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1990 \u5e74\u4ee3\u5f00\u59cb\u88ab\u7528\u4e8e\u77e5\u8bc6\u8868\u793a&#xff0c;\u5728\u8bed\u4e49\u7f51\u3001\u751f\u7269\u4fe1\u606f\u5b66\u3001\u533b\u7597\u4fe1\u606f\u5b66\u91cc\u5df2\u7ecf\u7528\u4e86\u4e8c\u5341\u591a\u5e74\u3002\u4f01\u4e1a AI \u8fd9\u6ce2\u628a\u5b83\u91cd\u65b0\u7ffb\u51fa\u6765&#xff0c;\u662f\u56e0\u4e3a RAG \u8d70\u5230\u4e86\u4e00\u4e2a\u574e\u4e0a&#xff1a;\u5149\u6709\u6587\u672c\u76f8\u4f3c\u5ea6\u4e0d\u591f&#xff0c;\u8fd8\u5f97\u6709\u903b\u8f91\u3002<\/p>\n<p>\u9700\u8981\u5ba2\u89c2\u6307\u51fa\u7684\u662f&#xff0c;\u672c\u4f53\u7684\u6784\u5efa\u95e8\u69db\u5f88\u9ad8\u3002\u5b83\u9700\u8981\u9886\u57df\u4e13\u5bb6\u6df1\u5ea6\u53c2\u4e0e&#xff0c;\u77e5\u8bc6\u5de5\u7a0b\u7684\u8017\u65f6\u8017\u529b\u5f80\u5f80\u88ab\u4f4e\u4f30\u3002\u4e00\u4e2a\u4e2d\u7b49\u89c4\u6a21\u9886\u57df\u7684\u672c\u4f53&#xff0c;\u4ece\u5efa\u6a21\u5230\u53ef\u7528&#xff0c;\u901a\u5e38\u9700\u8981\u6570\u6708\u751a\u81f3\u66f4\u957f\u65f6\u95f4&#xff1b;\u540e\u7eed\u7684\u7ef4\u62a4\u6210\u672c\u540c\u6837\u4e0d\u4f4e&#xff0c;\u56e0\u4e3a\u4e1a\u52a1\u89c4\u5219\u5728\u53d8&#xff0c;\u672c\u4f53\u5fc5\u987b\u8ddf\u7740\u53d8\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u540e\u6587\u4f1a\u5f3a\u8c03&#034;\u7ffb\u8bd1\u5b58\u91cf\u6807\u51c6&#034;\u548c&#034;\u642d\u5efa\u53ef\u8fed\u4ee3\u811a\u624b\u67b6&#034;\u8fd9\u4e24\u6761\u52a1\u5b9e\u8def\u5f84\u2014\u2014\u4e0d\u662f\u8981\u7ed5\u5f00\u8fd9\u4e2a\u6210\u672c&#xff0c;\u800c\u662f\u5c3d\u91cf\u628a\u5b83\u63a7\u5236\u5728\u53ef\u627f\u53d7\u7684\u8303\u56f4\u5185\u3002<\/p>\n<h3>\u4e09\u3001\u672c\u4f53\u548c\u8bed\u4e49\u5c42&#xff0c;\u662f\u4ec0\u4e48\u5173\u7cfb<\/h3>\n<p>\u8fd9\u4e24\u4e2a\u8bcd\u7ecf\u5e38\u88ab\u6df7\u7740\u7528&#xff0c;\u4f46\u5b83\u4eec\u7684\u8868\u8fbe\u529b\u662f\u9012\u589e\u7684\u3002<\/p>\n<p>\u8bed\u4e49\u5c42\u89e3\u51b3&#034;\u53e3\u5f84\u7edf\u4e00&#034;\u3002\u5b83\u4f4d\u4e8e\u539f\u59cb\u6570\u636e\u548c\u5e94\u7528\u4e4b\u95f4&#xff0c;\u7edf\u4e00\u4e1a\u52a1\u672f\u8bed\u548c\u6307\u6807\u7684\u5b9a\u4e49&#xff0c;\u786e\u4fdd\u4e0d\u540c\u7cfb\u7edf\u3001\u4e0d\u540c Agent 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LLM \u7684\u5e38\u8bc6\u7406\u89e3\u3002<\/p>\n<p>\u77e5\u8bc6\u56fe\u8c31\u89e3\u51b3&#034;\u6570\u636e\u53ef\u904d\u5386&#034;\u3002\u5b83\u662f\u672c\u4f53\u84dd\u56fe\u586b\u5145\u4e86\u771f\u5b9e\u6570\u636e\u4e4b\u540e\u7684\u5b9e\u4f8b\u5316\u7ed3\u679c&#xff0c;Agent \u5b9e\u9645\u67e5\u8be2\u7684\u5c31\u662f\u5b83\u3002<\/p>\n<p>\u4e09\u8005\u4e0d\u662f\u4e09\u9009\u4e00&#xff0c;\u800c\u662f\u4e00\u4e2a\u8868\u8fbe\u529b\u9012\u589e\u7684\u8fde\u7eed\u4f53\u3002Forrester 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\u9636\u6bb5\u4e0d\u4f1a\u95ee\u7684\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e3a\u4ec0\u4e48\u540c\u4e00\u4e2a\u95ee\u9898&#xff0c;\u6628\u5929\u548c\u4eca\u5929\u7684\u56de\u7b54\u4e0d\u4e00\u6837&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u4ec0\u4e48\u8d22\u52a1\u7cfb\u7edf\u548c\u98ce\u63a7\u7cfb\u7edf\u5bf9&#034;\u9ad8\u98ce\u9669\u5ba2\u6237&#034;\u7684\u5224\u65ad\u4e0d\u540c&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u7b54\u6848\u770b\u8d77\u6765\u5bf9&#xff0c;\u4f46\u548c\u516c\u53f8\u5236\u5ea6\u4e0d\u7b26&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u51fa\u4e86\u9519&#xff0c;\u8c01\u6765\u8d1f\u8d23&#xff0c;\u600e\u4e48\u8ffd\u6eaf&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u4e0d\u662f\u9760\u6362\u66f4\u5f3a\u7684\u6a21\u578b\u80fd\u89e3\u51b3\u7684\u3002\u6a21\u578b\u518d\u5f3a&#xff0c;\u5b83\u4e5f\u4e0d\u77e5\u9053\u4f60\u4eec\u516c\u53f8\u8d22\u52a1\u548c\u98ce\u63a7\u5bf9&#034;\u9ad8\u98ce\u9669&#034;\u7684\u5b9a\u4e49\u4e0d\u4e00\u6837&#xff0c;\u66f4\u4e0d\u77e5\u9053\u54ea\u4e2a\u5b9a\u4e49\u5728\u54ea\u4e2a\u573a\u666f\u4e0b\u6709\u6548\u3002<\/p>\n<p>\u5382\u5546\u53d1\u73b0&#xff0c;\u4e0d\u628a\u8bed\u4e49\u5c42\u548c\u672c\u4f53\u8865\u4e0a&#xff0c;RAG \u5c31\u4ea4\u4ed8\u4e0d\u4e86\u3002\u4ea4\u4ed8\u4e0d\u4e86&#xff0c;\u9879\u76ee\u5c31\u7eed\u4e0d\u4e86\u7ea6\u3002\u6240\u4ee5\u662f\u5382\u5546\u5728\u5377&#xff0c;\u662f\u88ab\u4ea4\u4ed8\u538b\u529b\u903c\u7740\u5377\u3002\u4f01\u4e1a\u5ba2\u6237\u90a3\u8fb9&#xff0c;\u5f88\u591a\u8fd8\u5728&#034;\u4e3a\u4ec0\u4e48\u6211\u7684 RAG \u4e0d\u597d\u7528&#034;\u7684\u9636\u6bb5\u3002<\/p>\n<p>Gartner \u5728 AI \u6cbb\u7406\u6280\u672f\u6210\u719f\u5ea6\u66f2\u7ebf\u4e2d\u9884\u6d4b&#xff0c;\u5230 2026 \u5e74\u524d\u540e&#xff0c;\u5f53 Agent \u8de8\u7cfb\u7edf\u6267\u884c\u4efb\u52a1\u65f6&#xff0c;\u5373\u4f7f\u6bcf\u4e2a\u7cfb\u7edf\u90fd\u7ecf\u8fc7\u4e86\u6388\u6743&#xff0c;\u5982\u679c CRM\u3001\u8d22\u52a1\u3001\u4ea7\u54c1\u5e73\u53f0\u5bf9&#034;\u9ad8\u98ce\u9669\u5ba2\u6237&#034;\u7684\u5b9a\u4e49\u5404\u4e0d\u76f8\u540c&#xff0c;Agent \u4ecd\u7136\u4f1a\u505a\u51fa\u9519\u8bef\u51b3\u7b56\u3002\u6ca1\u6709\u9ed1\u5ba2\u653b\u51fb&#xff0c;\u6ca1\u6709\u6743\u9650\u7ed5\u8fc7&#xff0c;\u6bcf\u4e2a\u5c40\u90e8\u63a7\u5236\u90fd\u6b63\u5e38&#xff0c;\u4f46\u51b3\u7b56\u4f9d\u7136\u662f\u9519\u7684\u3002<\/p>\n<p>IEEE \u53d1\u8868\u8fc7\u4e00\u9879\u7814\u7a76&#xff0c;\u5728\u91d1\u878d\u9886\u57df\u7684\u751f\u4ea7\u73af\u5883\u6d4b\u8bd5\u4e2d&#xff0c;\u5f15\u5165\u6cbb\u7406\u5316\u7684\u4e1a\u52a1\u8bed\u4e49\u5c42\u540e&#xff0c;\u6574\u4f53\u51c6\u786e\u7387\u4ece 29.6% \u63d0\u5347\u5230 95.4%&#xff0c;\u4e1a\u52a1\u89c4\u5219\u4e00\u81f4\u6027\u8fbe\u5230 88.9%\u3002\u8fd9\u9879\u7814\u7a76\u7684\u5173\u952e\u53d1\u73b0\u662f&#xff1a;\u8bb8\u591a\u751f\u4ea7\u6545\u969c\u5e76\u975e\u6e90\u4e8e\u6a21\u578b\u80fd\u529b\u4e0d\u8db3&#xff0c;\u800c\u662f\u6e90\u4e8e\u8bed\u4e49\u6cbb\u7406\u7f3a\u53e3\u2014\u2014\u4e0d\u4e00\u81f4\u7684\u6307\u6807\u5b9a\u4e49\u3001\u6a21\u7cca\u7684\u4e1a\u52a1\u672f\u8bed\u3001\u8106\u5f31\u7684\u6a21\u5f0f\u8026\u5408\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u5382\u5546\u5377\u672c\u4f53\u7684\u76f4\u63a5\u52a8\u56e0&#xff1a;\u8bed\u4e49\u5c42\u548c\u672c\u4f53\u4e0d\u662f RAG \u7684\u9526\u4e0a\u6dfb\u82b1&#xff0c;\u800c\u662f RAG \u4ece POC \u8d70\u5411\u751f\u4ea7\u73af\u5883\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002\u00a0\u4e0d\u8865\u8fd9\u4e00\u5c42&#xff0c;\u4ea4\u4ed8\u5c31\u662f\u4e00\u6b21\u6027\u4e70\u5356\u3002<\/p>\n<h3>\u4e94\u3001AI \u5382\u5546\u600e\u4e48\u5728\u4e24\u7c7b\u4f01\u4e1a\u91cc\u843d\u5730<\/h3>\n<p>\u524d\u9762\u8bf4\u7684\u662f\u4e24\u7c7b\u4f01\u4e1a\u7684\u5236\u5ea6\u5dee\u5f02\u3002\u8fd9\u4e00\u8282\u6362\u4e2a\u89d2\u5ea6&#xff1a;AI \u5382\u5546\u9762\u5bf9\u8fd9\u4e24\u7c7b\u5ba2\u6237&#xff0c;\u5206\u522b\u8be5\u600e\u4e48\u5b9e\u65bd\u3002<\/p>\n<p>\u540c\u4e00\u4e2a\u6280\u672f\u6808&#xff0c;\u5356\u7ed9\u521a\u6027\u5236\u5ea6\u4f01\u4e1a\u548c\u67d4\u6027\u5236\u5ea6\u4f01\u4e1a&#xff0c;\u6253\u6cd5\u5b8c\u5168\u4e0d\u540c\u3002\u786c\u5957\u4e00\u5957\u65b9\u6cd5\u8bba&#xff0c;\u5728\u4e00\u8fb9\u80fd\u8dd1\u901a&#xff0c;\u5728\u53e6\u4e00\u8fb9\u5c31\u4f1a\u5361\u6b7b\u3002<\/p>\n<h4>\u9762\u5bf9\u521a\u6027\u5236\u5ea6\u578b\u4f01\u4e1a&#xff1a;\u505a\u7ffb\u8bd1&#xff0c;\u4e0d\u505a\u7acb\u6cd5<\/h4>\n<p>\u8fd9\u7c7b\u5ba2\u6237\u662f\u592e\u56fd\u4f01\u3001\u5927\u578b\u91d1\u878d\u673a\u6784\u3001\u90e8\u5206\u5916\u8d44\u5728\u534e\u5408\u89c4\u5b9e\u4f53\u3002\u5382\u5546\u6700\u5bb9\u6613\u72af\u7684\u9519\u8bef&#xff0c;\u662f\u5e26\u7740\u4e00\u5957&#034;\u5148\u8fdb\u6cbb\u7406\u7406\u5ff5&#034;\u8fdb\u573a&#xff0c;\u8bd5\u56fe\u5e2e\u5ba2\u6237\u5efa\u7acb\u672c\u4f53\u6cbb\u7406\u59d4\u5458\u4f1a\u3001\u6307\u5b9a\u9996\u5e2d\u6570\u636e\u5b98\u3001\u91cd\u6784\u5b9a\u4e49\u6d41\u7a0b\u3002\u8fd9\u5957\u4e1c\u897f\u5728\u5ba2\u6237\u5185\u90e8\u8d70\u5b8c\u5ba1\u6279&#xff0c;\u53ef\u80fd\u6bd4\u9879\u76ee\u5468\u671f\u8fd8\u957f\u3002<\/p>\n<p>\u6b63\u786e\u7684\u59ff\u52bf\u662f\u627f\u8ba4\u5ba2\u6237\u5df2\u6709\u7684\u5236\u5ea6\u6743\u5a01&#xff0c;\u628a\u81ea\u5df1\u5b9a\u4f4d\u6210\u7ffb\u8bd1\u8005\u3002<\/p>\n<p>1. \u672c\u4f53\u6765\u6e90&#xff1a;\u4ece\u5b58\u91cf\u6807\u51c6\u91cc&#034;\u7ffb\u8bd1&#034;&#xff0c;\u800c\u975e\u91cd\u65b0\u5b9a\u4e49\u3002\u00a0\u5ba2\u6237\u5df2\u7ecf\u6709\u300a\u5408\u540c\u7ba1\u7406\u529e\u6cd5\u300b\u300a\u98ce\u9669\u5206\u7c7b\u6307\u5f15\u300b\u300a\u6570\u636e\u6807\u51c6\u300b&#xff0c;\u8fd9\u4e9b\u6587\u4ef6\u91cc\u5df2\u7ecf\u5b9a\u4e49\u4e86\u6838\u5fc3\u6982\u5ff5\u548c\u53e3\u5f84\u3002\u5382\u5546\u8981\u505a\u7684\u4e0d\u662f\u95ee&#034;\u4f60\u4eec\u89c9\u5f97\u9ad8\u98ce\u9669\u5ba2\u6237\u8be5\u600e\u4e48\u5b9a\u4e49&#034;&#xff0c;\u800c\u662f\u628a\u5df2\u6709\u6587\u4ef6\u91cc\u7684\u5b9a\u4e49\u62bd\u51fa\u6765&#xff0c;\u7ffb\u8bd1\u6210 SHACL \u89c4\u5219\u548c\u672c\u4f53\u7247\u6bb5\u3002\u5ba2\u6237\u4e1a\u52a1\u90e8\u95e8\u53c2\u4e0e\u7684\u65b9\u5f0f\u662f&#034;\u786e\u8ba4\u8fd9\u662f\u4e0d\u662f\u6211\u4eec\u6587\u4ef6\u91cc\u5199\u7684&#034;&#xff0c;\u800c\u4e0d\u662f&#034;\u91cd\u65b0\u8ba8\u8bba\u8be5\u600e\u4e48\u5b9a\u4e49&#034;\u3002<\/p>\n<p>2. \u88c1\u51b3\u673a\u5236&#xff1a;\u8d70\u5ba2\u6237\u5df2\u6709\u7684\u5ba1\u6279\u94fe\u3002\u00a0\u9047\u5230\u5b9a\u4e49\u51b2\u7a81&#xff0c;\u5382\u5546\u4e0d\u8981\u81ea\u5df1\u62cd\u677f&#xff0c;\u4e5f\u4e0d\u8981\u5efa\u8bae\u5ba2\u6237\u65b0\u8bbe\u4e00\u4e2a\u88c1\u51b3\u673a\u6784&#xff0c;\u800c\u662f\u628a\u51b2\u7a81\u6574\u7406\u6e05\u695a&#xff0c;\u5347\u7ea7\u5230\u5ba2\u6237\u5df2\u6709\u7684\u5206\u7ba1\u9886\u5bfc\u5ba1\u6279\u8282\u70b9\u3002\u8fd9\u4e2a\u8282\u70b9\u672c\u6765\u5c31\u6709\u88c1\u51b3\u6743&#xff0c;\u5382\u5546\u8981\u505a\u7684\u662f\u628a&#034;\u6280\u672f\u8bed\u8a00\u7684\u5b9a\u4e49\u51b2\u7a81&#034;\u7ffb\u8bd1\u6210&#034;\u4e1a\u52a1\u8bed\u8a00\u7684\u51b3\u7b56\u9009\u9879&#034;&#xff0c;\u8ba9\u9886\u5bfc\u80fd\u5728\u4e00\u5206\u949f\u4e4b\u5185\u505a\u5224\u65ad\u3002<\/p>\n<p>3. \u7ef4\u62a4\u89d2\u8272&#xff1a;\u5bc4\u751f\u5728\u5ba2\u6237\u4fe1\u606f\u5316\u6216\u6807\u51c6\u5316\u90e8\u95e8\u3002\u00a0\u4e0d\u8981\u6c42\u5ba2\u6237\u65b0\u8bbe\u5c97\u4f4d&#xff0c;\u800c\u662f\u628a\u672c\u4f53\u7ef4\u62a4\u7684\u804c\u8d23\u5d4c\u5165\u4ed6\u4eec\u5df2\u6709\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002\u4fe1\u606f\u5316\u90e8\u95e8\u672c\u6765\u5c31\u5728\u505a\u7cfb\u7edf\u914d\u7f6e&#xff0c;\u6807\u51c6\u5316\u90e8\u95e8\u672c\u6765\u5c31\u5728\u7ba1\u4f01\u4e1a\u6807\u51c6&#xff0c;\u672c\u4f53\u7ef4\u62a4\u662f\u4ed6\u4eec\u73b0\u6709\u804c\u8d23\u7684\u81ea\u7136\u5ef6\u4f38\u3002<\/p>\n<p>4. \u63a8\u8fdb\u8282\u594f&#xff1a;\u4ece\u5355\u573a\u666f\u5207\u5165&#xff0c;\u5148\u51fa\u6548\u679c\u518d\u8c08\u6cbb\u7406\u3002\u00a0\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u8c08&#034;\u5168\u4f01\u4e1a\u8bed\u4e49\u5c42&#034;&#xff0c;\u800c\u662f\u9009\u4e00\u4e2a\u9ad8\u4ef7\u503c\u3001\u8fb9\u754c\u6e05\u6670\u7684\u573a\u666f\u2014\u2014\u6bd4\u5982\u5408\u540c\u5408\u89c4\u5ba1\u67e5\u2014\u2014\u5148\u505a\u51fa\u6765\u3002\u6548\u679c\u51fa\u6765\u4e86&#xff0c;\u5ba2\u6237\u5185\u90e8\u81ea\u7136\u6709\u4eba\u613f\u610f\u63a8\u52a8\u8de8\u573a\u666f\u590d\u7528\u3002\u7ec4\u7ec7\u53d8\u9769\u653e\u5728\u6700\u540e&#xff0c;\u800c\u4e0d\u662f\u6700\u524d\u3002<\/p>\n<p>\u5382\u5546\u5728\u8fd9\u7c7b\u5ba2\u6237\u91cc\u7684\u6838\u5fc3\u80fd\u529b&#xff0c;\u4e0d\u662f\u672c\u4f53\u5efa\u6a21\u80fd\u529b&#xff0c;\u662f&#034;\u628a\u6280\u672f\u6982\u5ff5\u7ffb\u8bd1\u6210\u5ba2\u6237\u5236\u5ea6\u8bed\u8a00&#034;\u7684\u80fd\u529b\u3002\u8c01\u80fd\u628a SHACL \u89c4\u5219\u89e3\u91ca\u6210\u300a\u5408\u540c\u7ba1\u7406\u529e\u6cd5\u300b\u7b2c X \u6761\u7684\u673a\u5668\u5316\u8868\u8fbe&#xff0c;\u8c01\u5c31\u80fd\u62ff\u5230\u7eed\u7ea6\u3002<\/p>\n<h4>\u9762\u5bf9\u67d4\u6027\u5236\u5ea6\u578b\u4f01\u4e1a&#xff1a;\u505a\u811a\u624b\u67b6&#xff0c;\u4e0d\u505a\u88c1\u5224<\/h4>\n<p>\u8fd9\u7c7b\u5ba2\u6237\u662f\u4e92\u8054\u7f51\u516c\u53f8\u3001\u521b\u4e1a\u671f\u4f01\u4e1a\u3001\u90e8\u5206\u5e02\u573a\u5316\u7a0b\u5ea6\u9ad8\u7684\u6c11\u4f01\u3002\u5382\u5546\u6700\u5bb9\u6613\u72af\u7684\u9519\u8bef&#xff0c;\u662f\u8bd5\u56fe\u5e2e\u5ba2\u6237\u5efa\u7acb&#034;\u7edf\u4e00\u7684\u3001\u6743\u5a01\u7684&#034;\u672c\u4f53\u2014\u2014\u7ed3\u679c\u672c\u4f53\u521a\u5efa\u597d&#xff0c;\u4e1a\u52a1\u5b9a\u4e49\u5df2\u7ecf\u53d8\u4e86\u4e09\u8f6e\u3002<\/p>\n<p>\u6b63\u786e\u7684\u59ff\u52bf\u662f\u4e0d\u8ffd\u6c42\u6743\u5a01\u6027&#xff0c;\u8ffd\u6c42\u53ef\u7248\u672c\u5316\u3001\u53ef\u56de\u6eda\u3001\u53ef\u5c40\u90e8\u751f\u6548\u3002<\/p>\n<p>1. \u672c\u4f53\u6765\u6e90&#xff1a;\u4ece\u4e1a\u52a1\u5b9e\u9645\u8fd0\u884c\u4e2d\u957f\u51fa\u6765&#xff0c;\u4e0d\u4ece\u6807\u51c6\u6587\u4ef6\u91cc\u6284\u3002\u00a0\u8fd9\u7c7b\u5ba2\u6237\u5f80\u5f80\u6ca1\u6709\u6210\u719f\u7684\u5b58\u91cf\u6807\u51c6&#xff0c;\u6216\u8005\u6709\u4f46\u6ca1\u6267\u884c\u3002\u5382\u5546\u8981\u505a\u7684\u662f\u63a5\u5165\u5ba2\u6237\u4e1a\u52a1\u7cfb\u7edf&#xff0c;\u89c2\u5bdf\u4ed6\u4eec\u5b9e\u9645\u5728\u7528\u4ec0\u4e48\u6982\u5ff5\u3001\u4ec0\u4e48\u53e3\u5f84&#xff0c;\u628a\u8fd9\u4e9b&#034;\u6b63\u5728\u7528\u7684\u5b9a\u4e49&#034;\u62bd\u51fa\u6765&#xff0c;\u800c\u4e0d\u662f\u95ee\u4ed6\u4eec&#034;\u5e94\u8be5\u7528\u4ec0\u4e48\u5b9a\u4e49&#034;\u3002<\/p>\n<p>2. \u88c1\u51b3\u673a\u5236&#xff1a;\u7528\u7248\u672c\u63a7\u5236\u66ff\u4ee3\u5ba1\u6279\u94fe\u3002\u00a0\u4e0d\u8ffd\u6c42\u5168\u4f01\u4e1a\u7edf\u4e00&#xff0c;\u5141\u8bb8\u8d22\u52a1\u7684&#034;\u9ad8\u98ce\u9669\u5ba2\u6237&#034;\u548c\u98ce\u63a7\u7684&#034;\u9ad8\u98ce\u9669\u5ba2\u6237&#034;\u4e0d\u540c&#xff0c;\u53ea\u8981\u5728\u5404\u81ea\u573a\u666f\u4e0b\u751f\u6548\u3002Agent \u8c03\u7528\u65f6\u660e\u786e\u6307\u5b9a\u4f7f\u7528\u54ea\u4e2a\u7248\u672c&#xff0c;\u51b2\u7a81\u7531\u6570\u636e\u5e73\u53f0\u56e2\u961f\u534f\u8c03&#xff0c;\u800c\u4e0d\u662f\u5347\u7ea7\u5230\u67d0\u4e2a\u9886\u5bfc\u3002Thoughtworks \u7684\u5206\u6790\u6307\u51fa&#xff0c;\u8bed\u4e49\u5c42\u548c\u672c\u4f53\u7684\u6cbb\u7406\u9996\u5148\u662f\u4e00\u4e2a\u7ec4\u7ec7\u8bbe\u8ba1\u95ee\u9898&#xff0c;\u9700\u8981\u6709\u4eba\u5bf9\u5b9a\u4e49\u7684\u51c6\u786e\u6027\u8d1f\u8d23&#xff0c;\u6709\u5b9a\u671f\u5bf9\u9f50\u673a\u5236\u548c\u51b2\u7a81\u89e3\u51b3\u6d41\u7a0b\u3002<\/p>\n<p>3. \u7ef4\u62a4\u89d2\u8272&#xff1a;\u7531\u6570\u636e\u5e73\u53f0\u6216\u5e73\u53f0\u5de5\u7a0b\u56e2\u961f\u517c\u7ba1\u3002\u00a0\u4e0d\u9700\u8981\u4e13\u804c\u672c\u4f53\u7ef4\u62a4\u8005&#xff0c;\u4ed6\u4eec\u7684\u804c\u8d23\u4e0d\u662f\u88c1\u51b3\u5b9a\u4e49&#xff0c;\u800c\u662f\u4fdd\u8bc1\u672c\u4f53\u53d8\u66f4\u7684\u53ef\u8ffd\u6eaf\u6027\u548c\u53ef\u56de\u6eda\u6027\u3002Alation \u7684\u7814\u7a76\u6307\u51fa&#xff0c;\u672c\u4f53\u9700\u8981&#034;\u6d3b\u8dc3\u7684\u6cbb\u7406\u57fa\u7840\u8bbe\u65bd&#034;\u6765\u9632\u6b62\u8870\u51cf\u2014\u2014\u8bed\u4e49\u5c42\u4f1a\u56e0\u6307\u6807\u5b9a\u4e49\u53d8\u5316\u800c\u6f02\u79fb&#xff0c;\u672c\u4f53\u4e5f\u4f1a\u56e0\u4e1a\u52a1\u6d41\u7a0b\u6f14\u53d8\u800c\u8fc7\u65f6\u3002<\/p>\n<p>4. \u63a8\u8fdb\u8282\u594f&#xff1a;\u5148\u7528\u8d77\u6765&#xff0c;\u518d\u8fed\u4ee3\u3002\u00a0\u5148\u8ba9 Agent \u8dd1\u8d77\u6765&#xff0c;\u6839\u636e\u5b9e\u9645\u8c03\u7528\u4e2d\u7684\u51b2\u7a81\u548c\u7f3a\u5931\u8fed\u4ee3\u672c\u4f53\u3002\u672c\u4f53\u662f&#034;\u957f\u51fa\u6765\u7684&#034;&#xff0c;\u4e0d\u662f&#034;\u8bbe\u8ba1\u51fa\u6765\u7684&#034;\u3002Atlan \u7684\u5b9e\u8df5\u8868\u660e&#xff0c;\u6700\u52a1\u5b9e\u7684\u8def\u5f84\u662f&#xff1a;\u5148\u5efa\u8bed\u4e49\u5c42\u89e3\u51b3\u6307\u6807\u4e00\u81f4\u6027&#xff0c;\u518d\u6839\u636e AI \u7528\u4f8b\u9700\u6c42\u9010\u6b65\u6dfb\u52a0\u672c\u4f53\u80fd\u529b\u3002<\/p>\n<p>\u5382\u5546\u5728\u8fd9\u7c7b\u5ba2\u6237\u91cc\u7684\u6838\u5fc3\u80fd\u529b&#xff0c;\u4e0d\u662f\u6cbb\u7406\u8bbe\u8ba1\u80fd\u529b&#xff0c;\u662f&#034;\u5feb\u901f\u642d\u5efa\u53ef\u8fed\u4ee3\u811a\u624b\u67b6&#034;\u7684\u80fd\u529b\u3002\u8c01\u80fd\u7528\u6700\u4f4e\u7684\u7ef4\u62a4\u6210\u672c\u8ba9\u672c\u4f53\u8ddf\u7740\u4e1a\u52a1\u4e00\u8d77\u53d8&#xff0c;\u8c01\u5c31\u80fd\u7559\u4f4f\u5ba2\u6237\u3002<\/p>\n<h4>\u4e24\u7c7b\u5ba2\u6237\u7684\u5b9e\u65bd\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u7ef4\u5ea6\u9762\u5bf9\u521a\u6027\u5236\u5ea6\u578b\u4f01\u4e1a\u9762\u5bf9\u67d4\u6027\u5236\u5ea6\u578b\u4f01\u4e1a<\/tr>\n<tbody>\n<tr>\n<td>\u5382\u5546\u5b9a\u4f4d<\/td>\n<td>\u7ffb\u8bd1\u8005&#xff08;\u7ffb\u8bd1\u5b58\u91cf\u6807\u51c6&#xff09;<\/td>\n<td>\u811a\u624b\u67b6\u642d\u5efa\u8005&#xff08;\u652f\u6491\u5feb\u901f\u8fed\u4ee3&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u672c\u4f53\u6765\u6e90<\/td>\n<td>\u5ba2\u6237\u5df2\u6709\u7ba1\u7406\u529e\u6cd5\u3001\u4f01\u4e1a\u6807\u51c6<\/td>\n<td>\u5ba2\u6237\u4e1a\u52a1\u7cfb\u7edf\u5b9e\u9645\u8fd0\u884c\u4e2d\u7684\u6982\u5ff5<\/td>\n<\/tr>\n<tr>\n<td>\u88c1\u51b3\u673a\u5236<\/td>\n<td>\u8d70\u5ba2\u6237\u5df2\u6709\u5ba1\u6279\u8282\u70b9<\/td>\n<td>\u7248\u672c\u63a7\u5236 &#043; \u5c40\u90e8\u751f\u6548<\/td>\n<\/tr>\n<tr>\n<td>\u7ef4\u62a4\u89d2\u8272<\/td>\n<td>\u5bc4\u751f\u5728\u5ba2\u6237\u4fe1\u606f\u5316\/\u6807\u51c6\u5316\u90e8\u95e8<\/td>\n<td>\u7531\u5ba2\u6237\u6570\u636e\u5e73\u53f0\/\u5e73\u53f0\u5de5\u7a0b\u56e2\u961f\u517c\u7ba1<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u8fdb\u8282\u594f<\/td>\n<td>\u5355\u573a\u666f\u8bd5\u70b9 \u2192 \u6c89\u6dc0 \u2192 \u8de8\u573a\u666f\u590d\u7528<\/td>\n<td>\u5148\u7528\u8d77\u6765 \u2192 \u8fed\u4ee3 \u2192 \u6536\u655b<\/td>\n<\/tr>\n<tr>\n<td>\u7ec4\u7ec7\u53d8\u9769<\/td>\n<td>\u653e\u5728\u6700\u540e&#xff0c;\u4e0d\u4e3b\u52a8\u63a8\u52a8<\/td>\n<td>\u4e0d\u9700\u8981<\/td>\n<\/tr>\n<tr>\n<td>\u5382\u5546\u6838\u5fc3\u80fd\u529b<\/td>\n<td>\u6280\u672f\u6982\u5ff5 \u2192 \u5236\u5ea6\u8bed\u8a00\u7684\u7ffb\u8bd1\u80fd\u529b<\/td>\n<td>\u4f4e\u7ef4\u62a4\u6210\u672c\u7684\u53ef\u8fed\u4ee3\u811a\u624b\u67b6\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u6838\u5fc3\u98ce\u9669<\/td>\n<td>\u5ba2\u6237\u5b58\u91cf\u6807\u51c6\u4e0d\u6210\u719f&#xff0c;\u672c\u4f53\u5931\u53bb\u5bc4\u751f\u5bf9\u8c61<\/td>\n<td>\u5c40\u90e8\u4e0d\u4e00\u81f4\u8513\u5ef6&#xff0c;Agent 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