3c\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u8f6f\u4ef6\u91cc\u9762\u51dd\u805a\u7684\u529f\u80fd\u672c\u8eab\u5c31\u662f\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n<p>\u5bf9\u4e8e\u4e00\u4e2a\u6ca1\u6709\u4ec0\u4e48\u7edf\u8ba1\u5206\u6790\u80fd\u529b\u7684\u8fd0\u8425\u6765\u8bf4\uff0c\u8ba9\u4ed6\u53bb\u9762\u5bf9 GPT 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\u533a\u5206\u79bb\u7ebf\u4efb\u52a1\u548c\u5728\u7ebf\u4efb\u52a1<\/strong><\/p>\n<p>\u4ee5 Grpah RAG \u67b6\u6784\u4e3a\u4f8b\u5b50\uff0c \u5b83\u4e00\u5171\u5206\u4e3a\u4e09\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u5c06\u5f85\u641c\u7d22\u7684\u77e5\u8bc6\u8fdb\u884c\u4e00\u4e2a\u4e09\u5143\u7ec4\u62bd\u53d6\uff08\u4e3b\u8c13\u5bbe\uff09\uff0c\u8fd9\u4e2a\u62bd\u53d6\u7684\u52a8\u4f5c\u9700\u8981 LLM \u4ecb\u5165\uff0c\u5b58\u5165\u56fe\u6570\u636e\u5e93\u4e2d\uff08\u53ef\u79bb\u7ebf\u5904\u7406\uff09\uff1b<\/li>\n<li>\u5c06\u7528\u6237\u63d0\u51fa\u6765\u7684\u5173\u952e\u8bcd\uff0c\u7528 LLM 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\u6bcf\u4e00\u4e2a\u79bb\u7ebf\u4efb\u52a1\u90fd\u53ef\u4ee5\u8003\u8651\u7528\u6a21\u578b\u6765\u89e3\u51b3<\/strong><\/p>\n<p>\u5728 Hybrid RAG \u4e2d\uff0c\u5bf9 html \u8f6c MD \u7684\u5de5\u4f5c\u7528\u7684\u662f Python \u5e93\u8fdb\u884c\u7684\uff0c\u5176\u5b9e\u8fd9\u9879\u5de5\u4f5c\u5982\u679c\u7eaf\u7cb9\u8ffd\u6c42\u6548\u679c\u7684\u8bdd\uff0c\u5b8c\u5168\u53ef\u4ee5\u8003\u8651\u76f4\u63a5\u7528\u5927\u6a21\u578b\u6765\u505a\u3002<\/p>\n<p>\u5f53\u7136\u5177\u4f53\u662f\u7528 Python \u5e93\u8fd8\u662f\u7528\u5927\u6a21\u578b\uff0c\u5176\u5b9e\u662f\u53d6\u51b3\u4e8e\u6210\u672c\u548c\u6548\u679c\u7684\u8003\u91cf\u7684\uff0c\u8fd9\u4e2a\u4e5f\u9700\u8981\u901a\u8fc7\u5b9e\u9a8c\u6765\u8bc1\u660e\u3002<\/p>\n<p>\u6211\u81ea\u5df1\u7684\u7ecf\u9a8c\u662f\u8fd9\u79cd\u6570\u636e\u6e05\u6d17\u7684\u5de5\u4f5c\u9002\u5408\u7528 Python 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