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  2. \u5176\u6b21\u5c31\u662f\u4f7f\u7528\u63d0\u793a\u8bcd\u5de5\u7a0b\uff08Prompt Engineering\uff09\uff0c\u8fd9\u662f\u4f34\u968f\u5927\u6a21\u578b\u51fa\u73b0\u7684\u4e00\u4e2a\u65b0\u5206\u652f\u3002\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u53ef\u4ee5\u8ba9\u4f7f\u7528\u8005\u901a\u8fc7\u5408\u9002\u7684\u63d0\u793a\u8bcd\uff0c\u66f4\u597d\u5730\u4e8e\u5927\u6a21\u578b\u8fdb\u884c\u4ea4\u4e92\uff0c\u83b7\u5f97\u6709\u9488\u5bf9\u6027\u7684\u3001\u66f4\u4e13\u4e1a\u7684\u3001\u66f4\u7cbe\u51c6\u7684\u7b54\u590d\u3002\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u4f7f\u7528\u6307\u5357\uff0c\u901a\u5e38\u4f34\u968f\u7740\u5927\u6a21\u578b\u4e00\u540c\u53d1\u5e03\uff0c\u6bcf\u4e2a\u5927\u6a21\u578b\u90fd\u6709\u81ea\u5df1\u7684\u7279\u6b8a\u63d0\u793a\u8bcd\u6307\u5357\u3002\u5316\u4e00\u70b9\u65f6\u95f4\u719f\u6089\u63d0\u793a\u8bcd\uff0c\u5e76\u7ed3\u5408\u5230\u81ea\u5df1\u7684\u5e94\u7528\u4e2d\uff0c\u5f80\u5f80\u53ef\u4ee5\u5f97\u5230\u8d85\u4e4e\u60f3\u8c61\u7684\uff0c\u8ba9\u4f60\u6ee1\u610f\u7684\u7b54\u6848\u3002<\/li>\n\n\n\n
  3. \u90e8\u7f72\u81ea\u5df1\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4e5f\u662f\u5f88\u591a\u516c\u53f8\u7684\u9009\u62e9\u3002\u8fd9\u4e9b\u516c\u53f8\u901a\u5e38\u6709\u6cd5\u5f8b\u5408\u89c4\u3001\u9690\u79c1\u4fdd\u62a4\u7b49\u7279\u6b8a\u8981\u6c42\u3002\u540c\u65f6\u90e8\u7f72\u81ea\u5df1\u7684\u5927\u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u6709\u9488\u5bf9\u6027\u7684\u8fdb\u884c\u90e8\u7f72\u65f6\u7684\u914d\u7f6e\u548c\u4f18\u5316\u3002\u90e8\u7f72\u81ea\u5df1\u7684\u5927\u6a21\u578b\u9700\u8981\u4e00\u5b9a\u7684\u6280\u672f\u548c\u7ecf\u6d4e\u5b9e\u529b\u3002\u4e00\u4e2a\u4e1a\u754c\u9876\u7ea7\u7684\u5927\u6a21\u578b\uff0c\u5176\u8fd0\u884c\u6210\u672c\u662f\u975e\u5e38\u6602\u8d35\u7684\u3002\u5efa\u8bae\u4f7f\u7528\u4e00\u4e9b\u4e91\u670d\u52a1\u5546\u7684\u670d\u52a1\u8fdb\u884c\u6280\u672f\u9a8c\u8bc1\uff0c\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u7684\u521d\u59cb\u6295\u8d44\u548c\u8fd0\u7ef4\u6210\u672c\u3002<\/li>\n\n\n\n
  4. \u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff08fine tunning\uff09\uff0c\u662f\u53e6\u5916\u4e00\u4e2a\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u9886\u57df\u4f18\u5316\u7684\u624b\u6bb5\u3002\u5fae\u8c03\u540e\u7684\u5927\u6a21\u578b\uff0c\u4e5f\u5f80\u5f80\u9700\u8981\u81ea\u5df1\u90e8\u7f72\u8fd0\u7ef4\u3002\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u662f\u4e00\u4ef6\u975e\u5e38\u8017\u65f6\u3001\u8017\u8d44\u6e90\u7684\u5de5\u7a0b\uff0c\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u52a0\u5165\u9886\u57df\u5185\u7684\u7279\u6b8a\u8bed\u6599\u548c\u6570\u636e\uff0c\u4ece\u800c\u4f7f\u5927\u6a21\u578b\u83b7\u5f97\u9886\u57df\u5185\u7684\u77e5\u8bc6\uff0c\u540c\u65f6\u6db5\u76d6\u901a\u7528\u7684\u77e5\u8bc6\uff0c\u4f7f\u5f97\u5927\u6a21\u578b\u7684\u8f93\u51fa\u66f4\u52a0\u51fa\u8272\u548c\u5b8c\u5584\u3002\u5fae\u8c03\u9700\u8981\u7684\u6280\u672f\u548c\u7ecf\u6d4e\u5b9e\u529b\u8fdc\u8d85\u90e8\u7f72\u81ea\u5df1\u7684\u5927\u6a21\u578b\u3002\u5bf9\u5b9e\u529b\u6709\u9650\uff0c\u800c\u53c8\u4e0d\u5f97\u4e0d\u81ea\u5df1\u505a\u5fae\u8c03\u7684\u516c\u53f8\uff0c\u8fd8\u662f\u5efa\u8bae\u4f7f\u7528\u4e91\u670d\u52a1\u8fdb\u884c\u5fae\u8c03\u3002<\/li>\n\n\n\n
  5. \u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval augmented generation\/RAG\uff09\uff0c\u662f\u76ee\u524d\u975e\u5e38\u6210\u719f\u548c\u6d41\u884c\u7684\u6280\u672f\u3002\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u901a\u8fc7\u5f15\u5165\u5916\u90e8\u77e5\u8bc6\u5e93\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u5927\u6a21\u578b\u9762\u4e34\u7684\u4e00\u4e9b\u95ee\u9898\u3002\u6bd4\u5982\uff1a\u7f3a\u4e4f\u9886\u57df\u77e5\u8bc6\uff1b\u9886\u57df\u77e5\u8bc6\u9519\u8bef\u6216\u6ede\u540e\uff1b\u65e0\u6cd5\u53ca\u65f6\u66f4\u65b0\uff1b\u4ea7\u751f\u5e7b\u89c9\u548c\u865a\u5047\u5185\u5bb9\u3002\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u5bf9\u90a3\u4e9b\u77e5\u8bc6\u9700\u8981\u4e0d\u65ad\u7684\u573a\u666f\u5c24\u5176\u6709\u6548\uff0c\u56e0\u4e3a\u5b83\u53ea\u9700\u8981\u66f4\u65b0\u6570\u636e\u5e93\uff0c\u800c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u3001\u5fae\u8c03\u3001\u90e8\u7f72\u5927\u6a21\u578b\u3002\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6280\u672f\u539f\u7406\u5e76\u4e0d\u590d\u6742\uff0c\u5b83\u4eec\u901a\u5e38\u4f1a\u5f15\u5165\u4e00\u4e2a\u5411\u91cf\u6570\u636e\u5e93\uff08Vector DB\uff09\uff0c\u4fdd\u5b58\u90bb\u57df\u5185\u7684\u77e5\u8bc6\uff0c\u5e76\u5b9e\u73b0\u6587\u672c\u7684\u76f8\u4f3c\u5ea6\u68c0\u7d22\uff1b\u4f7f\u7528\u4e00\u4e2a\u81ea\u5df1\u90e8\u7f72\u6216\u8005\u7b2c\u4e09\u65b9\u7684\u5927\u6a21\u578b\uff0c\u5b9e\u73b0\u5bf9\u8bdd\u529f\u80fd\u3002\u4f60\u53ef\u4ee5\u81ea\u5df1\u5f00\u53d1\uff0c\u6216\u4f7f\u7528\u5f88\u591a\u5f00\u6e90\u6216\u5546\u4e1a\u5316\u7684\u5e94\u7528\u3002<\/li>\n\n\n\n
  6. \u5927\u6a21\u578b\u4ee3\u7406\/\u667a\u80fd\u4f53\uff08Agent\uff09\u662f\u76ee\u524d\u548c\u5927\u6a21\u578b\u76f8\u5173\u7684\u6700\u70ed\u95e8\u7684\u6280\u672f\u548c\u8bdd\u9898\uff0c\u5f88\u591a\u4eba\u8ba4\u4e3a\u5b83\u662f\u5b9e\u73b0AGI\u7684\u5173\u952e\u3002\u867d\u7136\u6211\u5e76\u4e0d\u5b8c\u5168\u8ba4\u540c\uff0c\u4f46\u8ba4\u540c\u5b83\u7684\u6f5c\u529b\uff0c\u5c24\u5176\u662f\u5145\u5206\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u89e3\u51b3\u5404\u79cd\u590d\u6742\u7684\u95ee\u9898\uff0c\u540c\u65f6\u907f\u514d\u5927\u6a21\u578b\u7684\u5404\u79cd\u73b0\u5b9e\u95ee\u9898\u3002\u667a\u80fd\u4f53\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u501f\u9274\u4e86\u5168\u5c40\u5de5\u4f5c\u7a7a\u95f4\u7406\u8bba\uff08Global\u00a0workspace<\/em>\u00a0theory\/GWT\uff09\uff0c\u901a\u5e38\u5b83\u7531\u56db\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a\u6838\u5fc3\uff08Core\uff09\u3001\u5185\u5b58\uff08Memory\uff09\u3001\u89c4\u5212\u6a21\u5757\uff08Planning\uff09\u548c\u5404\u79cd\u5de5\u5177\uff08Tools\uff09\u3002\n
      \n
    • \u6838\u5fc3\u662f\u667a\u80fd\u4f53\u5927\u8111\u4e2d\u7684\u610f\u8bc6\u7a7a\u95f4\uff0c\u201c\u4e2d\u592e\u5904\u7406\u5668”\uff0c\u5b83\u8d1f\u8d23\u7406\u89e3\u8f93\u5165\uff0c\u5e94\u7528\u63a8\u7406\u3001\u5e76\u6839\u636e\u8bf7\u6c42\u76ee\u6807\u548c\u81ea\u5df1\u7684\u80fd\u529b\uff0c\u786e\u5b9a\u5408\u7406\u7684\u884c\u52a8\u65b9\u6848\u3002\u540c\u65f6\uff0c\u5b83\u4e5f\u6839\u636e\u9884\u5b9a\u4e49\u7684\u884c\u4e3a\u51c6\u5219\u6216\u5b66\u4e60\u7684\u7ecf\u9a8c\uff0c\u4ee5\u67d0\u79cd\u8fde\u8d2f\u7684\u65b9\u5f0f\u884c\u4e8b\u3002<\/li>\n\n\n\n
    • \u5185\u5b58\u5373\u8bb0\u5fc6\u6a21\u5757\uff0c\u5145\u5f53\u5185\u90e8\u65e5\u5fd7\u548c\u7528\u6237\u4ea4\u4e92\u7684\u5b58\u50a8\u5e93\u3002\u8fd9\u4f7f\u5f97\u4ee3\u7406\u80fd\u591f\u56de\u5fc6\u4e4b\u524d\u7684\u5bf9\u8bdd\u3001\u7528\u6237\u504f\u597d\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4ece\u800c\u5b9e\u73b0\u4e2a\u6027\u5316\u548c\u76f8\u5173\u7684\u54cd\u5e94\u3002\u8fd9\u91cc\u65e2\u6709\u77ed\u671f\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0c\u4e5f\u6709\u957f\u671f\u7684\u5386\u53f2\u8bb0\u5fc6\u3002\u6709\u4e9b\u7814\u7a76\u4eba\u5458\u628a\u77e5\u8bc6\u5e93\u72ec\u7acb\u4e3a\u4e00\u4e2a\u6a21\u5757\uff0c\u5176\u5b9e\u77e5\u8bc6\u5e93\u4e5f\u662f\u8bb0\u5fc6\u6a21\u5757\u7684\u4e00\u90e8\u5206\u3002\u5728\u5b9e\u73b0\u4e0a\uff0c\u6211\u4eec\u53ef\u4ee5\u65b9\u4fbf\u5730\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\u6216\u4f20\u7edf\u6570\u636e\u5e93\u6765\u5b9e\u73b0\u8bb0\u5fc6\u6a21\u5757\u3002<\/li>\n\n\n\n
    • \u5de5\u5177\u6db5\u76d6\u4e86\u5f88\u591a\u5185\u5bb9\uff0c\u4f46\u672c\u8d28\u4e0a\u90fd\u662f\u6838\u5fc3\u7528\u6765\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u7684\u5de5\u5177\u3002\u5b83\u53ef\u4ee5\u662f\u4e00\u4e2a\u6216\u591a\u4e2a\u5927\u6a21\u578b\uff0c\u8fde\u63a5\u7b2c\u4e09\u65b9\u7684\u63a5\u53e3\uff0c\u641c\u7d22\u7f51\u7edc\u7684\u722c\u866b\uff0c\u67e5\u8be2\u4e13\u4e1a\u6570\u636e\u5e93\u7684\u63a5\u53e3\u7b49\u7b49\u3002\u4f7f\u7528\u5de5\u5177\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff0c\u6bcf\u4e2a\u5de5\u5177\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\uff0c\u6dfb\u52a0\u6216\u5220\u9664\u5de5\u5177\uff0c\u4e0d\u4f1a\u7834\u574f\u4ee3\u7406\u7684\u6574\u4f53\u529f\u80fd<\/li>\n\n\n\n
    • \u89c4\u5212\u6a21\u5757\u662f\u667a\u80fd\u4f53\u5904\u7406\u590d\u6742\u95ee\u9898\u548c\u5b8c\u5584\u6267\u884c\u8ba1\u5212\u7684\u6218\u7565\u7ec4\u4ef6\uff0c\u5b83\u4f7f\u667a\u80fd\u4f53\u4e0d\u4ec5\u80fd\u591f\u505a\u51fa\u5373\u65f6\u53cd\u5e94\uff0c\u4e5f\u80fd\u591f\u89c4\u5212\u957f\u671f\u76ee\u6807\u6216\u66f4\u590d\u6742\u7684\u4efb\u52a1\u3002\u89c4\u5212\u6a21\u5757\u8bc4\u4f30\u4e0d\u540c\u7684\u65b9\u6cd5\uff0c\u9884\u6d4b\u6f5c\u5728\u7684\u6311\u6218\uff0c\u5e76\u5236\u5b9a\u7b56\u7565\u4ee5\u5b9e\u73b0\u9884\u671f\u7684\u7ed3\u679c\u3002\u8fd9\u6d89\u53ca\u5c06\u4e00\u9879\u5927\u4efb\u52a1\u5206\u89e3\u4e3a\u66f4\u5c0f\u7684\u3001\u53ef\u7ba1\u7406\u7684\u6b65\u9aa4\u3001\u786e\u5b9a\u884c\u52a8\u7684\u4f18\u5148\u7ea7\uff0c\u751a\u81f3\u4ece\u8fc7\u53bb\u7684\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u4ee5\u4f18\u5316\u672a\u6765\u7684\u884c\u4e3a\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n

      \u4ece\u8fd9\u4e9b\u63cf\u8ff0\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u590d\u6742\u7684\u4f53\u7cfb\u3002\u5728\u4e00\u4e2a\u667a\u80fd\u4f53\u6846\u67b6\u4e2d\uff0c\u901a\u5e38\u7531\u591a\u4e2a\u6a21\u578b\u5728\u6846\u67b6\u7684\u534f\u8c03\u4e0b\u5171\u540c\u5de5\u4f5c\uff0c\u4f7f\u7528\u4e86\u524d\u9762\u63d0\u5230\u7684\u5404\u79cd\u6280\u672f\u624b\u6bb5\u548c\u5f88\u591a\u4f20\u7edf\u6280\u672f\u3002\u76ee\u524d\u5df2\u7ecf\u6709\u5f88\u591a\u5b9e\u9a8c\u6027\u8d28\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u4f46\u90fd\u662f\u73a9\u5177\u6027\u8d28\u3002\u4e1a\u754c\u4e5f\u51fa\u73b0\u4e86\u5f88\u591a\u7528\u4e8e\u5f00\u53d1\u667a\u80fd\u4f53\u7684\u5de5\u5177\u548c\u6846\u67b6\uff0c\u6bd4\u8f83\u8457\u540d\u7684\u6709\uff0cLangChain\uff0cAutoGen\uff0cAutoGPT\u7b49\u3002LangChain\u662f\u6211\u6bd4\u8f83\u719f\u6089\u7684\uff0cAutoGen\u7531\u5fae\u8f6f\u5f00\u53d1\uff0cAutoGPT\u5728GitHub\u4e0a\u7531\u5341\u516d\u4e07\u4e8c\u5343\u7684\u661f\u3002<\/p>\n\n\n\n

      <\/p>\n\n\n\n

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