{"id":107977,"date":"2026-09-20T18:11:04","date_gmt":"2026-09-20T10:11:04","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/107977.html"},"modified":"2026-09-20T18:11:04","modified_gmt":"2026-09-20T10:11:04","slug":"%e5%b0%8f%e7%99%bd%e7%a8%8b%e5%ba%8f%e5%91%98%e5%bf%85%e7%9c%8b%ef%bc%9a%e6%94%b6%e8%97%8f%e8%bf%99%e4%bb%bdai-agent%e5%ad%a6%e4%b9%a0%e6%8c%87%e5%8d%97%ef%bc%8c%e8%bd%bb%e6%9d%be%e6%8e%8c%e6%8f%a1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/107977.html","title":{"rendered":"\u5c0f\u767d\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u6536\u85cf\u8fd9\u4efdAI Agent\u5b66\u4e60\u6307\u5357\uff0c\u8f7b\u677e\u638c\u63e1\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\uff01"},"content":{"rendered":"

\u672c\u6587\u6df1\u5165\u89e3\u6790AI Agent\u7684\u6838\u5fc3\u5de5\u4f5c\u673a\u5236，\u5c06\u5176\u5b9a\u4e49\u4e3a\u8c03\u7528\u5de5\u5177\u7684\u5faa\u73af\u7cfb\u7edf，\u5305\u542bLoop\u5faa\u73af\u3001Tools\u3001Memory\u548cHarness\u56db\u5927\u6838\u5fc3\u6784\u6210\u3002\u901a\u8fc7ReAct\u6a21\u5f0f，Agent\u6a21\u62df\u4eba\u7c7b\u5de5\u4f5c\u6d41\u7a0b，\u5b9e\u73b0\u81ea\u4e3b\u89c4\u5212\u4e0e\u6267\u884c\u3002Tools\u8d4b\u4e88Agent\u884c\u52a8\u80fd\u529b，Memory\u4f5c\u4e3a\u77e5\u8bc6\u5e93\u5b58\u50a8\u4e0a\u4e0b\u6587\u4fe1\u606f，Harness\u5219\u8d1f\u8d23\u7cfb\u7edf\u5e95\u5c42\u67b6\u6784\u4e0e\u8c03\u5ea6\u3002\u7406\u89e3\u8fd9\u56db\u5927\u6a21\u5757，\u6709\u52a9\u4e8e\u63d0\u5347\u5de5\u4f5c\u6548\u7387，\u5f00\u53d1\u667a\u80fd\u5de5\u5177\u4ea7\u54c1\u3002<\/p>\n

\"How<\/p>\n

Agent\u5230\u5e95\u662f\u4ec0\u4e48？<\/p>\n

\u4f60\u53ef\u80fd\u5df2\u7ecf\u6709\u4e2a\u5927\u6982\u7684\u4e86\u89e3：\u662f\u4f1a\u5e2e\u4eba\u4eec\u5e72\u6d3b\u7684\u5927\u6a21\u578b\u3002<\/p>\n

\u4f60\u4e5f\u53ef\u80fd\u5df2\u7ecf\u542c\u5230\u4e00\u4e9b\u50cf（\u80fd\u81ea\u4e3b\u89c4\u5212\u6267\u884c\u7684）Workflow\u3001\u6570\u5b57\u5458\u5de5\u8fd9\u6837\u7684\u540d\u8bcd\u6982\u5ff5\u3002<\/p>\n

\u4ee5\u4e0a\u8fd9\u4e9b\u8bf4\u6cd5\u867d\u7136\u4e0d\u80fd\u8bf4\u9519，\u4f46\u8fd8\u4e0d\u591f\u3002<\/p>\n

\u6211\u4eec\u5e0c\u671b\u77e5\u9053，Agent\u5230\u5e95\u662f\u600e\u4e48\u5de5\u4f5c\u7684？\u6709\u54ea\u4e9b\u6784\u6210？<\/p>\n

\u5982\u679c\u8981\u66f4\u597d\u4f7f\u7528Agent，\u80fd\u5e2e\u52a9\u6211\u4eec\u63d0\u5347\u5de5\u4f5c\u6548\u7387\u3001\u5f00\u53d1\u5de5\u5177\u4ea7\u54c1，\u5c31\u9700\u8981\u8fdb\u4e00\u6b65\u6df1\u5165\u4e86\u89e3Agent\u5e95\u5c42\u7684\u5de5\u4f5c\u673a\u5236\u548c\u6838\u5fc3\u6a21\u5757\u3002<\/p>\n

\u8fd9\u7bc7\u6587\u7ae0，\u5c1d\u8bd5\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n

\u9996\u5148，\u6211\u4eec\u7ed9Agent\u4e0b\u4e00\u4e2a\u66f4\u4e3a\u5177\u4f53\u7b80\u7ec3\u7684\u5b9a\u4e49\u3002<\/p>\n

AI Agent\u662f\u4e00\u4e2a\u80fd\u591f\u8c03\u7528\u5de5\u5177\u7684\u5faa\u73af\u7cfb\u7edf\u3002<\/p>\n

\u8fd9\u4e2a\u5b9a\u4e49\u6293\u4f4f\u4e86Agent\u4e24\u4e2a\u66f4\u4e3a\u672c\u8d28\u7684\u7279\u5f81，\u53cd\u6620Agent\u5728\u5de5\u4f5c\u65f6\u771f\u6b63\u53d1\u751f\u4e86\u4ec0\u4e48：<\/p>\n

1\u3001Agent\u7684\u6838\u5fc3\u5de5\u4f5c\u673a\u5236：Loop\u5faa\u73af\u3002（ReAct\u6a21\u5f0f，\u4e0b\u9762\u5c55\u5f00）<\/p>\n

2\u3001Agent\u7684\u884c\u52a8\u80fd\u529b：\u5bf9Tools\u5de5\u5177\u7684\u8c03\u7528\u3002<\/p>\n

\u540c\u65f6，Agent\u7cfb\u7edf\u5728\u8c03\u7528Tools\u6267\u884cLoop\u5faa\u73af\u8fc7\u7a0b\u4e2d，\u5f3a\u4f9d\u8d56\u4e24\u4e2a\u6761\u4ef6：<\/p>\n

1\u3001Agent\u5c06Context（\u9700\u8981\u8ba9LLM\u8bfb\u53d6\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f）\u8f93\u5165\u5230LLM，\u800c\u6bcf\u6b21\u7684\u6267\u884c\u7ed3\u679c\u9700\u8981\u88ab\u4fdd\u7559\u5e76\u4f5c\u4e3aContext\u8f93\u5165\u5230\u540e\u7eed\u7684\u6267\u884c\u4e2d（\u5426\u5219\u6bcf\u6b21\u5faa\u73af\u6267\u884c\u90fd\u662f\u5168\u65b0\u7684\u8fc7\u7a0b，\u4e5f\u5c31\u8c08\u4e0d\u4e0a\u667a\u80fd\u4e86）\u3002<\/p>\n

2\u3001\u6574\u4e2a\u5faa\u73af\u8fc7\u7a0b\u3001\u5bf9\u5de5\u5177\u7684\u8c03\u7528，\u9700\u8981\u6709\u4e00\u4e2a\u6307\u6325\u5b98\u7edf\u4e00\u534f\u8c03\u7ba1\u7406\u6765\u5904\u7406\u5404\u79cd\u95ee\u9898\u60c5\u51b5\u3002<\/p>\n

\u56e0\u800c\u5c31\u6709\u4e86\u53e6\u5916\u4e24\u4e2a\u6a21\u5757：Memory\u3001Harness\u3002<\/p>\n

\u603b\u7684\u6765\u8bf4，Agent\u7531\u8fd9\u56db\u4e2a\u6838\u5fc3\u6784\u6210：Loop\u3001Tools\u3001Memory\u3001Harness\u3002<\/p>\n

\u4e0b\u9762\u5206\u522b\u62c6\u89e3\u3002<\/p>\n

1\u3001Loop：Agent\u7684\u5de5\u4f5c\u673a\u5236<\/h4>\n

\u4f60\u8f93\u5165\u4e00\u6bb5\u6587\u672c，LLM\u6536\u5230\u540e\u7ed9\u4f60\u56de\u7b54\u4e00\u6bb5\u6587\u672c：\u8fd9\u662fLLM\u505a\u7684\u4e8b\u60c5，\u5177\u4f53\u5e94\u7528\u5f62\u6001\u662f\u5927\u5bb6\u5df2\u7ecf\u719f\u6089\u7684Chatbot（\u804a\u5929\u673a\u5668\u4eba）\u3002<\/p>\n

Agent\u8ddfLLM\u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e：<\/p>\n

\u4f60\u8f93\u5165\u6587\u672c\u7ed9\u5230LLM，LLM\u8f93\u51fa\u7684\u4e5f\u662f\u6587\u672c\u3002<\/p>\n

\u800c\u540c\u6837\u7684\u4e8b\u60c5，Agent\u8f93\u51fa\u7684\u662f\u4e00\u6b21\u5177\u4f53\u7684\u884c\u52a8（\u6267\u884cTool）；\u8fd9\u6b21\u884c\u52a8\u6267\u884c\u7684\u7ed3\u679c\u8981\u7ee7\u7eed\u8f93\u5165\u7ed9LLM，LLM\u636e\u6b64\u5224\u65ad\u4e0b\u4e00\u6b65\u8981\u505a\u4ec0\u4e48（Loop\u5faa\u73af）\u3002<\/p>\n

Agent\u5728\u5de5\u4f5c\u65f6，\u5b9e\u9645\u4e0a\u5e95\u5c42\u673a\u5236\u5c31\u662f\u5728\u6267\u884cLoop\u5faa\u73af\u3002<\/p>\n

\u8fd9\u4e2aLoop\u5faa\u73af，\u9075\u5faaReAct\u6a21\u5f0f，\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4：<\/p>\n

  • Reason（\u601d\u8003\u63a8\u7406）：LLM\u8c03\u7814\u89c4\u5212，\u5148\u8c03\u7814\u89c4\u5212，\u660e\u786e\u8981\u505a\u4ec0\u4e48\u3001\u600e\u4e48\u505a；2.Act（\u884c\u52a8）：\u6a21\u578b\u8c03\u7528Tools\u5f00\u59cb\u5e72\u6d3b；3.Observe（\u89c2\u5bdf\/\u8bc4\u4f30）：\u89c2\u5bdf\u9636\u6bb5\u7ed3\u679c\u662f\u5426\u5df2\u7ecf\u6ee1\u8db3\u9884\u671f；4.\u518d\u5230\u4e0b\u4e00\u8f6e\u7684Reason\u2026\u5982\u662f\u5f80\u590d：\u524d\u9762\u7684\u884c\u52a8\u7ed3\u679c\u4f5c\u4e3a\u8f93\u5165\u7ed9\u5230LLM，\u5f00\u59cb\u4e0b\u4e00\u8f6e\u7684\u5faa\u73af，\u76f4\u5230Agent\u5224\u65ad\u8ba4\u4e3a\u5df2\u7ecf\u5f97\u51fa\u76ee\u6807\u7b54\u6848\u3002<\/li>\n

    \"\u56fe\u7247\"<\/p>\n

    \u4f60\u4f1a\u53d1\u73b0，\u8fd9\u4e2a\u57fa\u4e8eReAct\u7684Loop\u5faa\u73af，\u5176\u5b9e\u662f\u5bf9\u4eba\u7c7b\u5b9e\u9645\u5de5\u4f5c\u8fc7\u7a0b\u7684\u6a21\u62df\u62bd\u8c61，\u5f88\u7c7b\u4f3c\u4e8ePDCA\u6234\u660e\u73af\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u6240\u6709Agent（\u4e0d\u7ba1\u662fcoding\u3001\u7814\u7a76\u3001\u505aPPT\u3001\u5ba2\u670d\u2026）\u53ef\u80fd\u8868\u9762\u4e0a\u770b\u4f3c\u4e0d\u540c（\u6d41\u7a0b\u3001\u5de5\u5177\u3001\u9700\u8981\u7684\u4e0a\u4e0b\u6587），\u4f46\u5de5\u4f5c\u65f6\u5e95\u5c42\u673a\u5236\u662f\u4e00\u6837\u7684，\u90fd\u662f\u8fd9\u4e2aLoop\u5faa\u73af\u3002<\/p>\n

    \u7531\u6b64\u4e5f\u53ef\u4ee5\u53d1\u73b0，LLM\u672c\u8eab\u4ecd\u7136\u662f\u5728\u601d\u8003\u3001\u63a8\u7406\u5e76\u751f\u6210\u6587\u672c，\u53ea\u662fAgent\u91cc\u7684LLM\u751f\u6210\u7684\u6587\u672c\u53ef\u4ee5\u662f\u201c\u8fd0\u884c\u67d0\u4e2aTool\u201d\u8fd9\u6837\u7684\u6267\u884c\u6307\u4ee4\u3002<\/p>\n

    Agent\u7cfb\u7edf\u6709\u80fd\u529b\u53bb\u8c03\u53d6\u8fd9\u4e2aTool\u5e76\u6309\u7167\u6307\u4ee4\u6267\u884c，\u4ece\u800c\u5b8c\u6210\u4e86\u4e00\u6b21\u884c\u52a8\u5e76\u4ea4\u4ed8\u4ea4\u4ed8\u3002<\/p>\n

    \u90a3\u4e48Tool\u5728\u8fd9\u91cc\u53c8\u662f\u4ec0\u4e48\u5462？<\/p>\n

    2\u3001Tools：Agent\u7684\u624b\u811a（\u6267\u884c\u80fd\u529b）<\/h4>\n

    Tool\u5c31\u662f\u53ef\u4f9bLLM\u8c03\u7528\u7684\u4e00\u9879\u5177\u4f53\u80fd\u529b，\u6bd4\u5982：<\/p>\n

    \u6253\u5f00\u6d4f\u89c8\u5668；\u641c\u7d22\u7f51\u9875；\u53d1\u9001\u90ae\u4ef6；\u67e5\u8be2\u6570\u636e\u5e93；\u7ffb\u8bd1\u4e00\u6bb5\u6587\u5b57；\u64cd\u63a7\u7535\u8111；\u68c0\u67e5\u4ee3\u7801；\u67e5\u8be2\u65e5\u5386；\u2026\u2026<\/p>\n

    \u5c31\u50cf\u7ed9\u5927\u8111\u63d0\u4f9b\u4e86\u624b\u811a，\u6709\u4e86\u624b\u811a，\u4e5f\u5c31\u6709\u4e86\u884c\u52a8\u80fd\u529b\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u4e3a\u4e86\u8ba9LLM\u77e5\u9053\u8fd9\u4e2a\u80fd\u529b\u662f\u5e72\u4ec0\u4e48\u7684，Tools\u9700\u8981\u6709\u8f83\u4e3a\u660e\u786e\u7684\u540d\u79f0\u548c\u63cf\u8ff0\u8bf4\u660e（description）\u3002<\/p>\n

    \u53ef\u4ee5\u60f3\u8c61\u4e00\u4e2a\u64cd\u4f5c\u7cfb\u7edf\u754c\u9762，\u4e0a\u9762\u5e03\u6ee1\u4e86\u6309\u94ae，\u6bcf\u70b9\u4e00\u4e2a\u6309\u94ae\u5c31\u4f1a\u6267\u884c\u4e00\u4e2a\u7279\u5b9a\u7684\u52a8\u4f5c\u3002LLM\u8ddf\u4f60\u4e00\u6837，\u9700\u8981\u7ed9\u4ed6\u8f93\u5165\u8fd9\u4e9b\u6309\u94ae\u7684\u540d\u79f0\u548c\u529f\u80fd\u8bf4\u660e，\u624d\u80fd\u5224\u65ad\u4ec0\u4e48\u65f6\u5019\u8be5\u6309\u54ea\u4e2a\u6309\u94ae（\u5373\u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u54ea\u4e9bTools）\u3002<\/p>\n

    \u6240\u4ee5\u5173\u4e8eTools\u4f7f\u7528\u7684\u4e00\u4e2a\u6700\u4f73\u5b9e\u8df5，\u5c31\u662f\u5728\u8bbe\u8ba1\u65f6\u5c3d\u91cf\u660e\u786e\u4e00\u4e2atool\u5c31\u5bf9\u5e94\u4e00\u9879\u7b80\u5355\u5177\u4f53\u7684\u4efb\u52a1，\u7b80\u5355\u5230description\u91cc\u4e00\u4e24\u53e5\u8bdd\u5c31\u80fd\u63cf\u8ff0\u6e05\u695a\u662f\u505a\u4ec0\u4e48\u7684\u3002<\/p>\n

    \u8fd9\u6837LLM\u7684\u5224\u65ad\u4f1a\u66f4\u51c6\u786e，Agent\u7684\u6267\u884c\u6548\u679c\u5c31\u4f1a\u8d8a\u597d\u3002<\/p>\n

    \u4f5c\u4e3aAgent\u7cfb\u7edf\u7684\u6838\u5fc3\u7ec4\u6210\u90e8\u5206，\u4e00\u4e9b\u5e38\u7528\u7684\u516c\u5171\u7684Tools，\u5f88\u591a\u7cfb\u7edf\u5df2\u7ecf\u9884\u7f6e\u4e86\u3002<\/p>\n

    \u4f60\u4e5f\u53ef\u4ee5\u5728\u9700\u8981\u65f6\u63a5\u5165\u5916\u90e8\u7684Tools，\u4ece\u800c\u6269\u5c55\u7cfb\u7edf\u7684\u80fd\u529b\u3002<\/p>\n

    \u6b64\u65f6\u5c31\u9700\u8981\u7528\u5230MCP\u3002\u8fd9\u662f\u8fde\u63a5Agent\u7cfb\u7edf\u548c\u5916\u90e8\u7cfb\u7edf\u7684\u4e00\u79cd\u5f00\u653e\u6807\u51c6\u534f\u8bae，\u8fdb\u4e00\u6b65\u4e86\u89e3\u53ef\u4ee5\u53c2\u8003\u4e4b\u524d\u7684\u6587\u7ae0，\u6dfb\u52a0\u6240\u9700\u8981\u5916\u90e8\u5de5\u5177\u63d0\u4f9b\u65b9\u7684MCP\u670d\u52a1\u5668\u5373\u53ef\u5b9e\u73b0\u8c03\u7528\u3002<\/p>\n

    \u9664\u4e86Agent\u7cfb\u7edf\u9884\u7f6e\u548c\u5916\u90e8\u670d\u52a1，\u4f60\u4e5f\u53ef\u4ee5\u81ea\u5df1\u5236\u4f5cTools，\u4ece\u800c\u6ee1\u8db3\u6bd4\u8f83\u4e2a\u6027\u5316\u7684\u9700\u6c42\u3002<\/p>\n

    \u518d\u5f3a\u8c03\u4e00\u904d，Tool\u662f\u80fd\u529b，\u4e0d\u662f\u77e5\u8bc6（\u6765\u81ea\u4e8e\u4e0b\u9762\u8981\u8bb2\u7684Memory）\u3002\u505a\u4e00\u4ef6\u4e8b\u60c5，\u79bb\u4e0d\u5f00\u77e5\u8bc6\u548c\u80fd\u529b，\u77e5\u8bc6（knowledge）\u4f5c\u4e3aContext\u5e76\u88ab\u4fdd\u5b58\u5728Memory\u91cc\u4f9bAgent\u8bfb\u53d6\u53c2\u8003，\u800c\u80fd\u529b（Tools）\u8ba9Agent\u53ef\u4ee5\u884c\u52a8，\u5bf9\u73b0\u5b9e\u7269\u7406\u4e16\u754c\u505a\u51fa\u6539\u53d8\u3002<\/p>\n

    \u6240\u4ee5\u8981\u5206\u6e05\u695a：Tool\u8d1f\u8d23\u201c\u80fd\u505a\u4ec0\u4e48\u3001\u505a\u4e86\u4ec0\u4e48\u201d，\u5e76\u4e0d\u627f\u62c5\u201c\u600e\u4e48\u505a\u201d\u3002<\/p>\n

    \u540e\u8005\u5c5e\u4e8e\u6211\u4eec\u4e0b\u9762\u8981\u8bb2\u7684Memory\u5373\u77e5\u8bc6\u5e93\u7684\u8303\u7574\u3002<\/p>\n

    3\u3001Memory：\u77e5\u8bc6\u5e93<\/h4>\n

    \u4e3a\u4ec0\u4e48\u9700\u8981\u6709Memory？<\/p>\n

    Agent\u7684\u6838\u5fc3\u673a\u5236Loop\u662f\u5728\u4e0a\u4e00\u6b21\u5faa\u73af\u7ed3\u675f\u540e\u8981\u5c06\u6267\u884c\u7ed3\u679c\u548c\u5386\u53f2\u6240\u6709\u8d44\u6599\u4f5c\u4e3aContext\u8f93\u5165\u7ed9\u4e0b\u4e00\u6b21\u5faa\u73af\u3002<\/p>\n

    \u8981\u505a\u5230\u8fd9\u4e00\u70b9，\u5c31\u5fc5\u987b\u8981\u6709\u4e00\u4e2a\u5730\u65b9\u628a\u6bcf\u6b21\u7684Context\u5b58\u4e0b\u6765\u80fd\u88ab\u8bfb\u53d6\u5230\u3002<\/p>\n

    \u8fd9\u5c31\u662fMemory\u505a\u7684\u4e8b\u60c5，\u542c\u4e0a\u53bb\u5f88\u50cf\u8ba1\u7b97\u673a\u91cc\u7684\u7f13\u5b58（RAM）\u3002<\/p>\n

    \"The<\/p>\n

    \u90a3\u4e48Memory\u5177\u4f53\u662f\u600e\u4e48\u5b9e\u73b0\u7684\u5462？<\/p>\n

    \u4e4b\u524d\u91c7\u7528\u7684\u6280\u672f\u65b9\u6848\u4e3b\u8981\u662f\u5411\u91cf\u6570\u636e\u5e93（vector databases），\u7b80\u5355\u6765\u8bf4，\u5c31\u662f\u5c06Context\u7684\u6240\u6709\u6587\u4ef6\u4fe1\u606f\u505aembedding（\u8f6c\u6362\u4e3a\u5411\u91cf\u7279\u5f81），\u6bcf\u6b21\u8fd0\u884c\u65f6\u627e\u5230\u7279\u5f81\u503c\u6700\u76f8\u4f3c（similarity）\u7684\u6570\u636e\u5757（chunks），\u4ece\u800c\u5224\u65ad\u54ea\u4e9b\u6570\u636e\u66f4\u5e94\u8be5\u88ab\u8bfb\u53d6\u4f5c\u4e3a\u8f93\u5165\u3002<\/p>\n

    \u5982\u4eca\u7684\u6280\u672f\u65b9\u6848，\u66f4\u591a\u91c7\u7528\u7684\u662f\u77e5\u8bc6\u5e93，\u5373\u8bb8\u591amarkdown\u6587\u4ef6\u7684\u6587\u4ef6\u5939\u96c6\u5408\u3002<\/p>\n

    Agent\u901a\u8fc7\u641c\u7d22\u5173\u952e\u8bcd，\u8bfb\u53d6\u6bcf\u4e2a\u6587\u4ef6\u7684\u6807\u9898\u3001\u63cf\u8ff0\u4fe1\u606f，\u4ee5\u53ca\u6587\u4ef6\u5939\u7684\u6811\u72b6\u7ed3\u6784，\u4f1a\u66f4\u52a0\u5bb9\u6613\u548c\u51c6\u786e\u5224\u65ad\u51fa\u54ea\u4e9b\u5185\u5bb9\u5bf9\u4e8e\u4e0b\u4e00\u6b21\u5faa\u73af\u4ee5\u53ca\u6574\u4e2a\u4efb\u52a1\u76ee\u6807\u66f4\u76f8\u5173\u3002\u8fd9\u4e2a\u8fc7\u7a0b，\u5f88\u50cf\u662f\u4e00\u4e2a\u65b0\u5458\u5de5\u5f00\u59cb\u5de5\u4f5c\u65f6\u8981\u8bfb\u53d6\u516c\u53f8\u6216\u90e8\u95e8\u7684Wiki\u6587\u6863（\u6216\u8005\u8001\u5458\u5de5\u7559\u4e0b\u6765\u7684\u4ea4\u63a5\u6587\u6848\u6587\u6863）\u3002<\/p>\n

    \u5982\u679c\u4f60\u6709\u4f7f\u7528\u8fc7Agent，\u53ef\u80fd\u4f1a\u6ce8\u610f\u5230\u5728\u63a8\u7406\u548c\u6267\u884c\u8fc7\u7a0b\u4e2d，\u4f1a\u51fa\u73b0\u201c\u641c\u7d22\u00d7\u00d7\u5173\u952e\u8bcd\u2192\u627e\u5230n\u4efd\u6587\u6863\u2192\u8bfb\u53d6\u6587\u6863\u5185\u5bb9\u2192\u5df2\u4e86\u89e3\u80cc\u666f\u4fe1\u606f\u201d\u8fd9\u6837\u7684\u63d0\u793a，\u5c31\u662fAgent\u5728\u4f7f\u7528Memory\u77e5\u8bc6\u5e93\u3002<\/p>\n

    \u8fd9\u91cc\u7684\u5173\u952e\u5728\u4e8e\u6587\u4ef6\u672c\u8eab\u548c\u6587\u4ef6\u5939\u7684\u7ed3\u6784\u5316，\u76f8\u6bd4\u4e8e\u539f\u6709\u7684\u5411\u91cf\u6570\u636e\u5e93\u7684\u76f8\u4f3c\u5ea6\u66f4\u6709\u4f18\u52bf\u3002<\/p>\n

    \u66f4\u5999\u7684\u662f，\u77e5\u8bc6\u5e93\u91cc\u7684\u6587\u4ef6\u9664\u4e86\u53ef\u88ab\u8bfb\u53d6，\u8fd8\u80fd\u6539\u5199\u3002\u8fd9\u610f\u5473\u7740Context\u91cc\u7684\u5185\u5bb9\u53ef\u4ee5\u968f\u65f6\u66f4\u65b0\u8fed\u4ee3，\u6bd4\u5982\u4e0a\u4e00\u4e2a\u4efb\u52a1\u7684\u6267\u884c\u7ed3\u679c\u65e5\u5fd7\u3001\u62a5\u9519\u8bb0\u5f55，\u6bd4\u5982\u65b0\u589e\u4e86\u4e00\u4e2a\u6570\u636e\u8d44\u6599\u6587\u6863\u7b49\u7b49\u3002<\/p>\n

    \u6240\u4ee5，\u5f53\u524dMemory\u7684\u5de5\u4f5c\u65b9\u5f0f\u5b9e\u8d28\u4e0a\u5c31\u662f\u6bcf\u6b21\u6267\u884c\u8fc7\u7a0b\u4e2d\u5bf9Context\u91cc\u6587\u4ef6\u8bfb\u53d6\u548c\u589e\u5220\u6539\u5199\u3002<\/p>\n

    \u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u4f1a\u611f\u77e5\u5230Agent\u8d8a\u6765\u8d8a\u61c2\u81ea\u5df1，\u80fd\u5355\u6b21\u591a\u8f6e\u5bf9\u8bdd\u3001\u8bfb\u53d6\u5386\u53f2\u5bf9\u8bdd，\u80fd\u6839\u636e\u6700\u65b0\u60c5\u51b5\u505a\u8c03\u6574\u3002<\/p>\n

    \u800c\u4f5c\u4e3a\u544a\u8bc9Agent\u600e\u4e48\u505a\u7684\u64cd\u4f5c\u624b\u518c，Skill\u4f7f\u7528markdown\u6587\u4ef6\u5939（\u53ef\u968f\u65f6\u8fed\u4ee3\u4fee\u6539）\u7684\u4ea4\u4e92\u8303\u5f0f\u88ab\u8d8a\u6765\u8d8a\u591a\u7684\u5927\u6a21\u578b\u5382\u5546\u63a5\u53d7\u3002<\/p>\n

    4\u3001Harness：\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd<\/h4>\n

    Agent\u4f5c\u4e3a\u4e00\u4e2a\u7cfb\u7edf\u5e76\u4e0d\u662f\u9b54\u6cd5，\u672c\u8eab\u9700\u8981\u5bf9\u6267\u884c\u4e2d\u7684\u5404\u79cd\u57fa\u7840\u7ec6\u8282\u95ee\u9898\u505a\u5904\u7406\u89e3\u51b3，\u5c31\u6211\u4eec\u524d\u9762\u8bb2\u5230\u76843\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u6765\u8bf4：<\/p>\n

    \u8c01\u6765\u53d1\u8d77\u5e76\u63a7\u5236Loop\u5faa\u73af？\u8c01\u6267\u884cTools？\u8c01\u7ba1\u7406Context，\u5c24\u5176\u662fContext\u53ef\u80fd\u8fc7\u957f\u7684\u65f6\u5019？<\/p>\n

    \u6b64\u5916，\u8fd8\u6709：<\/p>\n

    \u6267\u884c\u51fa\u9519\u4e86\u5982\u4f55\u5904\u7406？\u8c03\u7528\u5de5\u5177\u7684\u6743\u9650\u7ba1\u63a7？（\u4f60\u4e5f\u4e0d\u5e0c\u671bAgent\u968f\u65f6\u80fd\u63a7\u5236\u4f60\u7535\u8111\u4e0a\u7684\u4efb\u4f55\u8f6f\u786c\u4ef6\u548c\u6587\u4ef6\u5427）\u4ec0\u4e48\u65f6\u5019\u8be5\u8ba9\u7528\u6237\u63d0\u4f9b\u66f4\u591a\u4fe1\u606f，\u786e\u8ba4\u662f\u5426\u5f80\u4e0b\u8fdb\u884c？<\/p>\n

    \u4e00\u4e2a\u7a33\u5b9a\u7684\u4f18\u79c0\u7684Agent\u7cfb\u7edf，\u5c31\u8981\u5bf9\u4e0a\u9762\u8fd9\u4e9b\u95ee\u9898\u5904\u7406\u5f97\u66f4\u597d，\u7528\u6237\u7684\u4f7f\u7528\u4f53\u9a8c\u4e5f\u5c31\u66f4\u597d\u3002<\/p>\n

    \u8fd9\u4e5f\u5c31\u662fAgent\u7684\u7b2c\u56db\u4e2a\u6838\u5fc3\u7ec4\u4ef6（\u800c\u4e14\u5f53\u524d\u4f3c\u4e4e\u5df2\u6210\u4e3a\u6700\u91cd\u8981）：Harness\u8981\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n

    Harness\u597d\u50cf\u8fd8\u6ca1\u6709\u4e00\u4e2a\u5171\u8bc6\u7684\u7ffb\u8bd1，\u4e00\u822c\u53ef\u4ee5\u53eb\u505a\u6846\u67b6\u3001\u7f16\u6392\u3001\u8fd0\u884c\u73af\u5883\u2026 \u53ef\u5c06\u5176\u770b\u505a\u662fAgent\u7684\u5e95\u5c42\u67b6\u6784\u3001\u57fa\u7840\u8bbe\u65bd\u3001\u64cd\u4f5c\u7cfb\u7edf\u3002<\/p>\n

    \u50cfCodex\u3001Claude Code\u3001Workbuddy\u3001TraeWork\/TraeCode\u3001Deepseek Harness\u8fd9\u7c7bAgent\u4ea7\u54c1，\u4ece\u5de5\u7a0b\u89d2\u5ea6\u770b，\u4e3b\u8981\u6784\u6210\u5c31\u662fHarness，\u5c31\u50cfWindows\u3001MacOS\u3001Linux\u64cd\u4f5c\u7cfb\u7edf\u90a3\u6837\u3002<\/p>\n

    \"Agent<\/p>\n

    \u5728\u8fd9\u4e9b\u6709\u7740\u66f4\u53cb\u597d\u6613\u7528\u754c\u9762\u7684Agent\u4ea7\u54c1\u51fa\u73b0\u4e4b\u524d，\u8981\u642d\u5efa\u4e00\u4e2aAgent，\u91cc\u9762\u7684\u529f\u80fd\u7ec4\u4ef6\u5927\u6982\u8981\u9760\u7528\u6237\u81ea\u5df1\u7528Python\u624b\u6413\u51fa\u6765，\u8981\u5199\u4e00\u5927\u5806\u7684\u6761\u4ef6\u5faa\u73af\u51fd\u6570\u6765\u5b9e\u73b0：Loop\u53ca\u5176\u8c03\u5ea6\u3001\u4efb\u52a1\u4f55\u65f6\u5e94\u4e2d\u6b62\u6216\u91cd\u8bd5\u3001\u5728Context\u4e0d\u540c\u6587\u4ef6\u4e4b\u95f4\u6ce8\u610f\u529b\u7684\u8df3\u8f6c\u2026<\/p>\n

    \u5982\u4eca\u8fd9\u4e9b\u7e41\u7410\u7684\u7f16\u6392\u8c03\u5ea6\u5de5\u4f5c，\u90fd\u88abHarness\u5305\u542b\u5e76\u63a5\u7ba1\u4e86\u3002<\/p>\n

    \u628a\u4e0a\u9762\u8fd94\u4e2a\u7ec4\u4ef6\u5408\u5728\u4e00\u8d77，\u5c31\u80fd\u770b\u5230\u4e00\u4e2aAI Agent\u5230\u5e95\u662f\u4ec0\u4e48：<\/p>\n

    Loop\u673a\u5236：\u8c03\u7528\u6a21\u578b\u3001\u5de5\u5177，\u6267\u884c\u3001\u91cd\u590d，\u76f4\u5230\u4efb\u52a1\u5b8c\u6210；Tools\u6267\u884c：\u8ba9\u5927\u6a21\u578b\u5177\u6709\u884c\u52a8\u80fd\u529b，\u5305\u62ec\u5bf9\u8bfb\u53d6\u6587\u4ef6\u3001\u4f7f\u7528Shell\u7a0b\u5e8f，\u4ee5\u53ca\u8fde\u63a5MCP\u670d\u52a1\u5668；Memory\u77e5\u8bc6\u5e93：\u5b9e\u73b0\u5faa\u73af\u8fc7\u7a0b\u4e2d\u5bf9Context\u4e0a\u4e0b\u6587\u7ba1\u7406，\u5224\u65ad\u5e76\u51b3\u5b9a\u54ea\u4e9b\u5185\u5bb9\u5e94\u8be5\u653e\u5728context window\u4e2d（\u5c24\u5176\u662f\u5bf9\u8bdd\u4ea4\u4e92\u8d8a\u6765\u8d8a\u957f\u7684\u60c5\u51b5\u4e0b）\u3002Harness：\u6574\u4e2a\u7cfb\u7edf\u7684\u57fa\u7840\u8bbe\u65bd，\u8fd0\u884c\u51fa\u95ee\u9898\u5982\u4f55\u89e3\u51b3，\u6743\u9650\u9a8c\u8bc1\u767b（\u54ea\u4e9b\u64cd\u4f5cAgent\u53ef\u4ee5\u81ea\u884c\u628a\u63a7，\u800c\u54ea\u4e9b\u9700\u8981\u8bf7\u6c42\u4eba\u7c7b\u7528\u6237\u5141\u8bb8\u3002\u592a\u8fc7\u9891\u7e41\u4f60\u4f1a\u89c9\u5f97\u4e8b\u513f\u591a，\u4e00\u8def\u5e72\u5230\u5e95\u4e0d\u95ee\u4f60\u4f60\u4e5f\u4f1a\u5fc3\u865a\u3002\u53ef\u5c06\u7ba1\u7406\u4e2d\u6388\u6743\u662f\u4e2a\u827a\u672f，\u53ef\u89c1\u8001\u677f\u4e5f\u4e0d\u597d\u5f53）\u3002<\/p>\n

    \u5728\u5e7f\u4e49\u7684\u4ea7\u54c1\u610f\u4e49\u4e0a，Harness\u57fa\u672c\u7b49\u540c\u4e8e\u6211\u4eec\u5728\u7528\u7684Agent，\u56e0\u4e3aHarness\u628a\u524d\u9762\u8bf4\u7684\u673a\u5236\u548c\u7ec4\u4ef6\u90fd\u7eb3\u5165\u5230\u67b6\u6784\u4e2d，\u5e76\u6210\u4e3aAgent\u7684\u8fd0\u884c\u73af\u5883\u548c\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n

    \u4e43\u81f3\u6700\u7ec8\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u7b80\u8981\u603b\u7ed3：<\/p>\n

    Agent = LLM + Harness\u3002<\/p>\n

    \u5982\u4f55\u5b66\u4e60\u5927\u6a21\u578b AI ？<\/h4>\n

    \u7531\u4e8e\u65b0\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387，\u8981\u4f18\u4e8e\u88ab\u53d6\u4ee3\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387，\u6240\u4ee5\u5b9e\u9645\u4e0a\u6574\u4e2a\u793e\u4f1a\u7684\u751f\u4ea7\u6548\u7387\u662f\u63d0\u5347\u7684\u3002<\/p>\n

    \u4f46\u662f\u5177\u4f53\u5230\u4e2a\u4eba，\u53ea\u80fd\u8bf4\u662f：<\/p>\n

    \u201c\u6700\u5148\u638c\u63e1AI\u7684\u4eba，\u5c06\u4f1a\u6bd4\u8f83\u665a\u638c\u63e1AI\u7684\u4eba\u6709\u7ade\u4e89\u4f18\u52bf\u201d\u3002<\/p>\n

    \u8fd9\u53e5\u8bdd，\u653e\u5728\u8ba1\u7b97\u673a\u3001\u4e92\u8054\u7f51\u3001\u79fb\u52a8\u4e92\u8054\u7f51\u7684\u5f00\u5c40\u65f6\u671f，\u90fd\u662f\u4e00\u6837\u7684\u9053\u7406\u3002<\/p>\n

    \u6211\u5728\u4e00\u7ebf\u79d1\u6280\u4f01\u4e1a\u6df1\u8015\u5341\u4e8c\u8f7d，\u89c1\u8bc1\u8fc7\u592a\u591a\u56e0\u6280\u672f\u5361\u4f4d\u800c\u8dc3\u8fc1\u7684\u6848\u4f8b\u3002\u90a3\u4e9b\u7387\u5148\u62e5\u62b1 AI \u7684\u540c\u4e8b，\u65e9\u5df2\u5728\u6548\u7387\u4e0e\u85aa\u8d44\u4e0a\u5f62\u6210\u4ee3\u9645\u4f18\u52bf，\u6211\u610f\u8bc6\u5230\u6709\u5f88\u591a\u7ecf\u9a8c\u548c\u77e5\u8bc6\u503c\u5f97\u5206\u4eab\u7ed9\u5927\u5bb6，\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6211\u4eec\u7684\u80fd\u529b\u548c\u7ecf\u9a8c\u89e3\u7b54\u5927\u5bb6\u5728\u5927\u6a21\u578b\u7684\u5b66\u4e60\u4e2d\u7684\u5f88\u591a\u56f0\u60d1\u3002\u6211\u4eec\u6574\u7406\u51fa\u8fd9\u5957 AI \u5927\u6a21\u578b\u7a81\u56f4\u8d44\u6599\u5305：<\/p>\n

      \n
    • \u2705 \u4ece\u96f6\u5230\u4e00\u7684 AI \u5b66\u4e60\u8def\u5f84\u56fe<\/li>\n
    • \u2705 \u5927\u6a21\u578b\u8c03\u4f18\u5b9e\u6218\u624b\u518c（\u9644\u533b\u7597\/\u91d1\u878d\u7b49\u5927\u5382\u771f\u5b9e\u6848\u4f8b）<\/li>\n
    • \u2705 \u767e\u5ea6\/\u963f\u91cc\u4e13\u5bb6\u95ed\u95e8\u5f55\u64ad\u8bfe<\/li>\n
    • \u2705 \u5927\u6a21\u578b\u5f53\u4e0b\u6700\u65b0\u884c\u4e1a\u62a5\u544a<\/li>\n
    • \u2705 \u771f\u5b9e\u5927\u5382\u9762\u8bd5\u771f\u9898<\/li>\n
    • \u2705 2026 \u6700\u65b0\u5c97\u4f4d\u9700\u6c42\u56fe\u8c31<\/li>\n<\/ul>\n

      \u6240\u6709\u8d44\u6599 \u26a1\ufe0f ，\u670b\u53cb\u4eec\u5982\u679c\u6709\u9700\u8981 \u300aAI\u5927\u6a21\u578b\u5165\u95e8+\u8fdb\u9636\u5b66\u4e60\u8d44\u6e90\u5305\u300b，\u4e0b\u65b9\u626b\u7801\u83b7\u53d6~
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u2460 \u5168\u5957AI\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u89c6\u9891\u6559\u7a0b<\/h3>\n

      （\u5305\u542b\u63d0\u793a\u5de5\u7a0b\u3001RAG\u3001LangChain\u3001Agent\u3001\u6a21\u578b\u5fae\u8c03\u4e0e\u90e8\u7f72\u3001DeepSeek\u7b49\u6280\u672f\u70b9）
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u2461 \u5927\u6a21\u578b\u7cfb\u7edf\u5316\u5b66\u4e60\u8def\u7ebf<\/h3>\n

      \u4f5c\u4e3a\u5b66\u4e60AI\u5927\u6a21\u578b\u6280\u672f\u7684\u65b0\u624b，\u65b9\u5411\u81f3\u5173\u91cd\u8981\u3002 \u6b63\u786e\u7684\u5b66\u4e60\u8def\u7ebf\u53ef\u4ee5\u4e3a\u4f60\u8282\u7701\u65f6\u95f4，\u5c11\u8d70\u5f2f\u8def；\u65b9\u5411\u4e0d\u5bf9，\u52aa\u529b\u767d\u8d39\u3002\u8fd9\u91cc\u6211\u7ed9\u5927\u5bb6\u51c6\u5907\u4e86\u4e00\u4efd\u6700\u79d1\u5b66\u6700\u7cfb\u7edf\u7684\u5b66\u4e60\u6210\u957f\u8def\u7ebf\u56fe\u548c\u5b66\u4e60\u89c4\u5212，\u5e26\u4f60\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a！
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u2462 \u5927\u6a21\u578b\u5b66\u4e60\u4e66\u7c4d&\u6587\u6863<\/h3>\n

      \u5b66\u4e60AI\u5927\u6a21\u578b\u79bb\u4e0d\u5f00\u4e66\u7c4d\u6587\u6863，\u6211\u7cbe\u9009\u4e86\u4e00\u7cfb\u5217\u5927\u6a21\u578b\u6280\u672f\u7684\u4e66\u7c4d\u548c\u5b66\u4e60\u6587\u6863（\u7535\u5b50\u7248），\u5b83\u4eec\u7531\u9886\u57df\u5185\u7684\u9876\u5c16\u4e13\u5bb6\u64b0\u5199，\u5185\u5bb9\u5168\u9762\u3001\u6df1\u5165\u3001\u8be6\u5c3d，\u4e3a\u4f60\u5b66\u4e60\u5927\u6a21\u578b\u63d0\u4f9b\u575a\u5b9e\u7684\u7406\u8bba\u57fa\u7840\u3002
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u2463 AI\u5927\u6a21\u578b\u6700\u65b0\u884c\u4e1a\u62a5\u544a<\/h3>\n

      2025\u6700\u65b0\u884c\u4e1a\u62a5\u544a，\u9488\u5bf9\u4e0d\u540c\u884c\u4e1a\u7684\u73b0\u72b6\u3001\u8d8b\u52bf\u3001\u95ee\u9898\u3001\u673a\u4f1a\u7b49\u8fdb\u884c\u7cfb\u7edf\u5730\u8c03\u7814\u548c\u8bc4\u4f30，\u4ee5\u4e86\u89e3\u54ea\u4e9b\u884c\u4e1a\u66f4\u9002\u5408\u5f15\u5165\u5927\u6a21\u578b\u7684\u6280\u672f\u548c\u5e94\u7528，\u4ee5\u53ca\u5728\u54ea\u4e9b\u65b9\u9762\u53ef\u4ee5\u53d1\u6325\u5927\u6a21\u578b\u7684\u4f18\u52bf\u3002
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u2464 \u5927\u6a21\u578b\u9879\u76ee\u5b9e\u6218&\u914d\u5957\u6e90\u7801<\/h3>\n

      \u5b66\u4ee5\u81f4\u7528，\u5728\u9879\u76ee\u5b9e\u6218\u4e2d\u68c0\u9a8c\u548c\u5de9\u56fa\u4f60\u6240\u5b66\u5230\u7684\u77e5\u8bc6，\u540c\u65f6\u4e3a\u4f60\u627e\u5de5\u4f5c\u5c31\u4e1a\u548c\u804c\u4e1a\u53d1\u5c55\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\u3002
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u2465 \u5927\u6a21\u578b\u5927\u5382\u9762\u8bd5\u771f\u9898<\/h3>\n

      \u9762\u8bd5\u4e0d\u4ec5\u662f\u6280\u672f\u7684\u8f83\u91cf，\u66f4\u9700\u8981\u5145\u5206\u7684\u51c6\u5907\u3002\u5728\u4f60\u5df2\u7ecf\u638c\u63e1\u4e86\u5927\u6a21\u578b\u6280\u672f\u4e4b\u540e，\u5c31\u9700\u8981\u5f00\u59cb\u51c6\u5907\u9762\u8bd5，\u6211\u7cbe\u5fc3\u6574\u7406\u4e86\u4e00\u4efd\u5927\u6a21\u578b\u9762\u8bd5\u9898\u5e93，\u6db5\u76d6\u5f53\u524d\u9762\u8bd5\u4e2d\u53ef\u80fd\u9047\u5230\u7684\u5404\u79cd\u6280\u672f\u95ee\u9898，\u8ba9\u4f60\u5728\u9762\u8bd5\u4e2d\u6e38\u5203\u6709\u4f59\u3002<\/p>\n

      \"\u56fe\u7247\"<\/p>\n

      \u4ee5\u4e0a\u8d44\u6599\u5982\u4f55\u9886\u53d6？<\/h3>\n

      \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u4e3a\u4ec0\u4e48\u5927\u5bb6\u90fd\u5728\u5b66\u5927\u6a21\u578b？<\/h3>\n

      \u6700\u8fd1\u79d1\u6280\u5de8\u5934\u82f1\u7279\u5c14\u5ba3\u5e03\u88c1\u54582\u4e07\u4eba，\u4f20\u7edf\u5c97\u4f4d\u4e0d\u65ad\u7f29\u51cf，\u4f46AI\u76f8\u5173\u6280\u672f\u5c97\u75af\u72c2\u6269\u62db，\u67093-5\u5e74\u7ecf\u9a8c，\u5927\u5382\u85aa\u8d44\u5c31\u80fd\u7ed9\u523050K*20\u85aa！<\/p>\n

      \"\u56fe\u7247\"<\/p>\n

      \u4e0d\u51fa1\u5e74，\u201c\u6709AI\u9879\u76ee\u7ecf\u9a8c\u201d\u5c06\u6210\u4e3a\u6295\u9012\u7b80\u5386\u7684\u95e8\u69db\u3002<\/p>\n

      \u98ce\u53e3\u4e4b\u4e0b，\u4e0e\u5176\u50cf\u201c\u6e29\u6c34\u716e\u9752\u86d9\u201d\u4e00\u6837\u5750\u7b49\u88ab\u884c\u4e1a\u6dd8\u6c70，\u4e0d\u5982\u5148\u4eba\u4e00\u6b65，\u638c\u63e1AI\u5927\u6a21\u578b\u539f\u7406+\u5e94\u7528\u6280\u672f+\u9879\u76ee\u5b9e\u64cd\u7ecf\u9a8c，\u201c\u987a\u98ce\u201d\u7ffb\u76d8！
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u8fd9\u4e9b\u8d44\u6599\u771f\u7684\u6709\u7528\u5417？<\/h3>\n

      \u8fd9\u4efd\u8d44\u6599\u7531\u6211\u548c\u9c81\u4e3a\u6c11\u535a\u58eb(\u5317\u4eac\u6e05\u534e\u5927\u5b66\u5b66\u58eb\u548c\u7f8e\u56fd\u52a0\u5dde\u7406\u5de5\u5b66\u9662\u535a\u58eb)\u5171\u540c\u6574\u7406，\u73b0\u4efb\u4e0a\u6d77\u6bb7\u6cca\u4fe1\u606f\u79d1\u6280CEO，\u5176\u521b\u7acb\u7684MoPaaS\u4e91\u5e73\u53f0\u83b7Forrester\u5168\u7403\u2019\u5f3a\u52b2\u8868\u73b0\u8005\u2019\u8ba4\u8bc1，\u670d\u52a1\u822a\u5929\u79d1\u5de5\u3001\u56fd\u5bb6\u7535\u7f51\u7b491000+\u4f01\u4e1a，\u4ee5\u7b2c\u4e00\u4f5c\u8005\u5728IEEE Transactions\u53d1\u8868\u8bba\u658750+\u7bc7，\u83b7NASA JPL\u706b\u661f\u63a2\u6d4b\u7cfb\u7edf\u5f3a\u5316\u5b66\u4e60\u4e13\u5229\u7b4935\u9879\u4e2d\u7f8e\u4e13\u5229\u3002\u672c\u5957AI\u5927\u6a21\u578b\u8bfe\u7a0b\u7531\u6e05\u534e\u5927\u5b66-\u52a0\u5dde\u7406\u5de5\u53cc\u6599\u535a\u58eb\u3001\u5434\u6587\u4fca\u4eba\u5de5\u667a\u80fd\u5956\u5f97\u4e3b\u9c81\u4e3a\u6c11\u6559\u6388\u9886\u8854\u7814\u53d1\u3002<\/p>\n

      \u8d44\u6599\u5185\u5bb9\u6db5\u76d6\u4e86\u4ece\u5165\u95e8\u5230\u8fdb\u9636\u7684\u5404\u7c7b\u89c6\u9891\u6559\u7a0b\u548c\u5b9e\u6218\u9879\u76ee，\u65e0\u8bba\u4f60\u662f\u5c0f\u767d\u8fd8\u662f\u6709\u4e9b\u6280\u672f\u57fa\u7840\u7684\u6280\u672f\u4eba\u5458，\u8fd9\u4efd\u8d44\u6599\u90fd\u7edd\u5bf9\u80fd\u5e2e\u52a9\u4f60\u63d0\u5347\u85aa\u8d44\u5f85\u9047，\u8f6c\u884c\u5927\u6a21\u578b\u5c97\u4f4d\u3002
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u4ee5\u4e0a\u5168\u5957\u5927\u6a21\u578b\u8d44\u6599\u5982\u4f55\u9886\u53d6？<\/h3>\n

      \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u672c\u6587\u6df1\u5165\u89e3\u6790AI Agent\u7684\u6838\u5fc3\u5de5\u4f5c\u673a\u5236，\u5c06\u5176\u5b9a\u4e49\u4e3a\u8c03\u7528\u5de5\u5177\u7684\u5faa\u73af\u7cfb\u7edf，\u5305\u542bLoop\u5faa\u73af\u3001Tools\u3001Memory\u548cHarness\u56db\u5927\u6838\u5fc3\u6784\u6210\u3002\u901a\u8fc7ReAct\u6a21\u5f0f，Agent\u6a21\u62df\u4eba\u7c7b\u5de5\u4f5c\u6d41\u7a0b，\u5b9e\u73b0\u81ea\u4e3b\u89c4\u5212\u4e0e\u6267\u884c\u3002Tools\u8d4b\u4e88Agent\u884c\u52a8\u80fd\u529b，Memory\u4f5c\u4e3a\u77e5\u8bc6\u5e93\u5b58\u50a8\u4e0a\u4e0b\u6587\u4fe1\u606f，Harness\u5219\u8d1f\u8d23\u7cfb\u7edf\u5e95\u5c42\u67b6\u6784\u4e0e\u8c03\u5ea6\u3002\u7406\u89e3\u8fd9\u56db\u5927\u6a21\u5757，\u6709\u52a9\u4e8e\u63d0\u5347\u5de5\u4f5c\u6548\u7387，\u5f00\u53d1\u667a<\/p>\n","protected":false},"author":2,"featured_media":107957,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[99,50,87,132,371],"topic":[],"class_list":["post-107977","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-java","tag-50","tag-87","tag-132","tag-371"],"yoast_head":"\n\u5c0f\u767d\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u6536\u85cf\u8fd9\u4efdAI Agent\u5b66\u4e60\u6307\u5357\uff0c\u8f7b\u677e\u638c\u63e1\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/107977.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5c0f\u767d\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u6536\u85cf\u8fd9\u4efdAI Agent\u5b66\u4e60\u6307\u5357\uff0c\u8f7b\u677e\u638c\u63e1\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6587\u6df1\u5165\u89e3\u6790AI Agent\u7684\u6838\u5fc3\u5de5\u4f5c\u673a\u5236，\u5c06\u5176\u5b9a\u4e49\u4e3a\u8c03\u7528\u5de5\u5177\u7684\u5faa\u73af\u7cfb\u7edf，\u5305\u542bLoop\u5faa\u73af\u3001Tools\u3001Memory\u548cHarness\u56db\u5927\u6838\u5fc3\u6784\u6210\u3002\u901a\u8fc7ReAct\u6a21\u5f0f，Agent\u6a21\u62df\u4eba\u7c7b\u5de5\u4f5c\u6d41\u7a0b，\u5b9e\u73b0\u81ea\u4e3b\u89c4\u5212\u4e0e\u6267\u884c\u3002Tools\u8d4b\u4e88Agent\u884c\u52a8\u80fd\u529b，Memory\u4f5c\u4e3a\u77e5\u8bc6\u5e93\u5b58\u50a8\u4e0a\u4e0b\u6587\u4fe1\u606f，Harness\u5219\u8d1f\u8d23\u7cfb\u7edf\u5e95\u5c42\u67b6\u6784\u4e0e\u8c03\u5ea6\u3002\u7406\u89e3\u8fd9\u56db\u5927\u6a21\u5757，\u6709\u52a9\u4e8e\u63d0\u5347\u5de5\u4f5c\u6548\u7387，\u5f00\u53d1\u667a\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/107977.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-20T10:11:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260920101049-6aafb129f07a4.jpg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/107977.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/107977.html\",\"name\":\"\u5c0f\u767d\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u6536\u85cf\u8fd9\u4efdAI Agent\u5b66\u4e60\u6307\u5357\uff0c\u8f7b\u677e\u638c\u63e1\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-09-20T10:11:04+00:00\",\"dateModified\":\"2026-09-20T10:11:04+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/107977.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/107977.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/107977.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5c0f\u767d\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u6536\u85cf\u8fd9\u4efdAI Agent\u5b66\u4e60\u6307\u5357\uff0c\u8f7b\u677e\u638c\u63e1\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\uff01\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5c0f\u767d\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u6536\u85cf\u8fd9\u4efdAI Agent\u5b66\u4e60\u6307\u5357\uff0c\u8f7b\u677e\u638c\u63e1\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/107977.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5c0f\u767d\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u6536\u85cf\u8fd9\u4efdAI Agent\u5b66\u4e60\u6307\u5357\uff0c\u8f7b\u677e\u638c\u63e1\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u672c\u6587\u6df1\u5165\u89e3\u6790AI Agent\u7684\u6838\u5fc3\u5de5\u4f5c\u673a\u5236，\u5c06\u5176\u5b9a\u4e49\u4e3a\u8c03\u7528\u5de5\u5177\u7684\u5faa\u73af\u7cfb\u7edf，\u5305\u542bLoop\u5faa\u73af\u3001Tools\u3001Memory\u548cHarness\u56db\u5927\u6838\u5fc3\u6784\u6210\u3002\u901a\u8fc7ReAct\u6a21\u5f0f，Agent\u6a21\u62df\u4eba\u7c7b\u5de5\u4f5c\u6d41\u7a0b，\u5b9e\u73b0\u81ea\u4e3b\u89c4\u5212\u4e0e\u6267\u884c\u3002Tools\u8d4b\u4e88Agent\u884c\u52a8\u80fd\u529b，Memory\u4f5c\u4e3a\u77e5\u8bc6\u5e93\u5b58\u50a8\u4e0a\u4e0b\u6587\u4fe1\u606f，Harness\u5219\u8d1f\u8d23\u7cfb\u7edf\u5e95\u5c42\u67b6\u6784\u4e0e\u8c03\u5ea6\u3002\u7406\u89e3\u8fd9\u56db\u5927\u6a21\u5757，\u6709\u52a9\u4e8e\u63d0\u5347\u5de5\u4f5c\u6548\u7387，\u5f00\u53d1\u667a","og_url":"https:\/\/www.wsisp.com\/helps\/107977.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-09-20T10:11:04+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260920101049-6aafb129f07a4.jpg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"4 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/107977.html","url":"https:\/\/www.wsisp.com\/helps\/107977.html","name":"\u5c0f\u767d\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u6536\u85cf\u8fd9\u4efdAI Agent\u5b66\u4e60\u6307\u5357\uff0c\u8f7b\u677e\u638c\u63e1\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-09-20T10:11:04+00:00","dateModified":"2026-09-20T10:11:04+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/107977.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/107977.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/107977.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5c0f\u767d\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u6536\u85cf\u8fd9\u4efdAI Agent\u5b66\u4e60\u6307\u5357\uff0c\u8f7b\u677e\u638c\u63e1\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\uff01"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/107977","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=107977"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/107977\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/107957"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=107977"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=107977"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=107977"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=107977"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}