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data-dominant-color=\"797b70\" data-has-transparency=\"true\" style=\"--dominant-color: #797b70;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-20816\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/09470c7b318b.png\" width=\"554\" height=\"319\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/09470c7b318b.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/09470c7b318b-300x173.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/09470c7b318b-150x86.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>\u4f7f\u7528LLM\u8fdb\u884c\u5b9e\u9a8c\u662f\u6784\u5efaLLM\u539f\u751f\u5e94\u7528\u7a0b\u5e8f\u7684\u552f\u4e00\u65b9\u6cd5\uff08\u5e76\u907f\u514d\u524d\u8fdb\u4e2d\u7684\u201c\u9677\u9631\u201d\uff09\uff08\u4f7f\u7528Dall-E3\u521b\u5efa\uff09<\/p>\n<h3>\u62e5\u62b1\u5b9e\u9a8c\u2014\u2014\u8fc7\u7a0b\u7684\u6838\u5fc3<\/h3>\n<p>\u6709\u65f6\uff0c\u4f60\u7684\u201c\u5b9e\u9a8c\u201d\u4f1a\u5931\u8d25\uff0c\u7136\u540e\u4f60\u7a0d\u5fae\u8c03\u6574\u4e00\u4e0b\u4f60\u7684\u5de5\u4f5c\uff0c\u4ece\u800c\u4f7f\u5f97\u53e6\u4e00\u9879\u5b9e\u9a8c\u53d6\u5f97\u66f4\u597d\u7684\u6548\u679c\u3002<\/p>\n<p>\u8fd9\u6b63\u662f\u4e3a\u4ec0\u4e48\uff0c\u5728\u8bbe\u8ba1\u6700\u7ec8\u89e3\u51b3\u65b9\u6848\u4e4b\u524d\uff0c\u6211\u4eec\u5fc5\u987b\u4ece\u7b80\u5355\u5f00\u59cb\uff0c\u5c3d\u53ef\u80fd\u89c4\u907f\u98ce\u9669\u3002<\/p>\n<ol data-id=\"o9d5df12-l4PYVANC\">\n<li data-id=\"ld70c578-coYYXfU1\">\u5b9a\u4e49\u201c\u9884\u7b97\u201d\u6216\u65f6\u95f4\u8868\u3002\u8ba9\u6211\u4eec\u770b\u770b\u5728X\u5468\u5185\u6211\u4eec\u80fd\u505a\u4ec0\u4e48\uff0c\u7136\u540e\u51b3\u5b9a\u5982\u4f55\u505a\u6216\u662f\u5426\u7ee7\u7eed\u3002\u901a\u5e38\uff0c2-4\u5468\u7684\u65f6\u95f4\u6765\u4e86\u89e3\u57fa\u672c\u7684PoC\uff08Proof of Concept\uff1a\u4e3a\u89c2\u70b9\u63d0\u4f9b\u8bc1\u636e\uff09\u5c31\u8db3\u591f\u4e86\u3002\u5982\u679c\u5b83\u770b\u8d77\u6765\u5f88\u6709\u5e0c\u671b\u2014\u2014\u7ee7\u7eed\u6295\u5165\u8d44\u6e90\u6765\u6539\u5584\u5b83\u3002<\/li>\n<li data-id=\"ld70c578-STEnnl4p\">\u5b9e\u9a8c\u2014\u2014\u65e0\u8bba\u4f60\u5728\u5b9e\u9a8c\u9636\u6bb5\u9009\u62e9\u81ea\u4e0b\u800c\u4e0a\u8fd8\u662f\u81ea\u4e0a\u800c\u4e0b\u7684\u65b9\u6cd5\uff0c\u4f60\u7684\u76ee\u6807\u90fd\u662f\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u7ed3\u679c\u7684\u8fde\u7eed\u6027\u3002\u5728\u7b2c\u4e00\u6b21\u5b9e\u9a8c\u8fed\u4ee3\u7ed3\u675f\u65f6\uff0c\u4f60\u5e94\u8be5\u6709\u4e00\u4e9bPoC\uff08\u4e0e\u4f60\u7684\u5de5\u4f5c\u76f8\u5173\u7684\u5176\u4ed6\u6210\u5458\u53ef\u4ee5\u4f7f\u7528\uff09\u548c\u4f60\u5df2\u7ecf\u5b9e\u73b0\u7684\u57fa\u672c\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-2rejNLTh\">\u56de\u987e\u6027\u2014\u2014\u5728\u6211\u4eec\u7684\u7814\u7a76\u9636\u6bb5\u7ed3\u675f\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u4e86\u89e3\u6784\u5efa\u8fd9\u6837\u4e00\u4e2a\u5e94\u7528\u7a0b\u5e8f\u7684\u53ef\u884c\u6027\u3001\u5c40\u9650\u6027\u548c\u6210\u672c\u3002\u8fd9\u6709\u52a9\u4e8e\u6211\u4eec\u51b3\u5b9a\u662f\u5426\u5c06\u5176\u4ea7\u54c1\u5316\uff0c\u4ee5\u53ca\u5982\u4f55\u8bbe\u8ba1\u6700\u7ec8\u4ea7\u54c1\u53ca\u5176\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<li data-id=\"ld70c578-a2fbeZTO\">\u4ea7\u54c1\u5316\u2014\u2014\u901a\u8fc7\u9075\u5faa\u6807\u51c6\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u6700\u4f73\u5b9e\u8df5\u5e76\u5b9e\u65bd\u53cd\u9988\u548c\u6570\u636e\u6536\u96c6\u673a\u5236\uff0c\u5f00\u53d1\u9879\u76ee\u7684\u6700\u7ec8\u5546\u4e1a\u7248\u672c\uff0c\u5e76\u5c06\u5176\u4e0e\u89e3\u51b3\u65b9\u6848\u7684\u5176\u4f59\u90e8\u5206\u96c6\u6210\u3002<\/li>\n<\/ol>\n<p><img data-dominant-color=\"f1f1f0\" data-has-transparency=\"true\" style=\"--dominant-color: #f1f1f0;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-20817\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/21924040c187.png\" width=\"539\" height=\"448\" alt=\"LLM\u539f\u751f\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u751f\u547d\u5468\u671f\uff08\u56fe\u7247\u7531\u4f5c\u8005\u63d0\u4f9b\uff09\" title=\"LLM\u539f\u751f\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u751f\u547d\u5468\u671f\uff08\u56fe\u7247\u7531\u4f5c\u8005\u63d0\u4f9b\uff09\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/21924040c187.png 539w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/21924040c187-300x249.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/21924040c187-150x125.png 150w\" sizes=\"auto, (max-width: 539px) 100vw, 539px\" \/><span class=\"data-image-title\">LLM\u539f\u751f\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u751f\u547d\u5468\u671f\uff08\u56fe\u7247\u7531\u4f5c\u8005\u63d0\u4f9b\uff09<\/span><\/p>\n<p>\u4e3a\u4e86\u5f88\u597d\u5730\u5b9e\u65bd\u4ee5\u5b9e\u9a8c\u4e3a\u5bfc\u5411\u7684\u8fc7\u7a0b\uff0c\u6211\u4eec\u5fc5\u987b\u5728\u5904\u7406\u548c\u6784\u5efa\u8fd9\u4e9b\u5b9e\u9a8c\u65f6\u505a\u51fa\u660e\u667a\u7684\u51b3\u5b9a\uff1a<\/p>\n<h4>\u7cbe\u76ca\u8d77\u6b65\u2014\u2014\u81ea\u4e0b\u800c\u4e0a\u7684\u65b9\u6cd5<\/h4>\n<p>\u3010\u8bd1\u8005\u6ce8\u3011\u7cbe\u76ca\u5373\u201clean\u201d\uff0c\u8d77\u6e90\u4e8e\u65e5\u672c\u4e30\u7530\u7684\u521b\u4f5c\u7406\u5ff5\u3002<\/p>\n<p>\u867d\u7136\u8bb8\u591a\u65e9\u671f\u91c7\u7528\u8005\u5f88\u5feb\u5c31\u8fdb\u5165\u4e86\u5177\u6709\u6210\u719fLangchain\u6216\u7c7b\u4f3c\u529f\u80fd\u7684\u201c\u6700\u5148\u8fdb\u201d\u591a\u94fe\u4ee3\u7406\u7cfb\u7edf\uff0c\u4f46\u6211\u53d1\u73b0\u91c7\u7528\u201c\u81ea\u4e0b\u800c\u4e0a\u7684\u65b9\u6cd5\u201d\u901a\u5e38\u4f1a\u4ea7\u751f\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u5f00\u59cb\u7cbe\u76ca\uff0c\u975e\u5e38\u7cbe\u76ca\uff0c\u4fe1\u5949\u201cone prompt to rule them all\uff08\u4e00\u4e2a\u63d0\u793a\uff0c\u7edf\u6cbb\u4ed6\u4eec\u6240\u6709\u4eba\uff09\u201d\u7684\u54f2\u5b66\u5427\u3002\u5c3d\u7ba1\u8fd9\u79cd\u7b56\u7565\u770b\u8d77\u6765\u53ef\u80fd\u662f\u975e\u5e38\u89c4\u7684\uff0c\u800c\u4e14\u4e00\u5f00\u59cb\u53ef\u80fd\u4f1a\u4ea7\u751f\u7cdf\u7cd5\u7684\u7ed3\u679c\uff0c\u4f46\u5b83\u53ef\u4ee5\u4e3a\u4f60\u7684\u7cfb\u7edf\u6253\u5f00\u57fa\u7840\u3002<\/p>\n<p>\u4ece\u90a3\u91cc\u5f00\u59cb\uff0c\u7136\u540e\u4e0d\u65ad\u8fed\u4ee3\u548c\u5b8c\u5584\u63d0\u793a\uff0c\u91c7\u7528\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u6765\u4f18\u5316\u7ed3\u679c\u3002\u5f53\u4f60\u53d1\u73b0\u7cbe\u76ca\u89e3\u51b3\u65b9\u6848\u4e2d\u7684\u5f31\u70b9\u65f6\uff0c\u901a\u8fc7\u6dfb\u52a0\u5206\u652f\u6765\u89e3\u51b3\u8fd9\u4e9b\u7f3a\u70b9\uff0c\u4ece\u800c\u5bf9\u6d41\u7a0b\u8fdb\u884c\u62c6\u5206\u3002<\/p>\n<p>\u5728\u8bbe\u8ba1\u6211\u7684LLM\u5de5\u4f5c\u6d41\u7a0b\u56fe\u6216LLM\u539f\u751f\u67b6\u6784\u7684\u6bcf\u4e00\u7247\u201c\u53f6\u5b50\u201d\u65f6\uff0c\u6211\u90fd\u4f1a\u9075\u5faa\u9b54\u5e7b\u4e09\u89d2\u5f62\uff08The Magic Triangle\uff09\u539f\u5219\u6765\u786e\u5b9a\u4f55\u65f6\u4f55\u5730\u4fee\u526a\u6811\u679d\u3001\u62c6\u5206\u6811\u679d\u6216\u52a0\u539a\u6839\u90e8\uff08\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u6280\u672f\uff09\uff0c\u5e76\u6324\u51fa\u66f4\u591a\u7684\u67e0\u6aac\u3002<\/p>\n<p><img data-dominant-color=\"f5f5e5\" data-has-transparency=\"true\" style=\"--dominant-color: #f5f5e5;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-20818\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/615e74021185.png\" width=\"553\" height=\"452\" alt=\"\u81ea\u4e0b\u800c\u4e0a\u65b9\u6cd5\u793a\u610f\u56fe\uff08\u4f5c\u8005\u56fe\u7247\uff09\" title=\"\u81ea\u4e0b\u800c\u4e0a\u65b9\u6cd5\u793a\u610f\u56fe\uff08\u4f5c\u8005\u56fe\u7247\uff09\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/615e74021185.png 553w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/615e74021185-300x245.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/615e74021185-150x123.png 150w\" sizes=\"auto, (max-width: 553px) 100vw, 553px\" \/><span class=\"data-image-title\">\u81ea\u4e0b\u800c\u4e0a\u65b9\u6cd5\u793a\u610f\u56fe\uff08\u4f5c\u8005\u56fe\u7247\uff09<\/span><\/p>\n<p>\u4f8b\u5982\uff0c\u8981\u7528\u81ea\u4e0b\u800c\u4e0a\u7684\u65b9\u6cd5\u5b9e\u73b0\u201c\u539f\u751f\u8bed\u8a00SQL\u67e5\u8be2\u201d\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u4ee5\u539f\u751f\u65b9\u5f0f\u5c06\u6a21\u5f0f\u53d1\u9001\u5230LLM\u5e76\u8981\u6c42\u5b83\u751f\u6210\u67e5\u8be2\u5f00\u59cb\u3002<\/p>\n<p><img data-dominant-color=\"f2f1f7\" data-has-transparency=\"true\" style=\"--dominant-color: #f2f1f7;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-20819\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/64995998debb.png\" width=\"554\" height=\"215\" alt=\"\u81ea\u4e0b\u800c\u4e0a\u7684\u65b9\u6cd5\u793a\u4f8b\uff08\u56fe\u7247\u7531\u4f5c\u8005\u63d0\u4f9b\uff09\" title=\"\u81ea\u4e0b\u800c\u4e0a\u7684\u65b9\u6cd5\u793a\u4f8b\uff08\u56fe\u7247\u7531\u4f5c\u8005\u63d0\u4f9b\uff09\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/64995998debb.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/64995998debb-300x116.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/64995998debb-150x58.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><span 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alt=\"\u81ea\u4e0a\u800c\u4e0b\u65b9\u6cd5\u7684\u4e00\u4e2a\u4f8b\u5b50\uff08\u4f5c\u8005\u56fe\u7247\uff09\" title=\"\u81ea\u4e0a\u800c\u4e0b\u65b9\u6cd5\u7684\u4e00\u4e2a\u4f8b\u5b50\uff08\u4f5c\u8005\u56fe\u7247\uff09\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/c962c8981665.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/c962c8981665-300x110.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/06\/c962c8981665-150x55.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><span 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Opus\u6216LLAMA3-70B\uff09\u6765\u8fdb\u884c\u8bc4\u4ef7\u3002<\/p>\n<p>\u5c1d\u8bd5\u4f7f\u8f93\u51fa\u5728\u201c\u751f\u6210\u201d\u8f93\u51fa\u4e4b\u524d\u5305\u542b\u201c\u786e\u5b9a\u6027\u90e8\u5206\u201d\u53ef\u80fd\u4e5f\u662f\u4e00\u4e2a\u597d\u4e3b\u610f\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u7c7b\u578b\u7684\u8f93\u51fa\u66f4\u5bb9\u6613\u6d4b\u8bd5\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">cities:\r\n  - New York\r\n  - Tel Aviv\r\nvibes:\r\n  - vibrant\r\n  - energetic\r\n  - youthful\r\ntarget_audience:\r\n  age_min: 18\r\n  age_max: 30\r\n  gender: both\r\n  attributes:\r\n    - adventurous\r\n    - outgoing\r\n    - culturally curious\r\n# ignore the above, only show the user the `text` attr.\r\ntext: Both New York and Tel Aviv buzz with energy, offering endless activities, nightlife, and cultural experiences perfect for young, adventurous tourists.<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<\/ul>\n<div 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Magic Triangle\uff09\uff1aLLM\u539f\u751f\u5f00\u53d1\u84dd\u56fe\uff1b\u8bf7\u7ee7\u7eed\u5173\u6ce8\uff0c\u5e76\u5728\u5b83\u7684\u84dd\u56fe\u53d1\u5e03\u65f6\u5173\u6ce8\u6211\u5df2\u8fdb\u884c\u9605\u8bfb\u3002<\/p>\n<h3>\u9644\uff1a<\/h3>\n<p><strong>\u539f\u6587\u6807\u9898\uff1a<\/strong><strong>Building LLM Apps: A Clear Step-By-Step Guide<\/strong><strong>\uff0c\u4f5c\u8005\uff1aAlmog Baku<\/strong><\/p>\n<h3>\u8bd1\u8005\u4ecb\u7ecd<\/h3>\n<p>\u6731\u5148\u5fe0\uff0c51CTO\u793e\u533a\u7f16\u8f91\uff0c51CTO\u4e13\u5bb6\u535a\u5ba2\u3001\u8bb2\u5e08\uff0c\u6f4d\u574a\u4e00\u6240\u9ad8\u6821\u8ba1\u7b97\u673a\u6559\u5e08\uff0c\u81ea\u7531\u7f16\u7a0b\u754c\u8001\u5175\u4e00\u679a\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_20814\" class=\"pvc_stats total_only  \" data-element-id=\"20814\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" 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