{"id":558,"date":"2025-08-22T07:40:44","date_gmt":"2025-08-22T15:40:44","guid":{"rendered":"https:\/\/karasu.tech\/?p=558"},"modified":"2025-08-22T07:40:44","modified_gmt":"2025-08-22T15:40:44","slug":"%e8%bf%99%e4%b8%89%e4%b8%aa%e6%9c%88%e6%9d%a5%ef%bc%8c%e6%88%91%e6%91%b8%e7%b4%a2%e7%9a%84ai%e4%b8%8e%e6%84%8f%e5%9b%be%e6%8f%a3%e6%b5%8b%ef%bc%8c%e4%b8%80%e7%a7%8d%e5%90%84%e4%b8%aa%e7%90%86%e5%bf%b5","status":"publish","type":"post","link":"https:\/\/karasu.tech\/?p=558","title":{"rendered":"\u8fd9\u4e09\u4e2a\u6708\u6765\uff0c\u6211\u6478\u7d22\u7684AI\u4e0e\u610f\u56fe\u63e3\u6d4b\uff0c\u4e00\u79cd\u5404\u4e2a\u7406\u5ff5\u4e0a\u7684\u4e2d\u95f4\u6001Agent"},"content":{"rendered":"

\n \u4e3a\u4e86\u4f7f\u7528AI\uff0c\u8ba9\u5927\u90e8\u5206\u4eba\u5b66\u7740\u5199Prompt\uff0c\u7136\u540e\u88ab\u5feb\u901f\u8fed\u4ee3
\n \u540c\u6837\u5f88\u591a\u4eba\u62ff\u5230AI\u7ed3\u679c\u8d85\u51fa\u9884\u671f\uff0c\u7136\u540e\u5bf9\u4e00\u6b3eAI\u5e94\u7528\u4e00\u4e2a\u6a21\u578b\u5c31\u8d5e\u53f9\u4e0d\u5df2
\n \u4f46\u53cd\u8fc7\u6765\u8bf4\uff0c\u8d85\u51fa\u9884\u671f\u4e0d\u4e5f\u662f\u6ca1\u6709\u51fb\u4e2d\u4f60\u7684\u610f\u56fe\u561b\uff1f
\n \u90a3\u5b83\u7684\u610f\u56fe\u63e3\u6d4b\uff0c\u8fd8\u662f\u5426\u5408\u683c\u5462\uff1f<\/p>\n

\u6587\u7ae0\u5185\uff0c\u6ca1\u6709\u7b54\u6848\uff0c\u53ea\u662f\u6211\u7684\u5b9e\u9a8c\u601d\u7d22\uff0c\u505a\u4e2a\u5782\u7c7b\u573a\u666f\u4e0b\u7684\u610f\u56fe\u62c6\u89e3\u3002\u800c\u4e14\u8fd9\u53ea\u662f\u4e2d\u95f4\u6001\uff0c\u7b49\u5f85\u660e\u5e74\u8fd9\u65f6\u5019\uff0c\u72ec\u7acbAI\u5c31\u53ef\u80fd\u8986\u76d6\u8fd9\u4e9b\u4fe1\u606f\uff08\u751a\u81f3\u73b0\u5728\u7684LLM\u5df2\u7ecf\u5982\u6b64\u5904\u7406\u4e86\uff09<\/p>\n

\u6587\u7ae0\u5f88\u788e\uff0c\u60f3\u5230\u54ea\u513f\u5199\u5230\u54ea\u513f\u3002\u867d\u7136\u8bbe\u8ba1\u7ed3\u6784\u53ef\u5957\u7528\u5728\u5f88\u591a\u5f53\u573a\u666f\uff0c\u4f46\u672c\u6587\u53ea\u505c\u7559\u5728\u610f\u56fe\u63e3\u6d4b\uff0c\n<\/p><\/blockquote>\n

\u8fd9\u51e0\u4e2a\u6708\uff0c\u65e0\u8bba\u662f\u5728\u516c\u53f8\u9879\u76ee\uff0c\u8fd8\u81ea\u5df1\u5b9e\u9a8c\u6027\u7814\u7a76\u9879\u76ee\u3002\u9762\u5411\u6d88\u8d39\u573a\u666f\u4e0b\u7684AI\uff0c\u610f\u56fe\u63e3\u6d4b\u662f\u7ed5\u4e0d\u8fc7\u53bb\u7684\u574e\u3002<\/p>\n

\u6211\u7ebf\u4e0a\u7ebf\u4e0b\u6536\u96c6\u6570\u636e\uff0c\u8bd5\u56fe\u5c06\u610f\u56fe\u5b9a\u4e49\u7684\u66f4\u51c6\u786e\uff0c\u5229\u7528RAG\u6765\u534f\u52a9\u77eb\u6b63\u3002\u4f46\u7ed3\u679c\u5c31\u662fRAG\u8d8a\u6765\u96be\u4ee5\u7ef4\u62a4\uff0c\u67d0\u4e00\u573a\u666f\u4e0b\u7684\u610f\u56fe\u8d8a\u6765\u8d8a\u6cdb\u6cdb\u3002<\/p>\n

\u7528\u6237\u8f93\u5165\u4e00\u5b9a\u5305\u542b\u4e86\u591a\u5c42\u610f\u56fe\uff0c\u800c\u4e0d\u662f\u7eb8\u9762\u4fe1\u606f\u3002\u4ece\u6d45\u5c42\u610f\u56fe\u7684\u201c\u76f4\u63a5\u52a8\u4f5c\u201d\uff0c\u5230\u4e2d\u5c42\u610f\u56fe\u7684\u201c\u4efb\u52a1\u76ee\u6807\u201d\uff0c\u6700\u540e\u6df1\u5c42\u610f\u56fe\u7684\u201c\u9690\u6027\u52a8\u673a\u201d\uff0cAI\u5f80\u5f80\u5728\u4efb\u52a1\u76ee\u6807\u7684\u7406\u89e3\u65f6\u5df2\u7ecf\u5931\u771f\u3002<\/p>\n

\u5728\u4e00\u4e2a\u9ed1\u76d2AI\u4e0a\uff0c\u6240\u6709\u505a\u8fc7Agent\u5de5\u7a0b\u7684\u540c\u5b66\uff0c\u90fd\u4f1a\u62c6\u89e3\u5230\u4e0b\u9762\u51e0\u4e2a\u5c42\u7ea7\uff1a<\/p>\n

Raw Input \u27a1\ufe0f Abstraction Layer \u27a1\ufe0f Modeling Layer \u27a1\ufe0f Output Layer \n<\/code><\/pre>\n
\u6211\u7cbe\u70bc\u4e86\u4e00\u4e0b\u6bcf\u4e2a\u5c42\u7ea7\u98ce\u9669<\/p>\n
Abstraction Layer\uff1a\u6709\u5ffd\u7565\u4e0a\u4e0b\u6587\u7684\u98ce\u9669
\nModeling Layer\uff1a\u5b58\u5728\u8fc7\u5ea6\u7b80\u5316\u7ec6\u8282\u98ce\u9669
\nOutput Layer\uff1a\u5b58\u5728\u6536\u655b\u5931\u771f\u98ce\u9669<\/p>\n
AI\u7684 \u8282\u70b9\u788e\u7247\u5316\u4e0e\u7ed3\u6784\u5316<\/h3>\n
\n  \u8fd9\u6709\u70b9\u50cf\u5728\u5199\u6e38\u620f\u89d2\u8272\u63a7\u5236\u5668\uff0c\u5982\u540c\u72b6\u6001\u673a\uff0c\u8bbe\u8ba1\u5408\u7406debug\u8f7b\u677e\uff0c\u8bbe\u8ba1\u4e0d\u5408\u7406\uff0c\u4e00\u6837\u9ecf\u8fde\u6210\u7f51\u5c31\u50cf\u662f\u8d70\u8ff7\u5bab\n<\/p><\/blockquote>\n
\u57fa\u4e8e\u4e0a\u9762\u4e09\u4e2a\u5c42\u7ea7\u8fd9\u4e48\u51e0\u4e2a\u8bbe\u8ba1\u601d\u7ef4\uff1a<\/p>\n
    \n
  1. \u4fdd\u6301\u6bcf\u4e2a\u8282\u70b9\u53ea\u6709\u4e00\u5230\u4e24\u4e2a\u4fe1\u606f\u7247\u8f93\u5165\uff0c\u5173\u952e\u8282\u70b9\u5219\u6700\u591a\u4e09\u4e2a\u8f93\u5165<\/li>\n
  2. \u6bcf\u4e2a\u5c42\u7ea7\u4e4b\u95f4\u7684\u8282\u70b9\u76f8\u4e92\u72ec\u7acb\uff0c\u4e92\u4e0d\u5e72\u6270<\/li>\n
  3. \u6bcf\u4e2a\u8282\u70b9\u7528\u4e8e\u5904\u7406\u4fe1\u606f\u7247\u7684System Prompt\u5e72\u7ec3\u7b80\u6d01\u63cf\u8ff0\uff0c\u5b9a\u4e49\u7b80\u6d01\u8f93\u51fa<\/li>\n
  4. \u6bcf\u5c42\u4e32\u8054\u8282\u70b9\u4e4b\u95f4\uff0c\u505a\u597d\u5408\u7406\u7684\u52a8\u6001\u6743\u91cd\uff08\u82e5\u6709\u5fc5\u8981\u5219\u9700\u8981\u505a\u51e0\u4e2a\u6761\u4ef6\u5e73\u5747\u8282\u70b9\uff0c\u505a\u4fe1\u606f\u6536\u655b\uff09<\/li>\n
  5. \u6700\u540e\u8f93\u51fa\u5c42\uff0c\u4e00\u5b9a\u8981\u52a0\u5165\u6270\u52a8\u8282\u70b9\uff08\u770b\u4e1a\u52a1\u72b6\u6001\uff0c\u76ee\u6807\u662f\u589e\u52a0\u8f93\u51fa\u7684\u9c81\u68d2\u6027\uff0c\u7ed9\u7528\u6237\u4e00\u5b9a\u7684\u4e8c\u6b21\u7f16\u8f91\u6743\uff09<\/li>\n
  6. \u5efa\u7acb\u72ec\u7acb\u4e8e\u6d41\u7a0b\u4e2d\u7684\u8fc7\u8f7d\u4fe1\u606f\u6536\u96c6\u8282\u70b9\uff0c\u4e00\u822c\u5728\u8f93\u51fa\u524d\u505a\u6821\u9a8c\uff0c\u7528\u4e8e\u6253\u52a8\u6001\u4fe1\u606f\u8865\u4e01\u6216\u8005\u91cd\u8dd1Modeling layer\u5c42\u7684\u8282\u70b9\u505a\u4fe1\u606f\u5efa\u6a21<\/li>\n
  7. \u5efa\u7acb\u989d\u5916\u4e00\u6761\u5168AI\u81ea\u4e3b\u7684workflow\uff08\u975e\u4eba\u5de5\u63a5\u5165\uff0c\u65f6\u60c5\u51b5\u515c\u5e95\uff09<\/li>\n
  8. \u8282\u70b9\u4fe1\u606f\u4e0d\u56de\u6d41\uff0c\u8282\u70b9\u53ea\u8dd1\u4e00\u6b21\uff0c\u8282\u70b9\u4e0d\u4eba\u4e3a\u8bbe\u5b9a\u201c\u8eab\u4efd\u201d\uff0c\u8282\u70b9\u53ea\u505a\u201c\u87ba\u4e1d\u5de6\u62e715\u5ea6\u201d\u7684\u4efb\u52a1<\/li>\n<\/ol>\n
    \n
    \u7a77\u4e3e\u4e0e\u5efa\u6a21<\/h3>\n
    \n  \u7f3a\u5c11\u6570\u636e\uff0cRAG\u7d22\u5f15\u4e0d\u5b8c\u5584\uff0c\u5728\u5782\u7c7b\u573a\u666f\u4e0b\u65f6\u6700\u5408\u9002\u7684\u5e94\u7528\n<\/p><\/blockquote>\n
    \u7b2c\u4e00\u90e8\u5206\u7684\u6838\u5fc3\u601d\u60f3\u4e3a\uff1a
    \n    \u54ac\u6587\u56bc\u5b57<\/strong><\/p>\n
    \u54ac\u6587\u56bc\u5b57\uff0c\u6545\u540d\u601d\u4e49\uff0c\u6bcf\u4e2a\u8282\u70b9\u53ea\u8bfb\u4e0a\u4e0b\u6587\u4e2d\u7684\u4e00\u4e2a\u4fe1\u606f\u7247\uff0c\u505a\u597d\u201c\u6a21\u7cca \u27a1\ufe0f \u7ed3\u6784\u5316\u7684\u8f6c\u8bd1\u201d\u3002\u6240\u4ee5\u9700\u8981\u4e00\u4e2a\u72ec\u7acbAgent\u505a\u5b57\u8bcd\u56fe\u4e0a\u4e0b\u6587\u4efb\u52a1\u7684\u7a77\u4e3e\u62c6\u5206\uff0c\u540c\u65f6\u901a\u8fc7\u6784\u9020\u51fd\u6570\u521b\u5efa\u51e0\u4e2a\u63a5\u53d7\u72ec\u7acb\u4fe1\u606f\u7247\u7684Agent\u3002<\/p>\n
    \u7531\u4e8e\u8fd9\u90e8\u5206\u7684\u8282\u70b9\u521b\u5efa\u8f93\u5165\u8f93\u51fa\u90fd\u662f\u540d\u8bcd\u672a\u77e5\u7684\uff0c\u6240\u4ee5\u6211\u79f0\u8fd9\u4e9b\u8282\u70b9\u4e3a\u65e0\u91cf\u7eb2\u8282\u70b9\u3002\u800c\u4e14\u6bcf\u6b21\u4efb\u52a1\u90fd\u4f1a\u8282\u70b9\u9500\u6bc1\uff0c\u518d\u521b\u5efa\u3002<\/p>\n
    \u8fd9\u4e9b\u8282\u70b9\u76ee\u7684\u662f\uff0c\u89e3\u6790\u5355\u4e2a\u8bcd\u5728\u4e0a\u4e0b\u6587\u548c\u6709\u9650\u8bed\u5883\u4e2d\u7684\u53ef\u80fd\u7a77\u4e3e<\/p>\n
    \u7b2c\u4e8c\u90e8\u5206\u7684\u6838\u5fc3\u601d\u60f3\uff1a
    \n\u591a\u5c42\u6b21\u610f\u56fe\u5efa\u6a21<\/strong><\/p>\n
    \u610f\u56fe\u662f\u5206\u5c42\u7684\uff1a
    \n1. \u663e\u6027\u610f\u56fe- \u5173\u952e\u8bcd
    \n2. \u9690\u6027\u610f\u56fe- \u7528\u6237\u5386\u53f2\u504f\u597d\/\u4e0a\u4e0b\u95ee\u8bcd\u7f00\u8054\u52a8
    \n3. \u6df1\u5c42\u610f\u56fe\uff1a\u60c5\u7eea\/\u8868\u8fbe\u76ee\u6807\uff08\u5b64\u72ec\u3001\u529b\u91cf\u3001\u7ae5\u8da3\u3001\u6df1\u9083\uff09<\/p>\n
    \u8be5\u5c42\u7ea7\u4e0b\uff0c\u6700\u57fa\u7840\u9700\u8981\u5efa\u7acb3\u4e09\u4e2a\u8282\u70b9\uff08\u5982\u679c\u4e0a\u7ea7\u8282\u70b9\u8d85\u8fc79\u4e2a\uff08\u4e00\u822c\u6765\u8bf4\u4e5f\u5c313\uff5e5\u4e2a\uff09\uff0c\u5219\u9700\u52a8\u6001\u6269\u5efa\uff0c\u5426\u5219AI\u5185\u90e8\u5931\u771f\u4e25\u91cd\uff09\uff0c\u5206\u522b\u627f\u63a5\u5904\u7406\uff0c\u8f93\u51fa\u7ed3\u679c\u4e3a\u786c\u4fe1\u53f7\u3001\u8f6f\u4fe1\u53f7\u3001\u5f31\u4fe1\u53f7\uff1a<\/p>\n
    Hard Signals \u27a1\ufe0f  \u5fc5\u987b\u6ee1\u8db3
    \nSoft Signals \u27a1\ufe0f \u53ef\u4ee5\u53c2\u8003
    \nWeak Signals \u27a1\ufe0f \u5c1d\u8bd5\u6027\u7075\u611f<\/p>\n
    \u6700\u540e\u5c31\u662f\u6761\u4ef6\u52a0\u6743\u7684\u8282\u70b9\u4ecb\u5165\uff0c\u505a\u5230\u786c\u4fe1\u53f7\u8981\u9501\u6b7b\uff0c\u8f6f\u4fe1\u53f7\u53ef\u5e73\u8861\uff0c\u5f31\u4fe1\u53f7\u4fdd\u6301\u5f39\u6027<\/strong><\/p>\n
    \u7b2c\u4e09\u90e8\u5206\u7684\u6838\u5fc3\u601d\u60f3\uff1a
    \n\u9a8c\u8bc1\u504f\u5dee<\/strong><\/p>\n
    \u8fd9\u5757\u5c31\u4f1a\u4f9d\u8d56\u8fc7\u8f7d\u4fe1\u606f\u8282\u70b9\u7684\u8f93\u51fa\uff0c\u4e0e\u6700\u7ec8output\u505a\u504f\u79bb\u77eb\u6b63\u3002<\/p>\n
    \u7528\u6237\u8f93\u5165\u7684\u4fe1\u606f\u8d8a\u5c11\uff0c\u800c\u4fe1\u606f\u79bb\u6563\u8f83\u4e3a\u96c6\u4e2d\uff0c\u5219\u8bf4\u660e\u7528\u6237\u6ca1\u6709\u975e\u5e38\u6df1\u5ea6\u7684\u4fe1\u606f\uff0c\u53ef\u4ee5\u76f4\u63a5\u8f93\u51fa<\/p>\n
    \u7528\u6237\u8f93\u5165\u7684\u4fe1\u606f\u8d8a\u5927\uff0c\u4fe1\u606f\u79bb\u6563\u8fc7\u591a\uff0c\u5219\u9700\u8981\u6267\u884c\u591a\u6761\u8f93\u51fa\uff0c\u751a\u81f3\u91cd\u65b0\u505a\u786c\/\u8f6f\/\u5f31\u4fe1\u53f7\u7684\u89e3\u6790<\/p>\n
    \u81f3\u4e8e\u504f\u5dee\u503c\u5219\u7531\u4e1a\u52a1\u800c\u5b9a\uff0c\u521b\u4f5c\u7c7b\u7684\u53ef\u4ee5\u8f83\u5927\uff0c\u6548\u80fd\u7c7b\u7684\u5219\u9700\u8981\u6536\u7a84\u3002<\/p>\n
    \n
    \u6709\u4eba\u4f1a\u5410\u69fd\uff1a\u8fd9token\u4e0d\u662f\u5f88\u6d6a\u8d39\u561b\uff1f<\/p>\n
    \u4f46\u662f\u5b9e\u9645\u4e0a\u7cbe\u70bc\u7684\u8f93\u5165\u8f93\u51fa\u548c\u957f\u7bc7\u8f93\u5165\u8f93\u51fa\u5dee\u8ddd\u4e0d\u5927\uff0c\u7f3a\u70b9\u5c31\u662f\u548c\u4e09\u65b9\u670d\u52a1\u7684\u4ea4\u4e92\u65f6\u957f\u3002\u5bfc\u81f4\u5de5\u7a0b\u4e2d\u5e38\u5e38\u591a\u4e2a\u4efb\u52a1\u5e76\u6392\u8dd1<\/p>\n
    \n
    \u5199\u5728\u6700\u540e\u2014\u2014\u8f93\u51fa\u5e38\u89c1\u5751\u70b9<\/h3>\n
      \n
    1. \u8fc7\u5ea6\u63e3\u6d4b\uff0cAI\u66ff\u7528\u6237\u505a\u4e3b\uff0c\u751f\u6210\u4e86\u201c\u5730\u72f1\u98ce\u706b\u7130\u602a\u7269\u201d\uff0c\u800c\u7528\u6237\u53ea\u662f\u60f3\u8981\u4e00\u4e2a\u201c\u6e29\u67d4\u706b\u7130\u5c0f\u7cbe\u7075\u201d\u3002\n
      \u6270\u52a8\u8282\u70b9\uff0c\u907f\u514d\u9501\u6b7b\u5355\u4e00\u89e3\u8bfb\u3002<\/p>\n<\/li>\n
    2. \n
      \u6a21\u7cca\u4e0e\u6267\u884c\u6027\u7684\u51b2\u7a81\uff0c\u521b\u4f5c\u8005\u7684\u6a21\u7cca\u8868\u8ff0\u6709\u4ef7\u503c\uff0c\u4f46AI\u9700\u8981\u7ed3\u6784\u5316\u7ed3\u679c\u3002<\/p>\n
      \u8fd9\u4e2a\u5f88\u96be\u89e3\u51b3\uff0c\u5982\u540c\u201c\u610f\u5883\u201d\u4e0e\u201c\u63cf\u8ff0\u201d\uff0c\u4e5f\u662f\u6700\u5927\u5361\u70b9<\/p>\n<\/li>\n
    3. \n
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