{"id":51785,"date":"2025-08-11T07:04:39","date_gmt":"2025-08-10T23:04:39","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/51785.html"},"modified":"2025-08-11T07:04:39","modified_gmt":"2025-08-10T23:04:39","slug":"%e5%88%ab%e8%b8%a9%e5%9d%91%ef%bc%81%e6%8f%90%e7%a4%ba%e5%b7%a5%e7%a8%8b%e6%9e%b6%e6%9e%84%e5%b8%88%e8%81%8c%e4%b8%9a%e8%a7%84%e5%88%92%e5%b8%b8%e8%a7%81%e8%af%af%e5%8c%ba","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/51785.html","title":{"rendered":"\u522b\u8e29\u5751\uff01\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u804c\u4e1a\u89c4\u5212\u5e38\u89c1\u8bef\u533a"},"content":{"rendered":"<p>\u597d\u7684&#xff0c;\u4f5c\u4e3a\u4e00\u540d\u8d44\u6df1\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u548c\u6280\u672f\u535a\u4e3b&#xff0c;\u6211\u5f88\u4e50\u610f\u4e3a\u4f60\u64b0\u5199\u4e00\u7bc7\u5173\u4e8e\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u804c\u4e1a\u89c4\u5212\u5e38\u89c1\u8bef\u533a\u201d\u7684\u6df1\u5ea6\u6280\u672f\u535a\u5ba2\u6587\u7ae0\u3002<\/p>\n<hr \/>\n<h2>\u522b\u8e29\u5751&#xff01;\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u804c\u4e1a\u89c4\u5212\u5e38\u89c1\u8bef\u533a&#xff1a;\u4ece\u201c\u5492\u8bed\u5927\u5e08\u201d\u5230\u201cAI\u6307\u6325\u5b98\u201d\u7684\u7406\u6027\u6210\u957f\u4e4b\u8def<\/h2>\n<h3>\u4e00\u3001\u5f15\u8a00 (Introduction)<\/h3>\n<h4>\u94a9\u5b50 (The Hook):<\/h4>\n<p>\u201c\u53ea\u9700\u638c\u63e1\u8fd910\u4e2a\u795e\u5947\u63d0\u793a\u8bcd\u6a21\u677f&#xff0c;\u4f60\u4e5f\u80fd\u6708\u5165\u5341\u4e07&#xff0c;\u6210\u4e3a\u9876\u7ea7\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08&#xff01;\u201d<\/p>\n<p>\u201cAI\u65f6\u4ee3\u6700\u5403\u9999\u7684\u804c\u4e1a&#xff01;\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08&#xff0c;\u96f6\u4ee3\u7801\u57fa\u7840\u4e5f\u80fd\u5165\u884c&#xff01;\u201d<\/p>\n<p>\u5982\u679c\u4f60\u7ecf\u5e38\u5173\u6ce8AI\u9886\u57df\u7684\u52a8\u6001&#xff0c;\u7c7b\u4f3c\u7684\u6807\u9898\u53ef\u80fd\u5df2\u7ecf\u5145\u65a5\u4e86\u4f60\u7684\u4fe1\u606f\u6d41\u3002\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u5982GPT\u7cfb\u5217\u3001Claude\u3001Gemini\u7b49\u7684\u7206\u706b&#xff0c;\u201c\u63d0\u793a\u5de5\u7a0b\u201d&#xff08;Prompt 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(The 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(The \u201cWhat\u201d &amp; \u201cHow\u201d)<\/h4>\n<p>\u672c\u6587\u7684\u6838\u5fc3\u76ee\u6807&#xff0c;\u4e0d\u662f\u529d\u9000&#xff0c;\u800c\u662f\u62e8\u4e71\u53cd\u6b63\u3002\u6211\u5e0c\u671b\u901a\u8fc7\u6df1\u5165\u5256\u6790\u5f53\u524d\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u201d\u804c\u4e1a\u89c4\u5212\u4e2d\u666e\u904d\u5b58\u5728\u7684\u51e0\u5927\u8bef\u533a&#xff0c;\u5e2e\u52a9\u4f60&#xff1a;<\/p>\n<ul>\n<li>\u6253\u7834\u5e7b\u60f3&#xff0c;\u8ba4\u6e05\u73b0\u5b9e&#xff1a;\u4e86\u89e3\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u201d\u7684\u771f\u5b9e\u5de5\u4f5c\u5185\u5bb9\u3001\u6838\u5fc3\u80fd\u529b\u8981\u6c42\u548c\u804c\u4e1a\u524d\u666f\u3002<\/li>\n<li>\u907f\u5f00\u9677\u9631&#xff0c;\u5c11\u8d70\u5f2f\u8def&#xff1a;\u8bc6\u522b\u90a3\u4e9b\u770b\u4f3c\u8bf1\u4eba\u5374\u53ef\u80fd\u8ba9\u4f60\u8bef\u5165\u6b67\u9014\u7684\u5b66\u4e60\u65b9\u6cd5\u548c\u804c\u4e1a\u9009\u62e9\u3002<\/li>\n<li>\u6784\u5efa\u6b63\u786e\u7684\u77e5\u8bc6\u4f53\u7cfb\u548c\u80fd\u529b\u6846\u67b6&#xff1a;\u660e\u786e\u6210\u4e3a\u4e00\u540d\u5408\u683c\u4e43\u81f3\u4f18\u79c0\u7684\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08&#xff08;\u6216\u5176\u6f14\u8fdb\u5f62\u6001&#xff09;\u9700\u8981\u5177\u5907\u54ea\u4e9b\u6838\u5fc3\u7d20\u517b\u3002<\/li>\n<li>\u5236\u5b9a\u53ef\u6301\u7eed\u7684\u804c\u4e1a\u53d1\u5c55\u8def\u5f84&#xff1a;\u7ed3\u5408AI\u6280\u672f\u53d1\u5c55\u8d8b\u52bf&#xff0c;\u89c4\u5212\u4e00\u6761\u80fd\u591f\u4e0d\u65ad\u6210\u957f\u3001\u62b5\u5fa1\u6280\u672f\u53d8\u9769\u98ce\u9669\u7684\u957f\u8fdc\u804c\u4e1a\u9053\u8def\u3002<\/li>\n<\/ul>\n<p>\u65e0\u8bba\u4f60\u662fAI\u9886\u57df\u7684\u65b0\u5175&#xff0c;\u8fd8\u662f\u6709\u4e00\u5b9a\u7ecf\u9a8c\u7684\u5f00\u53d1\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u6570\u636e\u79d1\u5b66\u5bb6&#xff0c;\u5e0c\u671b\u8f6c\u578b\u6216\u62d3\u5c55\u63d0\u793a\u5de5\u7a0b\u80fd\u529b&#xff0c;\u672c\u6587\u90fd\u5c06\u4e3a\u4f60\u63d0\u4f9b\u4e00\u4efd\u76f8\u5bf9\u5168\u9762\u7684\u201c\u907f\u5751\u6307\u5357\u201d\u548c\u201c\u6210\u957f\u5730\u56fe\u201d\u3002\u6211\u4eec\u5c06\u4ece\u5bf9\u804c\u4e1a\u672c\u8eab\u7684\u8ba4\u77e5\u5f00\u59cb&#xff0c;\u6df1\u5165\u5230\u5b66\u4e60\u65b9\u6cd5\u3001\u80fd\u529b\u57f9\u517b\u3001\u5b9e\u8df5\u5e94\u7528\u4e43\u81f3\u4f26\u7406\u8d23\u4efb\u7b49\u591a\u4e2a\u5c42\u9762&#xff0c;\u5171\u540c\u63a2\u8ba8\u5982\u4f55\u5728\u8fd9\u4e2a\u5145\u6ee1\u673a\u9047\u4e0e\u6311\u6218\u7684\u65b0\u5174\u9886\u57df\u4e2d\u7a33\u5065\u524d\u884c\u3002<\/p>\n<h3>\u4e8c\u3001\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08&#xff1a;\u62e8\u5f00\u8ff7\u96fe\u89c1\u672c\u8d28<\/h3>\n<p>\u5728\u6df1\u5165\u63a2\u8ba8\u201c\u8bef\u533a\u201d\u4e4b\u524d&#xff0c;\u6211\u4eec\u9996\u5148\u9700\u8981\u5c3d\u53ef\u80fd\u6e05\u6670\u5730\u7406\u89e3\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u201d\u8fd9\u4e2a\u89d2\u8272\u5230\u5e95\u662f\u4ec0\u4e48&#xff0c;\u4ee5\u53ca\u5b83\u4e0d\u662f\u4ec0\u4e48\u3002\u8fd9\u662f\u8fdb\u884c\u4efb\u4f55\u6709\u6548\u804c\u4e1a\u89c4\u5212\u7684\u57fa\u7840\u3002<\/p>\n<h4>2.1 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\/>\n\u5e7f\u4e49\u4e0a\u8bb2&#xff0c;\u63d0\u793a\u5de5\u7a0b\u662f\u6307\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u548c\u4f18\u5316\u8f93\u5165\u7ed9AI\u6a21\u578b&#xff08;\u5c24\u5176\u662f\u5927\u8bed\u8a00\u6a21\u578b&#xff09;\u7684\u6587\u672c\u63d0\u793a&#xff08;Prompts&#xff09;&#xff0c;\u6765\u5f15\u5bfc\u6a21\u578b\u4ea7\u751f\u671f\u671b\u8f93\u51fa\u7684\u8fc7\u7a0b\u3002\u5b83\u6d89\u53ca\u5230\u5bf9\u6a21\u578b\u884c\u4e3a\u3001&#xff08;\u975e&#xff09;\u5b98\u65b9API\u3001\u63d0\u793a\u8bcd\u6280\u5de7\u3001\u4e0a\u4e0b\u6587\u7406\u89e3\u3001\u4efb\u52a1\u7279\u6027\u7b49\u591a\u65b9\u9762\u7684\u7406\u89e3\u548c\u8fd0\u7528\u3002<\/p>\n<p>\u65e9\u671f&#xff0c;\u63d0\u793a\u5de5\u7a0b\u66f4\u50cf\u662f\u4e00\u79cd\u201c\u9ed1\u7bb1\u8c03\u8bd5\u201d\u6216\u201c\u5492\u8bed\u7f16\u5199\u201d&#xff0c;\u4f9d\u8d56\u4e8e\u7ecf\u9a8c\u548c\u8bd5\u9519\u3002\u4f46\u968f\u7740\u6280\u672f\u53d1\u5c55&#xff0c;\u5b83\u6b63\u9010\u6e10\u8d70\u5411\u7cfb\u7edf\u5316\u3001\u5de5\u7a0b\u5316\u548c\u79d1\u5b66\u5316\u3002<\/p>\n<\/li>\n<li>\n<p>\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08 (Prompt Engineering Architect \/ Prompt Architect)&#xff1a;<br 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Claude 3, Llama 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API\u3001\u7f16\u5199\u811a\u672c\u3001\u96c6\u6210\u63d0\u793a\u903b\u8f91\u5230\u5e94\u7528\u7cfb\u7edf\u4e2d&#xff0c;\u7406\u89e3\u57fa\u672c\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u8df5&#xff08;\u7248\u672c\u63a7\u5236\u3001\u6d4b\u8bd5\u3001\u90e8\u7f72&#xff09;\u3002<\/li>\n<li>\u6570\u636e\u4e0e\u4fe1\u606f\u68c0\u7d22\u80fd\u529b&#xff1a;\u7406\u89e3RAG\u7684\u539f\u7406&#xff0c;\u80fd\u591f\u8bbe\u8ba1\u548c\u4f18\u5316\u77e5\u8bc6\u5e93&#xff0c;\u5229\u7528\u68c0\u7d22\u6280\u672f\u589e\u5f3aLLM\u7684\u77e5\u8bc6\u51c6\u786e\u6027\u548c\u65f6\u6548\u6027\u3002<\/li>\n<li>\u8bc4\u4f30\u3001\u76d1\u63a7\u4e0e\u8c03\u4f18\u80fd\u529b&#xff1a;\u80fd\u591f\u8bbe\u8ba1\u8bc4\u4f30\u6307\u6807&#xff0c;\u91cf\u5316\u63d0\u793a\u6548\u679c&#xff0c;\u76d1\u63a7\u6a21\u578b\u8f93\u51fa\u8d28\u91cf&#xff0c;\u5e76\u6301\u7eed\u8fdb\u884c\u4f18\u5316\u8fed\u4ee3\u3002<\/li>\n<li>\u6c9f\u901a\u4e0e\u534f\u4f5c\u80fd\u529b&#xff1a;\u5411\u975e\u6280\u672f\u4eba\u5458\u89e3\u91caAI\u80fd\u529b\u548c\u5c40\u9650&#xff0c;\u4e0e\u56e2\u961f\u6210\u5458\u6709\u6548\u534f\u4f5c&#xff0c;\u63a8\u52a8\u9879\u76ee\u8fdb\u5c55\u3002<\/li>\n<li>\u6301\u7eed\u5b66\u4e60\u4e0e\u9002\u5e94\u80fd\u529b&#xff1a;AI\u6280\u672f\u65e5\u65b0\u6708\u5f02&#xff0c;\u5fc5\u987b\u4fdd\u6301\u5f3a\u70c8\u7684\u6c42\u77e5\u6b32\u548c\u5feb\u901f\u5b66\u4e60\u65b0\u6280\u672f\u3001\u65b0\u5de5\u5177\u7684\u80fd\u529b\u3002<\/li>\n<li>\u4f26\u7406\u4e0e\u5b89\u5168\u610f\u8bc6&#xff1a;\u5bf9AI\u5e94\u7528\u53ef\u80fd\u5e26\u6765\u7684\u793e\u4f1a\u5f71\u54cd\u3001\u4f26\u7406\u98ce\u9669&#xff08;\u5982\u504f\u89c1\u3001\u8bef\u5bfc\u3001\u6ee5\u7528&#xff09;\u6709\u6e05\u9192\u8ba4\u8bc6&#xff0c;\u5e76\u80fd\u5728\u8bbe\u8ba1\u4e2d\u878d\u5165\u5b89\u5168\u9632\u62a4\u63aa\u65bd\u3002<\/li>\n<\/ul>\n<p>\u770b\u5230\u8fd9\u91cc&#xff0c;\u4f60\u53ef\u80fd\u4f1a\u53d1\u73b0&#xff0c;\u8fd9\u4e0e\u8bb8\u591a\u4eba\u6700\u521d\u60f3\u8c61\u7684\u201c\u96f6\u4ee3\u7801\u3001\u8f7b\u677e\u5165\u95e8\u3001\u9ad8\u85aa\u201d\u7684\u5f62\u8c61\u76f8\u53bb\u751a\u8fdc\u3002\u6ca1\u9519&#xff0c;\u201c\u67b6\u6784\u5e08\u201d\u7ea7\u522b\u4ece\u6765\u90fd\u4e0d\u662f\u8f7b\u677e\u53ef\u8fbe\u7684&#xff0c;\u5b83\u9700\u8981\u591a\u65b9\u9762\u80fd\u529b\u7684\u7efc\u5408\u4e0e\u6c89\u6dc0\u3002<\/p>\n<h3>\u4e09\u3001\u804c\u4e1a\u89c4\u5212\u5e38\u89c1\u8bef\u533a\u6df1\u5ea6\u5256\u6790<\/h3>\n<p>\u73b0\u5728&#xff0c;\u8ba9\u6211\u4eec\u8fdb\u5165\u672c\u6587\u7684\u6838\u5fc3\u90e8\u5206&#xff0c;\u8be6\u7ec6\u76d8\u70b9\u5e76\u5256\u6790\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u201d\u804c\u4e1a\u89c4\u5212\u4e2d\u6700\u5bb9\u6613\u51fa\u73b0\u7684\u90a3\u4e9b\u201c\u5751\u201d\u3002<\/p>\n<h4>\u8bef\u533a\u4e00&#xff1a;\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u3001\u7ec8\u70b9\u5f0f\u7684\u804c\u4e1a\u5934\u8854\u201d<\/h4>\n<ul>\n<li>\n<p>\u8868\u73b0&#xff1a;\u8bb8\u591a\u4eba\u5c06\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u201d\u89c6\u4e3a\u4e00\u4e2a\u53ef\u4ee5\u76f4\u63a5\u8ffd\u6c42\u7684\u3001\u72ec\u7acb\u7684\u3001\u5e76\u4e14\u662f\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u7684\u201c\u7ec8\u6781\u201d\u804c\u4e1a\u76ee\u6807&#xff0c;\u4eff\u4f5b\u62ff\u5230\u8fd9\u4e2a\u5934\u8854\u5c31\u5927\u529f\u544a\u6210\u3002\u4ed6\u4eec\u4f1a\u95ee&#xff1a;\u201c\u6211\u8981\u5b66\u591a\u4e45\u624d\u80fd\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08&#xff1f;\u201d\u201c\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u9700\u8981\u8003\u4ec0\u4e48\u8bc1&#xff1f;\u201d<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u4ec0\u4e48\u662f\u8bef\u533a&#xff1f;<\/p>\n<li>\u9ad8\u5ea6\u65b0\u5174\u4e14\u5b9a\u4e49\u6a21\u7cca&#xff1a;\u5982\u524d\u6240\u8ff0&#xff0c;\u8fd9\u4e2a\u5934\u8854\u672c\u8eab\u8fd8\u5728\u5f62\u6210\u4e2d&#xff0c;\u4e0d\u540c\u516c\u53f8\u3001\u4e0d\u540c\u56e2\u961f\u5bf9\u5176\u5b9a\u4e49\u548c\u671f\u671b\u53ef\u80fd\u5343\u5dee\u4e07\u522b\u3002\u4eca\u5929\u7684\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u201d\u53ef\u80fd\u660e\u5929\u5c31\u6f14\u53d8\u6210\u4e86\u201cAI\u5e94\u7528\u67b6\u6784\u5e08\u201d\u3001\u201cLLM\u89e3\u51b3\u65b9\u6848\u67b6\u6784\u5e08\u201d\u6216\u5176\u4ed6\u66f4\u7cbe\u786e\u7684\u5934\u8854\u3002<\/li>\n<li>\u66f4\u591a\u662f\u80fd\u529b\u7684\u4f53\u73b0\u800c\u975e\u72ec\u7acb\u5c97\u4f4d&#xff1a;\u5728\u5f88\u591a\u60c5\u51b5\u4e0b&#xff0c;\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u80fd\u529b\u662f\u5d4c\u5165\u5230\u73b0\u6709\u89d2\u8272\u4e2d\u7684\u3002\u4f8b\u5982&#xff0c;\u6570\u636e\u79d1\u5b66\u5bb6\u7528\u63d0\u793a\u8bcd\u4f18\u5316\u6a21\u578b\u8c03\u7528&#xff0c;\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7528\u63d0\u793a\u8bcd\u6784\u5efaAI\u529f\u80fd&#xff0c;\u4ea7\u54c1\u7ecf\u7406\u7528\u63d0\u793a\u8bcd\u8bbe\u8ba1AI\u4ea4\u4e92&#xff0c;\u9886\u57df\u4e13\u5bb6\u7528\u63d0\u793a\u8bcd\u5f15\u5bfc\u6a21\u578b\u5b8c\u6210\u4e13\u4e1a\u4efb\u52a1\u3002\u201c\u67b6\u6784\u5e08\u201d\u7684\u804c\u8d23\u5f80\u5f80\u4e5f\u662f\u7531\u5177\u5907\u6df1\u539aAI\u548c\u7cfb\u7edf\u8bbe\u8ba1\u80cc\u666f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Face\u793e\u533a\u3001\u56fd\u5185\u7684AI\u8bba\u575b\u7b49\u5730\u65b9\u79ef\u6781\u63d0\u95ee\u3001\u56de\u7b54\u95ee\u9898\u3001\u53c2\u4e0e\u8ba8\u8bba\u3002\u5bfb\u627e\u5b9e\u4e60\u6216\u521d\u7ea7\u5c97\u4f4d&#xff0c;\u4ece\u5b9e\u9645\u5de5\u4f5c\u4e2d\u79ef\u7d2f\u7ecf\u9a8c\u3002\u8bb0\u4f4f&#xff0c;\u201c\u67b6\u6784\u5e08\u201d\u662f\u505a\u51fa\u6765\u7684&#xff0c;\u4e0d\u662f\u5b66\u51fa\u6765\u6216\u8003\u51fa\u6765\u7684\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>\u8bef\u533a\u4e94&#xff1a;\u201c\u53ea\u9700\u8981\u5173\u6ce8\u63d0\u793a\u8bcd\u672c\u8eab&#xff0c;\u65e0\u9700\u5173\u5fc3\u5de5\u7a0b\u5b9e\u8df5\u548c\u7cfb\u7edf\u67b6\u6784\u201d<\/h4>\n<ul>\n<li>\n<p>\u8868\u73b0&#xff1a;\u90e8\u5206\u4eba\u5c06\u6240\u6709\u7cbe\u529b\u90fd\u6295\u5165\u5230\u94bb\u7814\u63d0\u793a\u8bcd\u7684\u7ec6\u5fae\u5dee\u522b\u4e0a&#xff0c;\u8ba4\u4e3a\u53ea\u8981\u63d0\u793a\u8bcd\u8db3\u591f\u201c\u5b8c\u7f8e\u201d&#xff0c;AI\u5c31\u80fd\u89e3\u51b3\u4e00\u5207\u95ee\u9898\u3002\u4ed6\u4eec\u5ffd\u89c6\u8f6f\u4ef6\u5de5\u7a0b\u7684\u57fa\u672c\u539f\u5219&#xff0c;\u5982\u4ee3\u7801\u8d28\u91cf\u3001\u7248\u672c\u63a7\u5236\u3001\u6d4b\u8bd5\u3001\u6587\u6863\u3001\u53ef\u6269\u5c55\u6027\u3001\u5b89\u5168\u6027\u7b49&#xff0c;\u4e5f\u4e0d\u8003\u8651\u5982\u4f55\u5c06\u63d0\u793a\u8bcd\u6709\u6548\u5730\u878d\u5165\u5230\u4e00\u4e2a\u66f4\u5927\u7684\u7cfb\u7edf\u67b6\u6784\u4e2d\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u4ec0\u4e48\u662f\u8bef\u533a&#xff1f;<\/p>\n<li>\u63d0\u793a\u8bcd\u662f\u7cfb\u7edf\u7684\u4e00\u90e8\u5206&#xff0c;\u800c\u975e\u5168\u90e8&#xff1a;\u4e00\u4e2aAI\u5e94\u7528\u7cfb\u7edf\u7531\u591a\u4e2a\u7ec4\u4ef6\u6784\u6210&#xff0c;\u63d0\u793a\u8bcd\u53ea\u662f\u5176\u4e2d\u8d1f\u8d23\u4e0eLLM\u4ea4\u4e92\u7684\u4e00\u73af\u3002\u5176\u4ed6\u7ec4\u4ef6&#xff08;\u5982\u7528\u6237\u754c\u9762\u3001\u540e\u7aef\u670d\u52a1\u3001\u6570\u636e\u5e93\u3001\u5916\u90e8API\u3001\u5b89\u5168\u5c42&#xff09;\u7684\u8bbe\u8ba1\u548c\u5b9e\u73b0\u540c\u6837\u91cd\u8981\u3002<\/li>\n<li>\u201c\u5b8c\u7f8e\u63d0\u793a\u8bcd\u201d\u4e0d\u5b58\u5728&#xff0c;\u4e14\u96be\u4ee5\u7ef4\u62a4&#xff1a;\u5373\u4f7f\u67d0\u4e2a\u63d0\u793a\u8bcd\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u8868\u73b0\u5f88\u597d&#xff0c;\u5f53\u9700\u6c42\u53d8\u5316\u3001\u6570\u636e\u53d8\u5316\u6216\u6a21\u578b\u5347\u7ea7\u65f6&#xff0c;\u5b83\u53ef\u80fd\u5c31\u4e0d\u518d\u9002\u7528\u3002\u6ca1\u6709\u826f\u597d\u5de5\u7a0b\u5b9e\u8df5\u652f\u6491\u7684\u63d0\u793a\u8bcd&#xff0c;\u96be\u4ee5\u8fdb\u884c\u7248\u672c\u7ba1\u7406\u3001\u6d4b\u8bd5\u548c\u8fed\u4ee3\u4f18\u5316\u3002<\/li>\n<li>\u53ef\u6269\u5c55\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u95ee\u9898&#xff1a;\u5728\u6ca1\u6709\u67b6\u6784\u8bbe\u8ba1\u7684\u60c5\u51b5\u4e0b&#xff0c;\u968f\u7740\u529f\u80fd\u589e\u52a0&#xff0c;\u4ee3\u7801\u4f1a\u53d8\u5f97\u6df7\u4e71\u4e0d\u582a&#xff08;\u201c\u610f\u5927\u5229\u9762\u6761\u5f0f\u4ee3\u7801\u201d&#xff09;&#xff0c;\u63d0\u793a\u8bcd\u6563\u843d\u5728\u5404\u5904&#xff0c;\u4fee\u6539\u4e00\u4e2a\u5c0f\u5730\u65b9\u53ef\u80fd\u7275\u4e00\u53d1\u800c\u52a8\u5168\u8eab&#xff0c;\u7ef4\u62a4\u6210\u672c\u6781\u9ad8\u3002<\/li>\n<li>\u6027\u80fd\u3001\u6210\u672c\u548c\u53ef\u9760\u6027\u95ee\u9898&#xff1a;\u76f4\u63a5\u8c03\u7528LLM API\u53ef\u80fd\u5728\u54cd\u5e94\u65f6\u95f4\u3001\u5e76\u53d1\u5904\u7406\u3001\u6210\u672c\u63a7\u5236\u65b9\u9762\u5b58\u5728\u6311\u6218\u3002\u4e00\u4e2a\u597d\u7684\u67b6\u6784\u8bbe\u8ba1\u4f1a\u8003\u8651\u7f13\u5b58\u7b56\u7565\u3001\u8bf7\u6c42\u6279\u5904\u7406\u3001\u964d\u7ea7\u65b9\u6848\u3001\u9519\u8bef\u91cd\u8bd5\u7b49\u673a\u5236&#xff0c;\u8fd9\u4e9b\u90fd\u4e0d\u662f\u5355\u9760\u63d0\u793a\u8bcd\u80fd\u89e3\u51b3\u7684\u3002<\/li>\n<li>\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u98ce\u9669&#xff1a;\u7528\u6237\u6570\u636e\u5904\u7406\u3001API\u5bc6\u94a5\u7ba1\u7406\u3001\u654f\u611f\u4fe1\u606f\u8fc7\u6ee4\u3001\u9632\u6b62Prompt Injection\u653b\u51fb\u7b49&#xff0c;\u90fd\u662f\u5de5\u7a0b\u5b9e\u8df5\u4e2d\u5fc5\u987b\u4e25\u8083\u5bf9\u5f85\u7684\u95ee\u9898&#xff0c;\u5173\u7cfb\u5230\u7cfb\u7edf\u7684\u5b89\u5168\u548c\u5408\u89c4\u3002<\/li>\n<\/li>\n<li>\n<p>\u6b63\u786e\u8ba4\u77e5\u4e0e\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u62e5\u62b1\u8f6f\u4ef6\u5de5\u7a0b\u6700\u4f73\u5b9e\u8df5&#xff1a;\u5b66\u4e60\u5e76\u5e94\u7528\u7248\u672c\u63a7\u5236&#xff08;Git&#xff09;\u3001\u4ee3\u7801\u5ba1\u67e5\u3001\u5355\u5143\u6d4b\u8bd5\u3001\u96c6\u6210\u6d4b\u8bd5\u3001\u6301\u7eed\u96c6\u6210\/\u6301\u7eed\u90e8\u7f72&#xff08;CI\/CD&#xff09;\u3001\u6587\u6863\u5373\u4ee3\u7801\u7b49\u7406\u5ff5\u548c\u5de5\u5177\u3002<\/li>\n<li>\u5b66\u4e60\u7cfb\u7edf\u8bbe\u8ba1\u539f\u5219&#xff1a;\u4e86\u89e3\u6a21\u5757\u5316\u3001\u5206\u5c42\u67b6\u6784\u3001\u5fae\u670d\u52a1&#xff08;\u5982\u679c\u9002\u7528&#xff09;\u3001\u4e8b\u4ef6\u9a71\u52a8\u7b49\u8bbe\u8ba1\u601d\u60f3\u3002\u601d\u8003\u5982\u4f55\u5c06AI\u80fd\u529b&#xff08;\u63d0\u793a\u8bcd\u9a71\u52a8&#xff09;\u6a21\u5757\u5316&#xff0c;\u4ee5\u4fbf\u4e8e\u590d\u7528\u548c\u7ef4\u62a4\u3002<\/li>\n<li>\u5173\u6ce8\u6027\u80fd\u4f18\u5316\u548c\u6210\u672c\u63a7\u5236&#xff1a;\u5b66\u4e60\u5982\u4f55\u8bc4\u4f30\u548c\u4f18\u5316LLM API\u8c03\u7528\u7684\u6027\u80fd&#xff08;\u5982\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u8c03\u7528\u3001\u4f18\u5316\u4e0a\u4e0b\u6587\u957f\u5ea6&#xff09;&#xff0c;\u4ee5\u53ca\u5982\u4f55\u7ba1\u7406\u548c\u9884\u6d4bAPI\u4f7f\u7528\u6210\u672c\u3002<\/li>\n<li>\u91cd\u89c6\u5b89\u5168\u6027&#xff1a;\u5b66\u4e60\u5e38\u89c1\u7684AI\u5e94\u7528\u5b89\u5168\u98ce\u9669&#xff08;\u5982Prompt Injection, Data Leakage, Model Stealing&#xff09;\u53ca\u5176\u9632\u8303\u63aa\u65bd\u3002\u9075\u5faa\u6570\u636e\u5904\u7406\u7684\u9690\u79c1\u4fdd\u62a4\u539f\u5219\u3002<\/li>\n<li>\u7814\u7a76\u6210\u719f\u7684LLM\u5e94\u7528\u6846\u67b6&#xff1a;\u5982LangChain, LlamaIndex, Haystack\u7b49&#xff0c;\u5b83\u4eec\u672c\u8eab\u5c31\u662f\u8f6f\u4ef6\u5de5\u7a0b\u601d\u60f3\u5728LLM\u9886\u57df\u7684\u4f53\u73b0&#xff0c;\u5b66\u4e60\u5b83\u4eec\u7684\u8bbe\u8ba1\u6a21\u5f0f\u548c\u67b6\u6784\u7406\u5ff5\u3002\u5c1d\u8bd5\u57fa\u4e8e\u8fd9\u4e9b\u6846\u67b6\u6765\u6784\u5efa\u4f60\u7684\u5e94\u7528&#xff0c;\u800c\u4e0d\u662f\u4ece\u96f6\u5f00\u59cb\u7f16\u5199\u6240\u6709\u4ee3\u7801\u3002<\/li>\n<li>\u57f9\u517b\u201c\u5168\u6808\u201d\u601d\u7ef4&#xff1a;\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u9700\u8981\u4e86\u89e3\u4ece\u7528\u6237\u9700\u6c42\u5230\u7cfb\u7edf\u90e8\u7f72\u7684\u6574\u4e2a\u6d41\u7a0b&#xff0c;\u80fd\u591f\u4ece\u5168\u5c40\u89d2\u5ea6\u601d\u8003\u95ee\u9898&#xff0c;\u534f\u8c03\u5404\u65b9\u8d44\u6e90&#xff0c;\u786e\u4fdd\u6700\u7ec8\u4ea7\u54c1\u7684\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>\u8bef\u533a\u516d&#xff1a;\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u2018\u8ba9AI\u8bf4\u4eba\u8bdd\u2019\u6216\u2018\u4ea7\u51fa\u5185\u5bb9\u2019\u201d<\/h4>\n<ul>\n<li>\n<p>\u8868\u73b0&#xff1a;\u4e00\u4e9b\u4eba\u8ba4\u4e3a\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u7684\u4e3b\u8981\u5de5\u4f5c\u5c31\u662f\u201c\u8c03\u6559\u201dAI\u751f\u6210\u6d41\u7545\u7684\u6587\u6848\u3001\u5199\u90ae\u4ef6\u3001\u5199\u5c0f\u8bf4\u3001\u505aPPT\u7b49\u5185\u5bb9\u521b\u4f5c\u7c7b\u4efb\u52a1&#xff0c;\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u63d0\u5347AI\u5185\u5bb9\u7684\u201c\u6587\u91c7\u201d\u6216\u201c\u903c\u771f\u5ea6\u201d\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u4ec0\u4e48\u662f\u8bef\u533a&#xff1f;<\/p>\n<li>\u5e94\u7528\u573a\u666f\u8fdc\u4e0d\u6b62\u5185\u5bb9\u521b\u4f5c&#xff1a;\u63d0\u793a\u5de5\u7a0b\u7684\u5e94\u7528\u9886\u57df\u975e\u5e38\u5e7f\u6cdb&#xff0c;\u5185\u5bb9\u521b\u4f5c\u53ea\u662f\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\u3002\u66f4\u6709\u4ef7\u503c\u7684\u5e94\u7528\u5305\u62ec&#xff1a;\u590d\u6742\u95ee\u9898\u5206\u6790\u4e0e\u51b3\u7b56\u652f\u6301\u3001\u667a\u80fd\u5ba2\u670d\u4e0e\u95ee\u7b54\u7cfb\u7edf\u3001\u4ee3\u7801\u751f\u6210\u4e0e\u89e3\u91ca\u3001\u6570\u636e\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u3001\u81ea\u52a8\u5316\u62a5\u544a\u751f\u6210\u3001\u79d1\u7814\u8f85\u52a9\u3001\u6d41\u7a0b\u81ea\u52a8\u5316&#xff08;RPA&#043;AI&#xff09;\u3001\u6559\u80b2\u4e2a\u6027\u5316\u8f85\u5bfc\u3001\u533b\u7597\u8f85\u52a9\u8bca\u65ad\u7b49\u7b49\u3002<\/li>\n<li>\u201c\u67b6\u6784\u5e08\u201d\u7684\u4ef7\u503c\u5728\u4e8e\u89e3\u51b3\u590d\u6742\u4e1a\u52a1\u95ee\u9898&#xff1a;\u5bf9\u4e8e\u67b6\u6784\u5e08\u800c\u8a00&#xff0c;\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u7406\u89e3\u5e76\u89e3\u51b3\u4f01\u4e1a\u6216\u7ec4\u7ec7\u9762\u4e34\u7684\u590d\u6742\u4e1a\u52a1\u95ee\u9898&#xff0c;\u901a\u8fc7\u8bbe\u8ba1\u548c\u5b9e\u65bd\u57fa\u4e8eLLM\u7684\u89e3\u51b3\u65b9\u6848&#xff0c;\u63d0\u5347\u6548\u7387\u3001\u964d\u4f4e\u6210\u672c\u3001\u521b\u9020\u65b0\u7684\u4e1a\u52a1\u673a\u4f1a\u3002\u8fd9\u53ef\u80fd\u6d89\u53ca\u5230\u4e1a\u52a1\u6d41\u7a0b\u7684\u91cd\u5851\u3001\u8de8\u7cfb\u7edf\u7684\u96c6\u6210\u3001\u5927\u89c4\u6a21\u6570\u636e\u7684\u5904\u7406\u7b49&#xff0c;\u8fdc\u975e\u201c\u8ba9AI\u8bf4\u4eba\u8bdd\u201d\u8fd9\u4e48\u7b80\u5355\u3002<\/li>\n<li>\u51c6\u786e\u6027\u3001\u53ef\u9760\u6027\u3001\u5408\u89c4\u6027\u5f80\u5f80\u6bd4\u201c\u6587\u91c7\u201d\u66f4\u91cd\u8981&#xff1a;\u5728\u8bb8\u591a\u4e13\u4e1a\u9886\u57df&#xff08;\u5982\u6cd5\u5f8b\u3001\u533b\u7597\u3001\u91d1\u878d\u3001\u5de5\u7a0b&#xff09;&#xff0c;AI\u8f93\u51fa\u7684\u51c6\u786e\u6027\u3001\u4e8b\u5b9e\u4e00\u81f4\u6027\u3001\u903b\u8f91\u6027\u548c\u5408\u89c4\u6027&#xff0c;\u8fdc\u6bd4\u8f9e\u85fb\u534e\u4e3d\u66f4\u91cd\u8981\u3002\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u9700\u8981\u8bbe\u8ba1\u63d0\u793a\u6765\u786e\u4fdd\u8fd9\u4e9b\u5173\u952e\u8d28\u91cf\u5c5e\u6027\u3002<\/li>\n<li>\u4e0e\u5916\u90e8\u7cfb\u7edf\u548c\u6570\u636e\u7684\u96c6\u6210\u4ef7\u503c\u5de8\u5927&#xff1a;\u5c06LLM\u4e0e\u4f01\u4e1a\u5185\u90e8\u77e5\u8bc6\u5e93&#xff08;RAG&#xff09;\u3001\u4e1a\u52a1\u7cfb\u7edf&#xff08;CRM, ERP&#xff09;\u3001\u5de5\u5177\u8f6f\u4ef6&#xff08;Excel, Jira&#xff09;\u3001\u7269\u8054\u7f51\u8bbe\u5907\u7b49\u96c6\u6210&#xff0c;\u5b9e\u73b0\u6570\u636e\u7684\u6d41\u52a8\u548c\u4e1a\u52a1\u6d41\u7a0b\u7684\u81ea\u52a8\u5316&#xff0c;\u5f80\u5f80\u80fd\u521b\u9020\u66f4\u5927\u7684\u5546\u4e1a\u4ef7\u503c\u3002\u8fd9\u9700\u8981\u6df1\u539a\u7684\u67b6\u6784\u8bbe\u8ba1\u80fd\u529b&#xff0c;\u800c\u975e\u4ec5\u4ec5\u662f\u5185\u5bb9\u751f\u6210\u80fd\u529b\u3002<\/li>\n<li>\u201cAI\u6307\u6325\u5b98\u201d\u800c\u975e\u201cAI\u6587\u6848\u201d&#xff1a;\u9ad8\u7ea7\u7684\u63d0\u793a\u5de5\u7a0b\u66f4\u50cf\u662f\u5728\u201c\u6307\u6325\u201dAI\u5b8c\u6210\u590d\u6742\u4efb\u52a1&#xff0c;\u53ef\u80fd\u6d89\u53ca\u5230\u89c4\u5212\u4efb\u52a1\u6b65\u9aa4\u3001\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u9a8c\u8bc1\u4e2d\u95f4\u7ed3\u679c\u3001\u8c03\u6574\u7b56\u7565\u7b49&#xff0c;\u7c7b\u4f3c\u4e8e\u4e00\u4e2a\u201cAI\u6307\u6325\u5b98\u201d\u7684\u89d2\u8272&#xff08;Agentic AI&#xff09;\u3002<\/li>\n<\/li>\n<li>\n<p>\u6b63\u786e\u8ba4\u77e5\u4e0e\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u62d3\u5bbd\u89c6\u91ce&#xff0c;\u63a2\u7d22\u63d0\u793a\u5de5\u7a0b\u5728\u4e0d\u540c\u9886\u57df\u7684\u5e94\u7528\u3002 \u4e0d\u8981\u5c40\u9650\u4e8e\u5185\u5bb9\u521b\u4f5c&#xff0c;\u591a\u5173\u6ce8\u90a3\u4e9b\u80fd\u4ea7\u751f\u5b9e\u9645\u4e1a\u52a1\u4ef7\u503c\u7684\u573a\u666f\u3002<\/li>\n<li>\u6df1\u5165\u7406\u89e3\u4e1a\u52a1\u6d41\u7a0b\u548c\u75db\u70b9\u3002 \u82b1\u65f6\u95f4\u4e0e\u4e1a\u52a1\u4eba\u5458\u6c9f\u901a&#xff0c;\u4e86\u89e3\u4ed6\u4eec\u5de5\u4f5c\u4e2d\u7684\u96be\u70b9\u548c\u9700\u6c42&#xff0c;\u601d\u8003AI\u5982\u4f55\u80fd\u771f\u6b63\u5e2e\u52a9\u4ed6\u4eec\u3002<\/li>\n<li>\u5b66\u4e60\u5982\u4f55\u5c06LLM\u4e0e\u6570\u636e\u548c\u5de5\u5177\u7ed3\u5408\u3002 \u91cd\u70b9\u5173\u6ce8RAG\u3001\u51fd\u6570\u8c03\u7528&#xff08;Function Calling&#xff09;\u3001\u591a\u667a\u80fd\u4f53\u534f\u4f5c&#xff08;Multi-Agent&#xff09;\u7b49\u9ad8\u7ea7\u6280\u672f&#xff0c;\u8fd9\u4e9b\u662f\u6784\u5efa\u590d\u6742\u3001\u9ad8\u4ef7\u503cAI\u5e94\u7528\u7684\u5173\u952e\u3002<\/li>\n<li>\u5173\u6ce8AI\u8f93\u51fa\u7684\u8d28\u91cf\u7ef4\u5ea6\u3002 \u9664\u4e86\u6d41\u7545\u6027&#xff0c;\u66f4\u8981\u5173\u6ce8\u51c6\u786e\u6027\u3001\u76f8\u5173\u6027\u3001\u903b\u8f91\u6027\u3001\u5b89\u5168\u6027\u3001\u6709\u7528\u6027\u3001\u53ef\u89e3\u91ca\u6027\u7b49\u3002<\/li>\n<li>\u601d\u8003\u5982\u4f55\u901a\u8fc7AI\u63d0\u5347\u51b3\u7b56\u6548\u7387\u548c\u8d28\u91cf\u3002 \u4f8b\u5982&#xff0c;\u5229\u7528LLM\u5206\u6790\u5e02\u573a\u62a5\u544a\u3001\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u3001\u751f\u6210\u51b3\u7b56\u5efa\u8bae&#xff0c;\u8f85\u52a9\u7ba1\u7406\u5c42\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>\u8bef\u533a\u4e03&#xff1a;\u201c\u5ffd\u89c6\u4f26\u7406\u3001\u5b89\u5168\u4e0e\u5408\u89c4\u8003\u91cf\u201d<\/h4>\n<ul>\n<li>\n<p>\u8868\u73b0&#xff1a;\u5728\u8ffd\u6c42\u6280\u672f\u9177\u70ab\u548c\u5546\u4e1a\u4ef7\u503c\u65f6&#xff0c;\u4e00\u4e9b\u4eba\u5bb9\u6613\u5ffd\u89c6AI\u5e94\u7528\u53ef\u80fd\u5e26\u6765\u7684\u4f26\u7406\u98ce\u9669\u3001\u5b89\u5168\u9690\u60a3\u548c\u5408\u89c4\u95ee\u9898\u3002\u4f8b\u5982&#xff0c;\u5982\u4f55\u5904\u7406\u7528\u6237\u9690\u79c1\u6570\u636e\u3001\u5982\u4f55\u907f\u514d\u6a21\u578b\u8f93\u51fa\u6709\u5bb3\u4fe1\u606f\u6216\u504f\u89c1\u5185\u5bb9\u3001\u5982\u4f55\u786e\u4fddAI\u51b3\u7b56\u7684\u516c\u5e73\u6027\u7b49\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u4ec0\u4e48\u662f\u8bef\u533a&#xff1f;<\/p>\n<li>\u4f26\u7406\u95ee\u9898\u5173\u4e4e\u793e\u4f1a\u4fe1\u4efb\u548c\u54c1\u724c\u58f0\u8a89&#xff1a;AI\u7684\u4e0d\u5f53\u4f7f\u7528\u53ef\u80fd\u5bfc\u81f4\u6b67\u89c6\u3001\u8bef\u5bfc\u3001\u4fb5\u72af\u9690\u79c1\u7b49\u95ee\u9898&#xff0c;\u4e25\u91cd\u635f\u5bb3\u7528\u6237\u4fe1\u4efb\u548c\u4f01\u4e1a\u54c1\u724c\u58f0\u8a89&#xff0c;\u751a\u81f3\u5f15\u53d1\u793e\u4f1a\u8206\u8bba\u5371\u673a\u3002<\/li>\n<li>\u5b89\u5168\u6f0f\u6d1e\u53ef\u80fd\u5bfc\u81f4\u4e25\u91cd\u540e\u679c&#xff1a;Prompt Injection\u653b\u51fb\u53ef\u80fd\u8ba9AI\u6cc4\u9732\u654f\u611f\u4fe1\u606f\u6216\u6267\u884c\u672a\u6388\u6743\u64cd\u4f5c\u3002\u6a21\u578b\u88ab\u6076\u610f\u5229\u7528\u53ef\u80fd\u751f\u6210\u865a\u5047\u4fe1\u606f\u3001\u5783\u573e\u90ae\u4ef6\u3001\u6076\u610f\u4ee3\u7801\u7b49\u3002<\/li>\n<li>\u5408\u89c4\u6027\u662f\u6cd5\u5f8b\u5e95\u7ebf&#xff1a;\u5168\u7403\u5404\u5730\u90fd\u5728\u4e0d\u65ad\u51fa\u53f0\u548c\u5b8c\u5584\u5173\u4e8eAI\u4f7f\u7528\u7684\u6570\u636e\u4fdd\u62a4\u6cd5\u89c4&#xff08;\u5982GDPR&#xff09;\u3001\u5185\u5bb9\u76d1\u7ba1\u89c4\u5b9a\u3001\u7b97\u6cd5\u900f\u660e\u5ea6\u8981\u6c42\u7b49\u3002\u4e0d\u5408\u89c4\u53ef\u80fd\u5bfc\u81f4\u5de8\u989d\u7f5a\u6b3e\u548c\u6cd5\u5f8b\u8d23\u4efb\u3002<\/li>\n<li>\u201c\u67b6\u6784\u5e08\u201d\u80a9\u8d1f\u8d23\u4efb&#xff1a;\u4f5c\u4e3a\u67b6\u6784\u5e08&#xff0c;\u4f60\u662fAI\u7cfb\u7edf\u8bbe\u8ba1\u7684\u6838\u5fc3\u51b3\u7b56\u8005\u4e4b\u4e00&#xff0c;\u5bf9\u7cfb\u7edf\u7684\u4f26\u7406\u3001\u5b89\u5168\u548c\u5408\u89c4\u6027\u8d1f\u6709\u4e0d\u53ef\u63a8\u5378\u7684\u8d23\u4efb\u3002\u4e0d\u80fd\u5c06\u5176\u89c6\u4e3a\u53ef\u6709\u53ef\u65e0\u7684\u9644\u52a0\u9879\u3002<\/li>\n<li>\u957f\u671f\u53ef\u6301\u7eed\u53d1\u5c55\u7684\u9700\u8981&#xff1a;\u8d1f\u8d23\u4efb\u7684AI\u5f00\u53d1\u548c\u5e94\u7528\u662f\u884c\u4e1a\u5065\u5eb7\u53d1\u5c55\u7684\u57fa\u77f3\u3002\u5ffd\u89c6\u4f26\u7406\u5b89\u5168&#xff0c;\u6700\u7ec8\u53ef\u80fd\u5bfc\u81f4\u884c\u4e1a\u53d7\u5230\u4e25\u683c\u9650\u5236&#xff0c;\u635f\u5bb3\u957f\u8fdc\u53d1\u5c55\u3002<\/li>\n<\/li>\n<li>\n<p>\u6b63\u786e\u8ba4\u77e5\u4e0e\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u4e3b\u52a8\u5b66\u4e60AI\u4f26\u7406\u4e0e\u5b89\u5168\u77e5\u8bc6\u3002 \u4e86\u89e3\u5e38\u89c1\u7684AI\u4f26\u7406\u539f\u5219&#xff08;\u5982\u516c\u5e73\u6027\u3001\u900f\u660e\u5ea6\u3001\u53ef\u89e3\u91ca\u6027\u3001\u95ee\u8d23\u5236\u3001\u9690\u79c1\u4fdd\u62a4&#xff09;\u548c\u5b89\u5168\u98ce\u9669\u3002\u5173\u6ce8\u884c\u4e1a\u7ec4\u7ec7&#xff08;\u5982\u6b27\u76dfAI\u6cd5\u6848\u3001NIST AI\u98ce\u9669\u7ba1\u7406\u6846\u67b6&#xff09;\u548c\u5b66\u672f\u673a\u6784\u7684\u76f8\u5173\u7814\u7a76\u548c\u6307\u5357\u3002<\/li>\n<li>\u5c06\u4f26\u7406\u5b89\u5168\u8003\u91cf\u878d\u5165\u8bbe\u8ba1\u6d41\u7a0b\u65e9\u671f\u3002 \u5728\u9700\u6c42\u5206\u6790\u548c\u67b6\u6784\u8bbe\u8ba1\u9636\u6bb5\u5c31\u8981\u8003\u8651\u4f26\u7406\u548c\u5b89\u5168\u95ee\u9898&#xff0c;\u800c\u4e0d\u662f\u7b49\u5230\u7cfb\u7edf\u5f00\u53d1\u5b8c\u6210\u540e\u518d\u201c\u6253\u8865\u4e01\u201d\u3002<\/li>\n<li>\u91c7\u7528\u201c\u5b89\u5168\u9ed8\u8ba4\u201d&#xff08;Security by Design&#xff09;\u548c\u201c\u9690\u79c1\u9ed8\u8ba4\u201d&#xff08;Privacy by Design&#xff09;\u539f\u5219\u3002 \u5728\u7cfb\u7edf\u8bbe\u8ba1\u65f6\u5c31\u690d\u5165\u5b89\u5168\u548c\u9690\u79c1\u4fdd\u62a4\u7684\u673a\u5236\u3002<\/li>\n<li>\u5b9e\u65bd\u5185\u5bb9\u5b89\u5168\u8fc7\u6ee4\u548c\u5ba1\u67e5\u673a\u5236\u3002 \u5bf9\u7528\u6237\u8f93\u5165\u548cAI\u8f93\u51fa\u8fdb\u884c\u5fc5\u8981\u7684\u8fc7\u6ee4&#xff0c;\u9632\u6b62\u6709\u5bb3\u4fe1\u606f\u7684\u4ea7\u751f\u548c\u4f20\u64ad\u3002<\/li>\n<li>\u5173\u6ce8\u6570\u636e\u6cbb\u7406\u3002 \u786e\u4fdd\u7528\u4e8e\u8bad\u7ec3\u6216\u8f85\u52a9LLM\u7684\u6570\u636e\u6765\u6e90\u5408\u6cd5\u3001\u4f7f\u7528\u5408\u89c4&#xff0c;\u5c0a\u91cd\u77e5\u8bc6\u4ea7\u6743\u548c\u4e2a\u4eba\u9690\u79c1\u3002<\/li>\n<li>\u4fdd\u6301\u900f\u660e\u548c\u53ef\u89e3\u91ca\u6027\u3002 \u5728\u9002\u5f53\u60c5\u51b5\u4e0b&#xff0c;\u5411\u7528\u6237\u89e3\u91caAI\u7cfb\u7edf\u7684\u5de5\u4f5c\u539f\u7406\u3001\u5c40\u9650\u6027\u4ee5\u53ca\u51b3\u7b56\u4f9d\u636e\u3002<\/li>\n<li>\u79ef\u6781\u53c2\u4e0e\u4f26\u7406\u8ba8\u8bba\u3002 \u4e0e\u56e2\u961f\u6210\u5458\u3001\u7ba1\u7406\u5c42\u3001\u7528\u6237\u548c\u5176\u4ed6\u5229\u76ca\u76f8\u5173\u8005\u5c31AI\u4f26\u7406\u95ee\u9898\u8fdb\u884c\u5f00\u653e\u6c9f\u901a\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>\u8bef\u533a\u516b&#xff1a;\u201c\u628a\u6240\u6709\u9e21\u86cb\u653e\u5728\u2018\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u2019\u8fd9\u4e00\u4e2a\u7bee\u5b50\u91cc\u201d<\/h4>\n<ul>\n<li>\n<p>\u8868\u73b0&#xff1a;\u4e00\u4e9b\u4eba\u5c06\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u201d\u89c6\u4e3a\u672a\u6765\u552f\u4e00\u7684\u804c\u4e1a\u65b9\u5411&#xff0c;\u6295\u5165\u5168\u90e8\u7cbe\u529b&#xff0c;\u800c\u5ffd\u7565\u4e86\u5176\u4ed6\u6280\u80fd\u7684\u57f9\u517b\u548c\u804c\u4e1a\u53d1\u5c55\u7684\u591a\u6837\u6027\u53ef\u80fd\u3002\u4ed6\u4eec\u62c5\u5fc3\u5982\u679c\u4e0d\u6293\u4f4f\u8fd9\u4e2a\u201c\u98ce\u53e3\u201d&#xff0c;\u5c31\u4f1a\u88ab\u65f6\u4ee3\u6dd8\u6c70\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u4ec0\u4e48\u662f\u8bef\u533a&#xff1f;<\/p>\n<li>\u6280\u672f\u53d8\u9769\u98ce\u9669\u9ad8&#xff1a;\u5982\u524d\u6240\u8ff0&#xff0c;LLM\u6280\u672f\u672c\u8eab\u548c\u56f4\u7ed5\u5b83\u7684\u751f\u6001\u7cfb\u7edf\u90fd\u5728\u98de\u901f\u53d8\u5316\u3002\u4eca\u5929\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u201d\u6240\u9700\u8981\u7684\u6838\u5fc3\u6280\u80fd&#xff0c;\u660e\u5929\u53ef\u80fd\u5c31\u4e0d\u518d\u662f\u6700\u5173\u952e\u7684\u3002\u8fc7\u5ea6\u4e13\u6ce8\u4e8e\u5355\u4e00\u65b0\u5174\u804c\u4e1a\u5934\u8854&#xff0c;\u6297\u98ce\u9669\u80fd\u529b\u8f83\u5f31\u3002<\/li>\n<li>\u804c\u4e1a\u53d1\u5c55\u901a\u9053\u5355\u4e00\u5316\u7684\u5c40\u9650&#xff1a;\u5c06\u81ea\u5df1\u5c40\u9650\u5728\u4e00\u4e2a\u72ed\u7a84\u7684\u89d2\u8272\u5b9a\u4e49\u4e2d&#xff0c;\u53ef\u80fd\u4f1a\u9519\u8fc7\u5176\u4ed6\u66f4\u9002\u5408\u81ea\u5df1\u3001\u6216\u672a\u6765\u53d1\u5c55\u66f4\u597d\u7684\u673a\u4f1a\u3002AI\u7684\u53d1\u5c55\u4f1a\u50ac\u751f\u5927\u91cf\u65b0\u578b\u5c97\u4f4d&#xff0c;\u800c\u4e0d\u4ec5\u4ec5\u662f\u201c\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u201d\u3002<\/li>\n<li>\u7efc\u5408\u80fd\u529b\u624d\u662f\u957f\u4e45\u4e4b\u8ba1&#xff1a;\u65e0\u8bba\u6280\u672f\u5982\u4f55\u53d8\u5316&#xff0c;\u624e\u5b9e\u7684\u57fa\u7840\u77e5\u8bc6&#xff08;\u5982\u7f16\u7a0b\u3001\u6570\u636e\u7ed3\u6784\u3001\u7b97\u6cd5\u3001\u7cfb\u7edf\u8bbe\u8ba1&#xff09;\u3001\u5f3a\u5927\u7684\u5b66\u4e60\u80fd\u529b\u3001\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u3001\u6c9f\u901a\u534f\u4f5c\u80fd\u529b\u7b49&#xff0c;\u90fd\u662f\u901a\u7528\u4e14\u5b9d\u8d35\u7684\u3002<\/li>\n<li>\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u80fd\u529b\u53ef\u4ee5\u4e0e\u5176\u4ed6\u89d2\u8272\u878d\u5408&#xff1a;\u5982\u524d\u6240\u8ff0&#xff0c;\u63d0\u793a\u5de5\u7a0b\u80fd\u529b\u66f4\u53ef\u80fd\u6210\u4e3a\u4e00\u79cd\u201c\u9644\u52a0\u6280\u80fd\u201d&#xff0c;\u589e\u5f3a\u4f60\u5728\u539f\u6709\u6216\u5176\u4ed6\u65b0\u5174\u89d2\u8272\u4e2d\u7684\u7ade\u4e89\u529b&#xff0c;\u5982AI\u4ea7\u54c1\u7ecf\u7406\u3001\u6570\u636e\u5206\u6790\u5e08\u3001\u5168\u6808\u5f00\u53d1\u5de5\u7a0b\u5e08\u3001\u9886\u57df\u4e13\u5bb6&#xff08;AI&#043;\u533b\u7597\/\u6cd5\u5f8b\/\u6559\u80b2&#xff09;\u7b49\u3002<\/li>\n<\/li>\n<li>\n<p>\u6b63\u786e\u8ba4\u77e5\u4e0e\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u57f9\u517b\u201cT\u578b\u201d\u6216\u201c\u03c0\u578b\u201d\u77e5\u8bc6\u7ed3\u6784\u3002 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\u8fd9\u662f\u5728\u5feb\u901f\u53d8\u5316\u7684AI\u65f6\u4ee3\u7acb\u8db3\u7684\u6839\u672c\u3002\u4e0d\u8981\u6ee1\u8db3\u4e8e\u4e00\u65f6\u7684\u6280\u80fd\u638c\u63e1&#xff0c;\u8981\u4e0d\u65ad\u66f4\u65b0\u77e5\u8bc6\u4f53\u7cfb\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u56db\u3001\u5982\u4f55\u6b63\u786e\u89c4\u5212\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08\u804c\u4e1a\u53d1\u5c55\u8def\u5f84&#xff1f;<\/h3>\n<p>\u5256\u6790\u4e86\u8fd9\u4e48\u591a\u8bef\u533a&#xff0c;\u90a3\u4e48&#xff0c;\u5982\u4f55\u624d\u80fd\u6b63\u786e\u89c4\u5212\u4e00\u6761\u901a\u5f80\u63d0\u793a\u5de5\u7a0b\u67b6\u6784\u5e08&#xff08;\u6216\u5176\u672a\u6765\u6f14\u8fdb\u5f62\u6001&#xff09;\u7684\u804c\u4e1a\u53d1\u5c55\u8def\u5f84\u5462&#xff1f;\u8fd9\u662f\u4e00\u4e2a\u9700\u8981\u7ed3\u5408\u4e2a\u4eba\u80cc\u666f\u3001\u5174\u8da3\u548c\u6280\u672f\u8d8b\u52bf\u52a8\u6001\u8c03\u6574\u7684\u8fc7\u7a0b&#xff0c;\u4f46\u4ee5\u4e0b\u4e00\u4e9b\u901a\u7528\u539f\u5219\u548c\u6b65\u9aa4\u53ef\u4f9b\u53c2\u8003&#xff1a;<\/p>\n<h4>4.1 \u592f\u5b9e\u57fa\u7840&#xff1a;\u6784\u5efa\u4f60\u7684\u201cAI\u7d20\u517b\u201d\u4e0e\u201c\u5de5\u7a0b\u7d20\u517b\u201d<\/h4>\n<p>\u65e0\u8bba\u4f60\u5f53\u524d\u5904\u4e8e\u4ec0\u4e48\u8d77\u70b9&#xff0c;\u8fd9\u4e24\u65b9\u9762\u7684\u57fa\u7840\u90fd\u81f3\u5173\u91cd\u8981&#xff1a;<\/p>\n<ul>\n<li>\n<p>AI\u7d20\u517b (AI Literacy)&#xff1a;<\/p>\n<ul>\n<li>LLM\u57fa\u7840\u77e5\u8bc6&#xff1a;\u4e86\u89e3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u672c\u539f\u7406\u3001\u5e38\u7528\u6a21\u578b&#xff08;GPT\u7cfb\u5217\u3001Claude\u3001Llama\u3001Gemini\u7b49&#xff09;\u7684\u7279\u6027\u4e0eAPI\u3001\u5173\u952e\u53c2\u6570&#xff08;temperature, top_p, max_tokens\u7b49&#xff09;\u7684\u4f5c\u7528\u3002<\/li>\n<li>\u63d0\u793a\u5de5\u7a0b\u6838\u5fc3\u6280\u5de7&#xff1a;\u7cfb\u7edf\u5b66\u4e60\u5e76\u5b9e\u8df5\u5404\u79cd\u63d0\u793a\u7b56\u7565&#xff0c;\u5982\u660e\u786e\u6307\u4ee4\u3001\u89d2\u8272\u8bbe\u5b9a\u3001few-shot\/zero-shot\u3001CoT\u3001ToT\u3001RAG\u3001\u81ea\u6211\u53cd\u601d\u4e0e\u4fee\u6b63\u3001\u5de5\u5177\u8c03\u7528\u7b49\u3002\u4e0d\u4ec5\u77e5\u5176\u7136&#xff0c;\u66f4\u8981\u77e5\u5176\u6240\u4ee5\u7136\u3002<\/li>\n<li>AI\u7684\u80fd\u529b\u4e0e\u5c40\u9650&#xff1a;\u6df1\u523b\u7406\u89e3LLM\u64c5\u957f\u4ec0\u4e48&#xff08;\u6a21\u5f0f\u8bc6\u522b\u3001\u751f\u6210\u3001\u603b\u7ed3\u3001\u7ffb\u8bd1\u7b49&#xff09;&#xff0c;\u4e0d\u64c5\u957f\u4ec0\u4e48&#xff08;\u903b\u8f91\u63a8\u7406\u590d\u6742\u95ee\u9898\u3001\u7cbe\u786e\u8ba1\u7b97\u3001\u6700\u65b0\u77e5\u8bc6\u3001\u5e38\u8bc6\u5224\u65ad\u7684\u67d0\u4e9b\u65b9\u9762\u7b49&#xff09;&#xff0c;\u4ee5\u53ca\u5176\u56fa\u6709\u7f3a\u9677&#xff08;\u5e7b\u89c9\u3001\u504f\u89c1\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236&#xff09;\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5de5\u7a0b\u7d20\u517b (Engineering Literacy)&#xff1a;<\/p>\n<ul>\n<li>\u7f16\u7a0b\u80fd\u529b&#xff1a;\u81f3\u5c11\u719f\u7ec3\u638c\u63e1Python&#xff0c;\u80fd\u591f\u719f\u7ec3\u4f7f\u7528\u76f8\u5173\u5e93&#xff08;\u5982OpenAI SDK, requests, langchain, pandas, numpy&#xff09;\u3002\u4e86\u89e3\u57fa\u672c\u7684\u6570\u636e\u7ed3\u6784\u4e0e\u7b97\u6cd5\u3002<\/li>\n<li>\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b&#xff1a;\u719f\u6089\u9700\u6c42\u5206\u6790\u3001\u8bbe\u8ba1\u3001\u7f16\u7801\u3001\u6d4b\u8bd5\u3001\u90e8\u7f72\u3001\u7ef4\u62a4\u7684\u57fa\u672c\u6d41\u7a0b\u3002<\/li>\n<li>\u7248\u672c\u63a7\u5236&#xff1a;\u638c\u63e1Git\u7684\u57fa\u672c\u4f7f\u7528\u3002<\/li>\n<li>\u7cfb\u7edf\u8bbe\u8ba1\u57fa\u7840&#xff1a;\u4e86\u89e3\u6a21\u5757\u5316\u3001\u5206\u5c42\u3001API\u8bbe\u8ba1\u3001\u6570\u636e\u5e93\u57fa\u672c\u6982\u5ff5\u3002<\/li>\n<li>\u95ee\u9898\u89e3\u51b3\u4e0e\u8c03\u8bd5\u80fd\u529b&#xff1a;\u5177\u5907\u5206\u6790\u95ee\u9898\u3001\u5b9a\u4f4dbug\u3001\u5bfb\u627e\u89e3\u51b3\u65b9\u6848\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u884c\u52a8\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u7cfb\u7edf\u5b66\u4e60&#xff1a;\u63a8\u8350\u9605\u8bfb\u5b98\u65b9\u6587\u6863&#xff08;\u5982OpenAI Docs&#xff09;\u3001\u6743\u5a01\u4e66\u7c4d&#xff08;\u5982\u300aBuilding LLM-Powered Applications\u300bby Emmanuel Ameisen, \u300aPrompt Engineering for Developers\u300b\u7b49&#xff09;\u3001\u4f18\u8d28\u5728\u7ebf\u8bfe\u7a0b&#xff08;\u5982DeepLearning.AI\u7684\u300aChatGPT Prompt Engineering for Developers\u300b&#xff09;\u3002<\/li>\n<li>\u52a8\u624b\u5b9e\u8df5&#xff1a;\u4ece\u7b80\u5355\u9879\u76ee\u5f00\u59cb&#xff0c;\u5982\u6784\u5efa\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\u3001\u4e00\u4e2a\u6587\u672c\u5206\u7c7b\u5668\u3001\u4e00\u4e2a\u7b80\u5355\u7684RAG\u95ee\u7b54\u7cfb\u7edf\u3002<\/li>\n<li>\u53c2\u4e0e\u793e\u533a&#xff1a;\u5728GitHub\u3001Stack Overflow\u3001Reddit\u3001HuggingFace\u7b49\u5e73\u53f0\u5b66\u4e60\u548c\u4ea4\u6d41\u3002<\/li>\n<\/ul>\n<h4>4.2 \u660e\u786e\u65b9\u5411&#xff1a;\u201cAI&#043;X\u201d\u2014\u2014\u627e\u5230\u4f60\u7684\u4e13\u4e1a\u9886\u57df\u951a\u70b9<\/h4>\n<p>\u5982\u524d\u6240\u8ff0&#xff0c;\u5355\u7eaf\u7684\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u7ade\u4e89\u529b\u6709\u9650&#xff0c;\u201cAI&#043;X\u201d\u624d\u662f\u66f4\u5177\u4ef7\u503c\u548c\u6297\u98ce\u9669\u80fd\u529b\u7684\u6a21\u5f0f\u3002\u201cX\u201d\u53ef\u4ee5\u662f\u4f60\u7684\u4e13\u4e1a\u80cc\u666f\u3001\u5de5\u4f5c\u7ecf\u9a8c\u6216\u5174\u8da3\u6240\u5728\u3002<\/p>\n<ul>\n<li>\u53ef\u80fd\u7684\u201cX\u201d\u65b9\u5411\u4e3e\u4f8b&#xff1a;\n<ul>\n<li>\u8f6f\u4ef6\u5f00\u53d1\/\u8f6f\u4ef6\u5de5\u7a0b&#xff1a;AI\u8f85\u52a9\u7f16\u7a0b\u3001\u4ee3\u7801\u5ba1\u67e5\u3001\u81ea\u52a8\u5316\u6d4b\u8bd5\u3001\u6587\u6863\u751f\u6210\u3001DevOps\u81ea\u52a8\u5316\u3002<\/li>\n<li>\u6570\u636e\u79d1\u5b66\/\u6570\u636e\u5206\u6790&#xff1a;\u6570\u636e\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u3001\u62a5\u544a\u751f\u6210\u3001\u590d\u6742\u6570\u636e\u5206\u6790\u8f85\u52a9\u3002<\/li>\n<li>\u4ea7\u54c1\u7ba1\u7406&#xff1a;AI\u4ea7\u54c1\u8bbe\u8ba1\u3001\u9700\u6c42\u5206\u6790\u3001\u7528\u6237\u7814\u7a76\u3001\u4ea7\u54c1\u6587\u6863\u3002<\/li>\n<li>\u7279\u5b9a\u884c\u4e1a\u9886\u57df&#xff1a;\u533b\u7597AI&#xff08;\u8f85\u52a9\u8bca\u65ad\u3001\u533b\u5b66\u6587\u732e\u5206\u6790&#xff09;\u3001\u6cd5\u5f8bAI&#xff08;\u5408\u540c\u5ba1\u67e5\u3001\u6848\u4f8b\u68c0\u7d22&#xff09;\u3001\u91d1\u878dAI&#xff08;\u98ce\u9669\u8bc4\u4f30\u3001\u5e02\u573a\u5206\u6790&#xff09;\u3001\u6559\u80b2AI&#xff08;\u4e2a\u6027\u5316\u5b66\u4e60\u3001\u5185\u5bb9\u751f\u6210&#xff09;\u3001\u521b\u610f\u8bbe\u8ba1&#xff08;\u6587\u6848\u3001\u56fe\u50cf\u8f85\u52a9\u751f\u6210&#xff09;\u7b49\u3002<\/li>\n<li>\u8fd0\u8425\/\u5e02\u573a\u8425\u9500&#xff1a;\u5ba2\u6237\u6d1e\u5bdf\u3001\u8425\u9500\u6587\u6848\u3001\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406\u3001\u7528\u6237\u589e\u957f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u884c\u52a8\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u81ea\u6211\u76d8\u70b9&#xff1a;\u68b3\u7406\u81ea\u5df1\u7684\u6559\u80b2\u80cc\u666f\u3001\u5de5\u4f5c\u7ecf\u9a8c\u3001\u638c\u63e1\u7684\u4e13\u4e1a\u77e5\u8bc6\u3001\u6280\u80fd\u7279\u957f\u548c\u5174\u8da3\u70b9\u3002<\/li>\n<li>\u5e02\u573a\u8c03\u7814&#xff1a;\u4e86\u89e3\u4e0d\u540c\u201cAI&#043;X\u201d\u9886\u57df\u7684\u53d1\u5c55\u73b0\u72b6\u3001\u4eba\u624d\u9700\u6c42\u548c\u672a\u6765\u524d\u666f\u3002<\/li>\n<li>\u521d\u6b65\u5c1d\u8bd5&#xff1a;\u9009\u62e91-2\u4e2a\u6f5c\u5728\u65b9\u5411&#xff0c;\u901a\u8fc7\u5c0f\u9879\u76ee\u6216\u4e1a\u4f59\u65f6\u95f4\u5c1d\u8bd5\u5c06AI\u80fd\u529b\u5e94\u7528\u5230\u8be5\u9886\u57df&#xff0c;\u770b\u662f\u5426\u5339\u914d\u81ea\u5df1\u7684\u5174\u8da3\u548c\u80fd\u529b\u3002<\/li>\n<li>\u6df1\u8015\u7ec6\u4f5c&#xff1a;\u9009\u5b9a\u65b9\u5411\u540e&#xff0c;\u6301\u7eed\u79ef\u7d2f\u8be5\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\u548cAI\u5e94\u7528\u7ecf\u9a8c&#xff0c;\u6210\u4e3a\u8be5\u4ea4\u53c9\u9886\u57df\u7684\u4e13\u5bb6\u3002<\/li>\n<\/ul>\n<h4>4.3 \u80fd\u529b\u8fdb\u9636&#xff1a;\u4ece\u201c\u63d0\u793a\u8bcd\u8bbe\u8ba1\u8005\u201d\u5230\u201cAI\u7cfb\u7edf\u67b6\u6784\u5e08\u201d<\/h4>\n<p>\u8fd9\u662f\u4ece\u201c\u672f\u201d\u5230\u201c\u9053\u201d\u7684\u5173\u952e\u8dc3\u5347\u9636\u6bb5\u3002\u76ee\u6807\u662f\u80fd\u591f\u72ec\u7acb\u8bbe\u8ba1\u548c\u5b9e\u73b0\u590d\u6742\u7684AI\u5e94\u7528\u7cfb\u7edf\u3002<\/p>\n<ul>\n<li>\u6838\u5fc3\u80fd\u529b\u53d1\u5c55&#xff1a;\n<ul>\n<li>\u590d\u6742\u7cfb\u7edf\u8bbe\u8ba1&#xff1a;\u80fd\u591f\u5c06\u590d\u6742\u4e1a\u52a1\u9700\u6c42\u8f6c\u5316\u4e3aAI\u7cfb\u7edf\u67b6\u6784&#xff0c;\u8bbe\u8ba1\u7cfb\u7edf\u7ec4\u4ef6\u3001\u4ea4\u4e92\u6d41\u7a0b\u3001\u6570\u636e\u6d41\u5411\u3002\u8003\u8651\u53ef\u6269\u5c55\u6027\u3001\u6027\u80fd\u3001\u5b89\u5168\u6027\u3001\u53ef\u7ef4\u62a4\u6027\u3002<\/li>\n<li>\u9ad8\u7ea7\u63d0\u793a\u7b56\u7565\u4e0e\u7ba1\u7406&#xff1a;\u8bbe\u8ba1\u53ef\u590d\u7528\u3001\u53ef\u6269\u5c55\u7684\u63d0\u793a\u8bcd\u6a21\u677f\u5e93&#xff1b;\u9488\u5bf9\u590d\u6742\u4efb\u52a1\u8bbe\u8ba1\u63d0\u793a\u7b56\u7565\u7ec4\u5408&#xff1b;\u5efa\u7acb\u63d0\u793a\u8bcd\u6548\u679c\u8bc4\u4f30\u4e0e\u4f18\u5316\u4f53\u7cfb\u3002<\/li>\n<li>RAG\u6df1\u5ea6\u5e94\u7528&#xff1a;\u8bbe\u8ba1\u548c\u4f18\u5316\u77e5\u8bc6\u5e93&#xff08;\u6587\u6863\u52a0\u8f7d\u3001\u5206\u5757\u3001\u5411\u91cf\u5316\u3001\u5b58\u50a8\u3001\u68c0\u7d22\u7b97\u6cd5\u9009\u62e9\u3001\u76f8\u5173\u6027\u6392\u5e8f&#xff09;&#xff1b;\u89e3\u51b3RAG\u4e2d\u7684\u6311\u6218&#xff08;\u5982\u77e5\u8bc6\u66f4\u65b0\u3001\u591a\u6e90\u6570\u636e\u878d\u5408\u3001\u4f4e\u8d28\u91cf\u6587\u6863\u5904\u7406&#xff09;\u3002<\/li>\n<li>\u591a\u6a21\u578b\u534f\u540c\u4e0eAgent\u5f00\u53d1&#xff1a;\u7406\u89e3\u5e76\u5e94\u7528\u591a\u667a\u80fd\u4f53\u7cfb\u7edf&#xff08;Multi-Agent&#xff09;\u3001AI\u4ee3\u7406&#xff08;AI Agent&#xff09;\u7684\u6982\u5ff5&#xff1b;\u8bbe\u8ba1Agent\u7684\u76ee\u6807\u3001\u80fd\u529b\u3001\u5de5\u5177\u3001\u534f\u4f5c\u673a\u5236\u3002<\/li>\n<li>\u5de5\u5177\u96c6\u6210\u4e0e\u81ea\u52a8\u5316&#xff1a;\u719f\u7ec3\u96c6\u6210\u5404\u79cd\u5916\u90e8\u5de5\u5177&#xff08;API\u3001\u6570\u636e\u5e93\u3001\u8ba1\u7b97\u5668\u3001\u4ee3\u7801\u89e3\u91ca\u5668\u3001\u7f51\u7edc\u641c\u7d22\u3001\u4e13\u4e1a\u8f6f\u4ef6&#xff09;&#xff1b;\u5b9e\u73b0\u590d\u6742\u4e1a\u52a1\u6d41\u7a0b\u7684\u81ea\u52a8\u5316\u3002<\/li>\n<li>\u8bc4\u4f30\u4e0e\u4f18\u5316&#xff1a;\u8bbe\u8ba1\u79d1\u5b66\u7684\u8bc4\u4f30\u6307\u6807&#xff08;\u5982\u51c6\u786e\u6027\u3001\u76f8\u5173\u6027\u3001\u6709\u7528\u6027\u3001\u7528\u6237\u6ee1\u610f\u5ea6&#xff09;&#xff1b;\u8fdb\u884cA\/B\u6d4b\u8bd5\u6bd4\u8f83\u4e0d\u540c\u63d0\u793a\u6216\u67b6\u6784\u65b9\u6848&#xff1b;\u6301\u7eed\u76d1\u63a7\u7cfb\u7edf\u6027\u80fd\u5e76\u8fdb\u884c\u4f18\u5316&#xff08;\u901f\u5ea6\u3001\u6210\u672c\u3001\u8d28\u91cf&#xff09;\u3002<\/li>\n<li>\u90e8\u7f72\u4e0e\u8fd0\u7ef4&#xff1a;\u4e86\u89e3\u5982\u4f55\u5c06AI\u6a21\u578b\/\u5e94\u7528\u90e8\u7f72\u5230\u4e91\u7aef\u6216\u672c\u5730\u73af\u5883&#xff1b;\u8003\u8651\u5bb9\u5668\u5316&#xff08;Docker&#xff09;\u3001\u670d\u52a1\u5316&#xff08;API\u5316&#xff09;&#xff1b;\u4e86\u89e3\u57fa\u672c\u7684\u76d1\u63a7\u3001\u65e5\u5fd7\u3001\u544a\u8b66\u3002<\/li>\n<li>\u5b89\u5168\u4e0e\u5408\u89c4&#xff1a;\u6df1\u5165\u7406\u89e3AI\u5e94\u7528\u7684\u5b89\u5168\u98ce\u9669&#xff08;Prompt Injection, \u6570\u636e\u6cc4\u9732\u7b49&#xff09;\u5e76\u8bbe\u8ba1\u9632\u62a4\u63aa\u65bd&#xff1b;\u786e\u4fdd\u7cfb\u7edf\u7b26\u5408\u76f8\u5173\u6570\u636e\u9690\u79c1\u6cd5\u89c4&#xff08;\u5982GDPR, CCPA\u7b49&#xff09;\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u884c\u52a8\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u6311\u6218\u590d\u6742\u9879\u76ee&#xff1a;\u5c1d\u8bd5\u6784\u5efa\u66f4\u590d\u6742\u7684\u9879\u76ee&#xff0c;\u5982\u4e00\u4e2a\u529f\u80fd\u5b8c\u5584\u7684AI\u77e5\u8bc6\u5e93\u95ee\u7b54\u7cfb\u7edf\u3001\u4e00\u4e2a\u667a\u80fd\u4ee3\u7801\u52a9\u624b\u3001\u4e00\u4e2a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u52a9\u624b\u3002<\/li>\n<li>\u5b66\u4e60\u6210\u719f\u6846\u67b6&#xff1a;\u6df1\u5165\u5b66\u4e60LangChain, LlamaIndex, AutoGPT\u7b49\u4e3b\u6d41\u6846\u67b6\u7684\u8bbe\u8ba1\u7406\u5ff5\u548c\u9ad8\u7ea7\u7279\u6027&#xff0c;\u7406\u89e3\u5176\u67b6\u6784\u6a21\u5f0f\u3002<\/li>\n<li>\u9605\u8bfb\u6e90\u7801\u4e0e\u6848\u4f8b&#xff1a;\u7814\u7a76\u4f18\u79c0\u5f00\u6e90\u9879\u76ee\u7684\u6e90\u7801&#xff0c;\u5b66\u4e60\u4ed6\u4eba\u7684\u67b6\u6784\u8bbe\u8ba1\u601d\u8def\u548c\u6700\u4f73\u5b9e\u8df5\u3002\u5206\u6790\u884c\u4e1a\u5185\u6210\u529f\u7684AI\u5e94\u7528\u6848\u4f8b\u3002<\/li>\n<li>\u53c2\u4e0e\u5b9e\u9645\u9879\u76ee&#xff1a;\u4e89\u53d6\u5728\u5de5\u4f5c\u4e2d\u53c2\u4e0e\u6216\u4e3b\u5bfcAI\u76f8\u5173\u9879\u76ee&#xff0c;\u79ef\u7d2f\u5b9e\u6218\u7ecf\u9a8c\u3002\u5982\u679c\u6ca1\u6709&#xff0c;\u53ef\u79ef\u6781\u53c2\u4e0e\u5f00\u6e90\u9879\u76ee\u8d21\u732e\u3002<\/li>\n<li>\u6df1\u5ea6\u601d\u8003\u4e0e\u603b\u7ed3&#xff1a;\u5bf9\u6bcf\u4e00\u4e2a\u9879\u76ee\u8fdb\u884c\u590d\u76d8&#xff0c;\u603b\u7ed3\u7ecf\u9a8c\u6559\u8bad&#xff0c;\u5f62\u6210\u81ea\u5df1\u7684\u65b9\u6cd5\u8bba\u3002<\/li>\n<\/ul>\n<h4>4.4 \u6301\u7eed\u5b66\u4e60\u4e0e\u9002\u5e94&#xff1a;\u62e5\u62b1AI\u6280\u672f\u7684\u5feb\u901f\u53d8\u9769<\/h4>\n<p>AI\u6280\u672f&#xff0c;\u5c24\u5176\u662fLLM\u9886\u57df&#xff0c;\u6b63\u4ee5\u65e5\u65b0\u6708\u5f02\u7684\u901f\u5ea6\u53d1\u5c55\u3002\u6628\u5929\u7684\u6700\u4f73\u5b9e\u8df5\u53ef\u80fd\u660e\u5929\u5c31\u4e0d\u518d\u9002\u7528\u3002<\/p>\n<ul>\n<li>\n<p>\u5173\u6ce8\u524d\u6cbf\u52a8\u6001&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u8fdb\u5c55&#xff1a;\u65b0\u6a21\u578b\u7684\u53d1\u5e03&#xff08;\u5982GPT-5, Claude-Next, 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The Verge\u7684AI\u7248\u5757&#xff09;\u3001\u4e13\u4e1a\u535a\u5ba2&#xff08;\u5982OpenAI Blog, DeepLearning.AI Blog&#xff09;\u3001\u884c\u4e1a\u901a\u8baf\u3002<\/li>\n<li>\u52a8\u624b\u5c1d\u8bd5\u65b0\u6280\u672f&#xff1a;\u65b0\u6a21\u578bAPI\u53d1\u5e03\u540e&#xff0c;\u53ca\u65f6\u7533\u8bf7\u8bd5\u7528&#xff1b;\u65b0\u6846\u67b6\u51fa\u73b0\u540e&#xff0c;\u5c1d\u8bd5\u7528\u5176\u6784\u5efademo\u3002<\/li>\n<li>\u6301\u7eed\u8f93\u51fa\u4e0e\u5206\u4eab&#xff1a;\u901a\u8fc7\u5199\u535a\u5ba2\u3001\u505a\u5206\u4eab\u7b49\u65b9\u5f0f&#xff0c;\u5de9\u56fa\u6240\u5b66\u77e5\u8bc6&#xff0c;\u540c\u65f6\u4e5f\u80fd\u4e0e\u4ed6\u4eba\u4ea4\u6d41\u78b0\u649e\u3002<\/li>\n<\/ul>\n<h4>4.5 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