{"id":10021428,"date":"2026-08-14T13:35:35","date_gmt":"2026-08-14T05:35:35","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021428"},"modified":"2026-08-14T13:35:35","modified_gmt":"2026-08-14T05:35:35","slug":"%e5%be%97%e7%89%a9%e7%9f%a5%e8%af%86%e9%97%ae%e7%ad%94%ef%bc%9a%e5%a4%8d%e5%90%88%e6%a3%80%e7%b4%a2-agent-%e7%9a%84%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021428","title":{"rendered":"\u5f97\u7269\u77e5\u8bc6\u95ee\u7b54\uff1a\u590d\u5408\u68c0\u7d22 Agent \u7684\u7cfb\u7edf\u8bbe\u8ba1\u5b9e\u8df5"},"content":{"rendered":"<h2>\u4e00\u3001AgentScope 2.0\uff1aHarness Agent 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\u51b3\u5b9a\u8c03\u7528\u591a\u4e2a\u5de5\u5177\u65f6\uff0c\u6846\u67b6\u81ea\u52a8\u5e76\u884c\u6267\u884c\uff0c\u800c\u975e\u4e32\u884c\u7b49\u5f85\u3002\u8fd9\u8ba9&#8221;\u591a\u5de5\u5177 + \u591a\u53d8\u4f53&#8221;\u5e76\u884c\u68c0\u7d22\u6210\u4e3a\u53ef\u80fd\u3002<\/li>\n<\/ul>\n<h3>\u57fa\u4e8e\u6846\u67b6\u80fd\u529b\u6784\u5efa\u7684\u590d\u5408\u68c0\u7d22\u6d41\u7a0b<\/h3>\n<p><strong>\u6d41\u7a0b\u6982\u89c8\uff1a<\/strong> Agent \u901a\u8fc7 ReAct \u5faa\u73af\u5b9e\u73b0\u591a\u8f6e\u81ea\u4e3b\u51b3\u7b56\uff0c\u6bcf\u4e00\u8f6e\u90fd\u662f&#8221;\u641c\u7d22 \u2192 \u8bc4\u4f30 \u2192 \u51b3\u7b56&#8221;\u7684\u95ed\u73af\u3002<\/p>\n<ul>\n<li><strong>\u591a\u6e90\u5e76\u884c\u68c0\u7d22\uff1a<\/strong> Agent 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\u4f01\u4e1a\u77e5\u8bc6\u5e93\u2014\u2014\u4ea7\u54c1\u6587\u6863\u3001\u6d41\u7a0b\u89c4\u8303\u3001FAQ \u7b49\uff0c\u6309\u4e1a\u52a1\u9886\u57df\u6216\u90e8\u95e8\u5212\u5206\uff0c\u7531\u7ba1\u7406\u5458\u7edf\u4e00\u7ef4\u62a4\u3002<\/li>\n<li><strong>\u4e2a\u4eba\u7ebf\uff1a<\/strong> \u98de\u4e66\u751f\u6001\u6570\u636e\u2014\u2014\u7528\u6237\u52fe\u9009\u98de\u4e66\u6d88\u606f\u3001\u98de\u4e66\u6587\u6863\u3001\u98de\u4e66\u5999\u8bb0\u65f6\uff0cAgent \u68c0\u7d22\u7684\u662f\u8be5\u7528\u6237\u4e2a\u4eba\u53ef\u89c1\u7684\u6570\u636e\uff0c\u7531\u98de\u4e66\u81ea\u8eab\u7684\u6743\u9650\u4f53\u7cfb\u63a7\u5236\u3002<\/li>\n<\/ul>\n<p>\u4e24\u6761\u7ebf\u5728\u540c\u4e00\u8f6e\u5bf9\u8bdd\u4e2d\u53ef\u4ee5\u540c\u65f6\u6fc0\u6d3b\u2014\u2014\u7528\u6237\u95ee&#8221;SSO \u63a5\u5165\u6d41\u7a0b&#8221;\uff0cAgent \u53ef\u80fd\u4ece\u77e5\u8bc6\u5e93\u62ff\u5b98\u65b9\u6587\u6863\u3001\u4ece\u7528\u6237\u6240\u5728\u6280\u672f\u7fa4\u62ff\u6700\u65b0\u8ba8\u8bba\u3001\u4ece\u56e2\u961f\u5468\u4f1a\u5999\u8bb0\u62ff\u76f8\u5173\u51b3\u7b56\u3002\u77e5\u8bc6\u5e93\u63d0\u4f9b\u6743\u5a01\u6027\u548c\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u57fa\u5ea7\uff0c\u4e2a\u4eba\u6570\u636e\u63d0\u4f9b\u5b9e\u65f6\u6027\u548c\u4e0a\u4e0b\u6587\u5173\u8054\u7684\u8865\u5168\u2014\u2014\u8fd9\u662f\u4ea7\u54c1\u6700\u6838\u5fc3\u7684\u4ef7\u503c\u5dee\u5f02\u3002<\/p>\n<h2>\u4e8c\u3001Agent \u81ea\u4e3b\u51b3\u7b56\u7684\u590d\u5408\u68c0\u7d22\u67b6\u6784<\/h2>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048154236\" alt=\"\" title=\"\"><\/p>\n<h3>\u591a\u6e90\u5e76\u884c\u68c0\u7d22\u80fd\u529b<\/h3>\n<p>Agent \u53ef\u7528\u7684\u5de5\u5177\u8986\u76d6\u77e5\u8bc6\u5e93\u6570\u636e\u6e90 + \u4e09\u7c7b\u4e2a\u4eba\u98de\u4e66\u6570\u636e\u6e90\uff0c\u5168\u90e8\u6839\u636e\u7528\u6237\u7684\u524d\u7aef\u52fe\u9009\u548c\u6743\u9650\u52a8\u6001\u6fc0\u6d3b\u3002Agent \u81ea\u4e3b\u5224\u65ad\u4f55\u65f6\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\uff0c\u6574\u4e2a\u8fc7\u7a0b\u5bf9\u7528\u6237\u900f\u660e\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048154237\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p><strong>\u6743\u9650\u9694\u79bb\u7684\u4e24\u4e2a\u5c42\u9762\uff1a<\/strong> \u77e5\u8bc6\u5e93\u5c42\u6309\u4e1a\u52a1\u9886\u57df\u6216\u90e8\u95e8\u5212\u5206\uff0c\u4e0d\u540c\u7528\u6237\u62e5\u6709\u4e0d\u540c\u7684\u53ef\u8bbf\u95ee\u77e5\u8bc6\u5e93\u5217\u8868\uff1b\u98de\u4e66\u751f\u6001\u5c42\u901a\u8fc7 UserCallContext \u6ce8\u5165\u7528\u6237\u7684\u98de\u4e66 openId\uff0cAPI \u6309\u5f53\u524d\u7528\u6237\u7684\u8eab\u4efd\u8fd4\u56de\u6570\u636e\u3002\u540c\u4e00\u4e2a\u95ee\u9898\uff0c\u4e0d\u540c\u7528\u6237\u770b\u5230\u7684\u7ed3\u679c\u662f\u4e0d\u540c\u7684\u3002<\/p>\n<p><strong>\u5e76\u884c\u8c03\u7528\u7684\u6280\u672f\u5b9e\u73b0\uff1a<\/strong> \u5f53 Agent \u5728\u4e00\u6b21\u63a8\u7406\u4e2d\u51b3\u5b9a\u8c03\u7528\u591a\u4e2a\u5de5\u5177\u65f6\uff0c\u6846\u67b6\u81ea\u52a8\u5e76\u884c\u6267\u884c\uff0c\u7531 AgentScope \u7684 Toolkit.parallel(true) + Java 21 Virtual Thread \u652f\u6491\u3002\u5de5\u5177\u8c03\u7528\u662f I\/O \u5bc6\u96c6\u578b\u7684\uff08HTTP \u8bf7\u6c42\u5230\u77e5\u8bc6\u7ba1\u7406\u5e73\u53f0\u548c\u98de\u4e66 API\uff09\uff0c\u865a\u62df\u7ebf\u7a0b\u5728 I\/O \u963b\u585e\u65f6\u81ea\u52a8\u91ca\u653e\u5e95\u5c42\u5e73\u53f0\u7ebf\u7a0b\u3002<\/p>\n<h3>\u81ea\u4e3b\u51b3\u7b56\u80fd\u529b<\/h3>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048154238\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u4f20\u7edf RAG \u7684\u6d41\u7a0b\u662f\u5355\u5411\u7684\uff1a\u7528\u6237\u63d0\u95ee \u2192 \u5411\u91cf\u68c0\u7d22 \u2192 \u62fc\u63a5\u4e0a\u4e0b\u6587 \u2192 \u751f\u6210\u56de\u7b54\u3002Agent \u5728\u8fd9\u4e2a\u6d41\u7a0b\u91cc\u662f\u88ab\u52a8\u7684\u2014\u2014\u68c0\u7d22\u5230\u4ec0\u4e48\u5c31\u7528\u4ec0\u4e48\uff0c\u65e0\u6cd5\u5224\u65ad\u4fe1\u606f\u662f\u5426\u5145\u5206\uff0c\u4e5f\u4e0d\u4f1a\u4e3b\u52a8\u8865\u5145\u68c0\u7d22\u3002 <\/p>\n<p>\u6211\u4eec\u7684\u6d41\u7a0b\u5b8c\u5168\u4e0d\u540c\uff0c\u6838\u5fc3\u5728\u4e8e\u4e24\u4e2a\u5173\u952e\u51b3\u7b56\u70b9\uff1a<strong>\u5224\u65adAgent \u5982\u4f55\u8bc4\u4f30\u68c0\u7d22\u7ed3\u679c\u662f\u5426\u5145\u5206\uff1f<\/strong><\/p>\n<p>Agent \u62ff\u5230\u7b2c\u4e00\u8f6e\u68c0\u7d22\u7ed3\u679c\u540e\uff0c\u4f1a\u57fa\u4e8e\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u4e2d\u7684\u7b56\u7565\u8fdb\u884c\u591a\u7ef4\u5ea6\u8bc4\u4f30\uff1a<\/p>\n<ul>\n<li><strong>\u76f8\u5173\u6027\u5224\u65ad\uff1a<\/strong> \u68c0\u7d22\u7ed3\u679c\u662f\u5426\u76f4\u63a5\u56de\u7b54\u4e86\u7528\u6237\u95ee\u9898\uff1f\u8fd8\u662f\u53ea\u662f&#8221;\u8bcd\u50cf\u4f46\u610f\u601d\u4e0d\u5bf9&#8221;\uff1f<\/li>\n<li><strong>\u5b8c\u6574\u6027\u5224\u65ad\uff1a<\/strong> \u5173\u952e\u4fe1\u606f\u662f\u5426\u9f50\u5168\uff1f\u6bd4\u5982\u7528\u6237\u95ee&#8221;SSO \u63a5\u5165\u6d41\u7a0b&#8221;\uff0c\u662f\u5426\u5305\u542b\u4e86\u914d\u7f6e\u6b65\u9aa4\u3001\u6743\u9650\u7533\u8bf7\u3001\u6d4b\u8bd5\u65b9\u6cd5\u7b49\u5fc5\u8981\u73af\u8282\uff1f<\/li>\n<li><strong>\u65f6\u6548\u6027\u5224\u65ad\uff1a<\/strong> \u6587\u6863\u662f\u5426\u662f\u6700\u65b0\u7248\u672c\uff1f\u662f\u5426\u6709\u66f4\u65b0\u7684\u7248\u672c\u5728\u5176\u4ed6\u6570\u636e\u6e90\u4e2d\uff1f<\/li>\n<\/ul>\n<p>\u5982\u679c\u8bc4\u4f30\u7ed3\u679c\u662f&#8221;\u4fe1\u606f\u4e0d\u8db3&#8221;\uff0cAgent \u4e0d\u4f1a\u76f2\u76ee\u91cd\u8bd5\uff0c\u800c\u662f\u6839\u636e\u5224\u65ad\u7ed3\u679c\u9009\u62e9\u4e0b\u4e00\u6b65\u7b56\u7565\u3002<\/p>\n<p><strong>\u6316\u6398\uff1aAgent \u5982\u4f55\u51b3\u5b9a\u6df1\u6316\u65b9\u5411\uff1f<\/strong><\/p>\n<p>\u57fa\u4e8e\u5224\u65ad\u7ed3\u679c\uff0cAgent \u6709\u4e09\u79cd\u6316\u6398\u7b56\u7565\uff1a<\/p>\n<ul>\n<li><strong>\u7cbe\u8bfb\u5168\u6587\uff1a<\/strong> \u5982\u679c\u641c\u7d22\u7ed3\u679c\u4e2d\u6709\u9ad8\u4ef7\u503c\u6587\u6863\u7684\u7247\u6bb5\uff0c\u4f46\u4fe1\u606f\u4e0d\u5b8c\u6574\uff0cAgent \u4f1a\u8c03\u7528 get_document_content \u5de5\u5177\u62c9\u53d6\u5b8c\u6574\u6587\u6863\u3002\u6bd4\u5982\u4ece\u77e5\u8bc6\u5e93\u68c0\u7d22\u5230&#8221;SSO \u63a5\u5165\u6307\u5357&#8221;\u7684\u6458\u8981\uff0c\u4f46\u7f3a\u5c11\u5177\u4f53\u7684\u914d\u7f6e\u53c2\u6570\uff0cAgent \u4f1a\u7cbe\u8bfb\u5168\u6587\u83b7\u53d6\u5b8c\u6574\u4fe1\u606f\u3002<\/li>\n<li><strong>\u8865\u5145\u68c0\u7d22\uff1a<\/strong> \u5982\u679c\u5f53\u524d\u6570\u636e\u6e90\u7684\u4fe1\u606f\u4e0d\u591f\uff0cAgent \u4f1a\u8c03\u6574\u67e5\u8be2\u7b56\u7565\uff0c\u5c1d\u8bd5\u5176\u4ed6\u6570\u636e\u6e90\u3002\u6bd4\u5982\u77e5\u8bc6\u5e93\u6ca1\u6709\u6700\u65b0\u8ba8\u8bba\uff0cAgent \u4f1a\u8f6c\u5411\u98de\u4e66\u6d88\u606f\u6216\u5999\u8bb0\u641c\u7d22\u3002<\/li>\n<li><strong>\u4ea4\u53c9\u9a8c\u8bc1\uff1a<\/strong> \u5982\u679c\u591a\u4e2a\u6570\u636e\u6e90\u8fd4\u56de\u4e86\u51b2\u7a81\u4fe1\u606f\uff0cAgent \u4f1a\u6839\u636e\u6765\u6e90\u6743\u5a01\u6027\u8fdb\u884c\u4f18\u5148\u7ea7\u6392\u5e8f\u2014\u2014\u5b98\u65b9\u6587\u6863 &gt; \u98de\u4e66\u6587\u6863 &gt; \u6d88\u606f\/\u5999\u8bb0\uff0c\u5e76\u5728\u56de\u7b54\u4e2d\u660e\u786e\u6307\u51fa\u51b2\u7a81\u548c\u5efa\u8bae\u91c7\u4fe1\u7684\u6765\u6e90\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u6d41\u7a0b\u7684\u6838\u5fc3\u662f <strong>Agent \u7684\u51b3\u7b56\u6743<\/strong> \u2014\u2014\u6bcf\u4e00\u8f6e\u90fd\u662f&#8221;\u641c\u7d22 \u2192 \u8bc4\u4f30 \u2192 \u51b3\u7b56&#8221;\uff0c\u800c\u4e0d\u662f\u9884\u8bbe\u7684\u56fa\u5b9a\u8def\u5f84\u3002Agent \u51b3\u5b9a\u7528\u54ea\u4e9b\u5de5\u5177\u3001\u641c\u51e0\u6b21\u3001\u662f\u5426\u9700\u8981\u7cbe\u8bfb\u3001\u4ec0\u4e48\u65f6\u5019\u505c\u6b62\u3002<\/p>\n<h4>\u51b3\u7b56\u4f9d\u636e\uff1a\u7ed3\u6784\u5316\u63d0\u793a\u8bcd + Middleware \u515c\u5e95<\/h4>\n<p>Agent \u505a\u51b3\u7b56\u7684\u4f9d\u636e\u6765\u81ea\u6211\u4eec\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u4e2d\u7684\u7b56\u7565\u5f15\u5bfc\u2014\u2014&#8221;\u77e5\u8bc6\u5e93\u6743\u5a01\u6027\u66f4\u9ad8\uff0c\u4f18\u5148\u4f7f\u7528&#8221;\u3001&#8221;\u98de\u4e66\u6587\u6863\u68c0\u7d22\u8303\u56f4\u66f4\u5e7f\uff0c\u6743\u5a01\u6027\u4e00\u822c&#8221;\u2014\u2014\u8fd9\u4e9b\u662f\u4f18\u5148\u7ea7\u63d0\u793a\uff0c\u5e2e\u52a9 Agent \u5224\u65ad\u4e0d\u540c\u6765\u6e90\u7684\u7279\u6027\u3002\u4f46\u6700\u7ec8\u9009\u54ea\u4e9b\u5de5\u5177\u3001\u600e\u4e48\u7ec4\u5408\u3001\u54ea\u4e00\u8f6e\u505a\u4ec0\u4e48\uff0c\u7531 LLM \u5728\u63d0\u793a\u8bcd\u7684\u7b56\u7565\u6846\u67b6\u5185\u81ea\u4e3b\u51b3\u5b9a\u3002\u7528\u6237\u4e0d\u9700\u8981\u544a\u8bc9 Agent&#8221;\u4f60\u53bb\u67e5\u98de\u4e66\u6587\u6863&#8221;\uff0cAgent \u81ea\u5df1\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8be5\u67e5\u3002<\/p>\n<p>\u6211\u4eec\u5728 AGENTS.md \u4e2d\u8bbe\u8ba1\u4e86\u4e00\u5957\u7ed3\u6784\u5316\u7684 Agent \u63d0\u793a\u8bcd\uff0c\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u6307\u4ee4\u5217\u8868\uff0c\u800c\u662f\u4e00\u4e2a\u5b8c\u6574\u7684<strong>\u51b3\u7b56\u6d41\u7a0b\u56fe\uff1a<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048154239\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u8fd9\u5957\u63d0\u793a\u8bcd\u7684\u8bbe\u8ba1\u7cbe\u9ad3\u5728\u4e8e\uff1a<strong>\u5b83\u4e0d\u662f\u544a\u8bc9 Agent \u600e\u4e48\u505a\uff0c\u800c\u662f\u544a\u8bc9 Agent \u505a\u4ec0\u4e48\u548c\u4e3a\u4ec0\u4e48\u3002<\/strong> Agent \u5728 ReAct \u5faa\u73af\u4e2d\u81ea\u4e3b\u51b3\u5b9a\u5177\u4f53\u7684\u6267\u884c\u7ec6\u8282\u2014\u2014\u7528\u54ea\u4e9b\u5de5\u5177\u3001\u641c\u51e0\u6b21\u3001\u662f\u5426\u9700\u8981\u7cbe\u8bfb\u3001\u4ec0\u4e48\u65f6\u5019\u505c\u6b62\u3002<\/p>\n<p>\u540c\u65f6\uff0cHarnessAgent \u7684\u4e2d\u95f4\u4ef6\u673a\u5236\u5141\u8bb8\u5728 ReAct \u5faa\u73af\u7684\u5173\u952e\u65f6\u673a\u63d2\u5165\u81ea\u5b9a\u4e49\u903b\u8f91\u3002\u6211\u4eec\u5728 onActing \u94a9\u5b50\u4e2d\u5b9e\u73b0\u4e09\u9636\u6bb5\u8d28\u91cf\u8fc7\u6ee4\uff08FastPass \u2192 Reranker \u2192 LLM Grading\uff09\uff0c\u5f53\u77e5\u8bc6\u5e93\u68c0\u7d22\u5de5\u5177\u6267\u884c\u5b8c\u6210\u3001\u7ed3\u679c\u5373\u5c06\u8fd4\u56de\u7ed9\u5927\u6a21\u578b\u65f6\uff0c\u4e2d\u95f4\u4ef6\u62e6\u622a\u7ed3\u679c\u8fdb\u884c\u8fc7\u6ee4\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5bf9 Agent \u5b8c\u5168\u900f\u660e\u2014\u2014Agent \u770b\u5230\u7684\u59cb\u7ec8\u662f\u8fc7\u6ee4\u540e\u7684\u9ad8\u8d28\u91cf\u7ed3\u679c\u3002<\/p>\n<p><strong>\u8fd9\u79cd\u8bbe\u8ba1\u7684\u4f18\u52bf\u5728\u4e8e\uff1a\u5173\u6ce8\u70b9\u5206\u79bb\u3002<\/strong> \u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u8d1f\u8d23&#8221;\u505a\u4ec0\u4e48&#8221;\uff08\u7b56\u7565\u6846\u67b6\uff09\uff0cMiddleware \u8d1f\u8d23&#8221;\u505a\u5f97\u597d&#8221;\uff08\u8d28\u91cf\u4fdd\u969c\uff09\uff0cReAct \u5faa\u73af\u8d1f\u8d23&#8221;\u600e\u4e48\u505a&#8221;\uff08\u6267\u884c\u6d41\u7a0b\uff09\u3002\u4e09\u8005\u5404\u53f8\u5176\u804c\uff0c\u4e92\u4e0d\u4fb5\u5165\u3002<\/p>\n<p>\u6211\u4eec\u6ca1\u6709\u4fee\u6539 AgentScope \u7684 ReAct \u5faa\u73af\u4ee3\u7801\uff0c\u800c\u662f\u901a\u8fc7\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u548c\u4e2d\u95f4\u4ef6\uff0c\u5728\u5faa\u73af\u7684\u5173\u952e\u8282\u70b9\u6ce8\u5165\u4e86\u6211\u4eec\u7684\u4e1a\u52a1\u903b\u8f91\u3002<\/p>\n<h3>\u4fe1\u606f\u6574\u5408\u80fd\u529b<\/h3>\n<p>\u5f53 Agent \u81ea\u4e3b\u9009\u62e9\u591a\u4e2a\u6570\u636e\u6e90\u5e76\u884c\u68c0\u7d22\u540e\uff0c\u5b83\u62ff\u5230\u7684\u4e0d\u662f\u96f6\u6563\u7684\u7247\u6bb5\uff0c\u800c\u662f\u4e00\u5f20\u4fe1\u606f\u62fc\u56fe\u3002\u8fd9\u5f20\u62fc\u56fe\u7684\u4ef7\u503c\u4f53\u73b0\u5728\u4e09\u4e2a\u9012\u8fdb\u7684\u5c42\u9762\uff1a<\/p>\n<p><strong>\u7b2c\u4e00\u5c42\uff1a<\/strong> \u591a\u89d2\u5ea6\u5e76\u884c\u641c\u7d22\uff0c\u6700\u5927\u5316\u53ec\u56de\u3002Agent \u53d1\u73b0\u77e5\u8bc6\u5e93\u7ed3\u679c\u4e2d\u6709\u4e00\u4efd\u6807\u8bb0\u4e3a&#8221;\u5e9f\u5f03&#8221;\u7684\u65e7\u7248\u6587\u6863\uff0c\u540c\u65f6\u98de\u4e66\u6587\u6863\u641c\u7d22\u627e\u5230\u4e86\u540c\u6587\u6863\u7684\u6700\u65b0\u7248\u672c\u2014\u2014\u5b83\u81ea\u52a8\u4f18\u5148\u91c7\u7528\u65b0\u7248\uff0c\u6807\u6ce8\u65e7\u7248\u5df2\u5e9f\u5f03\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u5c42\uff1a<\/strong> \u4ece\u641c\u7d22\u5230\u7cbe\u8bfb\uff0c\u6df1\u6316\u5173\u952e\u6587\u6863\u3002Agent \u4e0d\u662f&#8221;\u641c\u5230\u4ec0\u4e48\u5c31\u7528\u4ec0\u4e48&#8221;\u3002\u5b83\u4ece\u641c\u7d22\u7ed3\u679c\u4e2d\u8bc6\u522b\u51fa\u6700\u5173\u952e\u7684\u6587\u6863\uff0c\u8fdb\u4e00\u6b65\u8c03\u7528\u7cbe\u8bfb\u5de5\u5177\u62c9\u53d6\u5168\u6587\u2014\u2014\u56e0\u4e3a\u5411\u91cf\u68c0\u7d22\u53ea\u8fd4\u56de\u6700\u76f8\u4f3c\u7684\u90a3\u51e0\u4e2a\u7247\u6bb5\uff0c\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u85cf\u5728\u540c\u4e00\u7bc7\u6587\u6863\u7684\u5176\u4ed6\u6bb5\u843d\u91cc\u3002<\/p>\n<p><strong>\u7b2c\u4e09\u5c42\uff1a<\/strong> \u591a\u6e90\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u6709\u5224\u65ad\u529b\u7684\u4fe1\u606f\u6574\u5408\u3002Agent \u62ff\u5230\u591a\u6e90\u4fe1\u606f\u540e\uff0c\u4f1a\u6839\u636e\u6765\u6e90\u6743\u5a01\u6027\u8fdb\u884c\u4f18\u5148\u7ea7\u6392\u5e8f\u2014\u2014\u5b98\u65b9\u6587\u6863\u6700\u9ad8\u4f18\u5148\u7ea7\uff0c\u4f1a\u8bae\u7eaa\u8981\u4f5c\u4e3a\u80cc\u666f\u8865\u5145\u3002\u8fd9\u4e0d\u662f&#8221;\u591a\u641c\u51e0\u4e2a\u5730\u65b9\u7136\u540e\u62fc\u8d77\u6765&#8221;\uff0c\u800c\u662f\u6709\u5224\u65ad\u529b\u7684\u4fe1\u606f\u6574\u5408\u3002<\/p>\n<p>\u5b9e\u73b0\u8981\u70b9\uff1a\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u4e2d\u660e\u786e\u89c4\u5b9a\u4e86\u6765\u6e90\u4f18\u5148\u7ea7\uff08\u4f01\u4e1a\u77e5\u8bc6\u5e93 &gt; \u98de\u4e66\u6587\u6863 &gt; \u6d88\u606f\/\u5999\u8bb0\uff09\uff0c\u5e76\u8981\u6c42\u51b2\u7a81\u65f6\u660e\u786e\u6307\u51fa\u5e76\u5efa\u8bae\u7528\u6237\u4ee5\u54ea\u4e2a\u4e3a\u51c6\u3002SourceCollector \u7ec4\u4ef6\u6309 sourceId \u8de8\u5de5\u5177\u53bb\u91cd\uff0c\u6bcf\u6761\u5173\u952e\u4fe1\u606f\u5728\u6700\u7ec8\u56de\u7b54\u4e2d\u6807\u6ce8 [src:sourceId]\uff0c\u53ef\u8ffd\u6eaf\u5230\u6765\u6e90\u3002<\/p>\n<h2>\u4e09\u3001\u68c0\u7d22\u8d28\u91cf\uff1a\u4e09\u9636\u6bb5 Pipeline\u2014\u2014\u4e0d\u53ea\u9760\u641c\uff0c\u66f4\u8981\u9760&#8221;\u7b5b&#8221;<\/h2>\n<p>RAG \u7cfb\u7edf\u7684\u8d28\u91cf\u7531\u4e24\u4e2a\u6307\u6807\u51b3\u5b9a\uff1a<strong>\u53ec\u56de\u7387<\/strong>\u2014\u2014\u6709\u6ca1\u6709\u628a\u76f8\u5173\u6587\u6863\u627e\u51fa\u6765\uff1b<strong>\u7cbe\u51c6\u5ea6<\/strong>\u2014\u2014\u627e\u51fa\u6765\u7684\u6587\u6863\u662f\u4e0d\u662f\u771f\u7684\u76f8\u5173\u3002\u53ec\u56de\u9760\u67e5\u8be2\u6269\u5c55\uff0c\u7cbe\u51c6\u9760\u4e09\u9636\u6bb5\u8d28\u91cf Pipeline\u3002<\/p>\n<p>\u5411\u91cf\u68c0\u7d22\u672c\u8eab\u6211\u4eec<strong>\u6ca1\u6709\u91cd\u590d\u9020\u8f6e\u5b50<\/strong>\u2014\u2014\u77e5\u8bc6\u5e93\u7684\u6587\u6863\u89e3\u6790\u3001Chunk \u5207\u5206\u3001\u5411\u91cf\u5316\u3001\u6df7\u5408\u68c0\u7d22\uff0c\u5168\u90e8\u7531\u516c\u53f8\u5df2\u6709\u7684\u77e5\u8bc6\u7ba1\u7406\u5e73\u53f0\u63d0\u4f9b\u3002\u6211\u4eec\u505a\u7684\u662f&#8221;\u5728\u77e5\u8bc6\u7ba1\u7406\u5e73\u53f0\u4e4b\u4e0a\u6784\u5efa\u667a\u80fd\u68c0\u7d22\u5c42&#8221;\u3002<\/p>\n<h3>\u67e5\u8be2\u6269\u5c55\uff1a\u4e3a\u4ec0\u4e48\u662f\u81ea\u7136\u8bed\u8a00\u53e5\u5b50\u800c\u975e\u5173\u952e\u8bcd<\/h3>\n<p>\u5728\u53d1\u8d77\u68c0\u7d22\u4e4b\u524d\uff0c\u7b2c\u4e00\u4ef6\u4e8b\u662f\u67e5\u8be2\u6269\u5c55\u2014\u2014\u5c06\u7528\u6237\u7684\u539f\u59cb\u95ee\u9898\u8f6c\u5316\u4e3a\u66f4\u9002\u5408\u68c0\u7d22\u7684\u67e5\u8be2\u8bed\u53e5\u3002\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u5173\u952e\u8bcd\u63d0\u53d6\uff0c\u800c\u662f\u751f\u6210\u8bed\u4e49\u7b49\u4ef7\u7684\u5b8c\u6574\u81ea\u7136\u8bed\u8a00\u53e5\u5b50\u3002<\/p>\n<p><strong>\u4e3a\u4ec0\u4e48\u662f\u81ea\u7136\u8bed\u8a00\u800c\u975e\u5173\u952e\u8bcd\uff1f<\/strong> Embedding \u6a21\u578b\u662f\u5728\u6d77\u91cf\u81ea\u7136\u8bed\u8a00\u6587\u672c\u4e0a\u8bad\u7ec3\u7684\u2014\u2014\u5b8c\u6574\u7684\u53e5\u5b50\u3001\u6bb5\u843d\u3001\u6587\u6863\u3002\u6a21\u578b\u5bf9&#8221;\u4e00\u53e5\u8bdd&#8221;\u7684\u8bed\u4e49\u7f16\u7801\u8fdc\u6bd4&#8221;\u4e00\u4e32\u8bcd&#8221;\u7cbe\u51c6\u3002\u4f8b\u5982\u7528\u6237\u95ee&#8221;\u600e\u4e48\u7533\u8bf7\u52a0\u85aa&#8221;\uff0c\u5173\u952e\u8bcd\u65b9\u5f0f\u300c\u52a0\u85aa \u7533\u8bf7 \u6d41\u7a0b \u6761\u4ef6\u300d\u7f3a\u4e4f\u8bed\u6cd5\u7ed3\u6784\uff0c\u800c\u81ea\u7136\u8bed\u8a00\u53d8\u4f53\u300c\u5f97\u7269\u5185\u90e8\u5458\u5de5\u7533\u8bf7\u85aa\u8d44\u8c03\u6574\u7684\u6d41\u7a0b\u662f\u4ec0\u4e48\u300d\u6709\u5b8c\u6574\u7684\u4e3b\u8c13\u5bbe\u7ed3\u6784\uff0c\u80fd\u751f\u6210\u66f4\u7cbe\u51c6\u7684\u8bed\u4e49\u5411\u91cf\u3002 <\/p>\n<p>\u66f4\u5173\u952e\u7684\u662f\uff0cAgent \u4f1a\u751f\u6210\u591a\u4e2a\u4e0d\u540c\u89d2\u5ea6\u7684\u53d8\u4f53\uff0c\u5e76\u884c\u53d1\u8d77\u68c0\u7d22\u3002\u8fd9\u4e9b\u53d8\u4f53\u5f7c\u6b64\u4e92\u8865\u2014\u2014\u6709\u7684\u4fa7\u91cd\u6d41\u7a0b\u63cf\u8ff0\uff0c\u6709\u7684\u4fa7\u91cd\u653f\u7b56\u6761\u6b3e\uff0c\u6709\u7684\u4fa7\u91cd\u7533\u8bf7\u5165\u53e3\u2014\u2014\u5171\u540c\u8986\u76d6\u7528\u6237\u610f\u56fe\u7684\u5404\u4e2a\u4fa7\u9762\u3002<\/p>\n<h3>\u95ee\u9898\uff1a\u5411\u91cf\u76f8\u4f3c \u2260 \u8bed\u4e49\u76f8\u5173<\/h3>\n<p>\u67e5\u8be2\u6269\u5c55\u63d0\u5347\u4e86\u53ec\u56de\u7387\uff0c\u4f46\u5e76\u4e0d\u4fdd\u8bc1\u53ec\u56de\u6765\u7684\u90fd\u662f\u771f\u6b63\u6709\u7528\u7684\u3002\u5411\u91cf\u68c0\u7d22\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6bd4\u8f83 query \u548c document \u7684 Embedding \u5411\u91cf\uff0c\u8fd9\u4e2a\u673a\u5236\u9002\u5408&#8221;\u627e\u770b\u8d77\u6765\u50cf\u7684&#8221;\uff0c\u4f46\u5bb9\u6613\u88ab\u9ad8\u9891\u8bcd\u6c47\u5e72\u6270\u3002<\/p>\n<p>\u4f8b\u5982\u7528\u6237\u95ee\u300c\u5f97\u7269 App \u7684\u9000\u8d27\u6d41\u7a0b\u662f\u4ec0\u4e48\u300d\uff0c\u5411\u91cf\u68c0\u7d22\u8fd4\u56de 5 \u6761\u7ed3\u679c\u4e2d\u53ea\u6709 2 \u6761\u771f\u6b63\u76f8\u5173\uff0c\u566a\u58f0\u6bd4\u4f8b 60%\u3002\u76f4\u63a5\u628a\u8fd9\u4e9b\u5582\u7ed9\u5927\u6a21\u578b\uff0c\u56de\u7b54\u8d28\u91cf\u5fc5\u7136\u53d7\u5f71\u54cd\u3002<\/p>\n<h3>\u65b9\u6848\uff1a\u4e09\u9636\u6bb5\u8d28\u91cf Pipeline<\/h3>\n<p>\u6211\u4eec\u4e0d\u662f\u5728\u5411\u91cf\u68c0\u7d22\u7ed3\u679c\u4e0a\u53ea\u505a\u4e00\u6b21\u8fc7\u6ee4\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u4e09\u9636\u6bb5 Pipeline\uff0c\u6bcf\u4e2a\u9636\u6bb5\u89e3\u51b3\u4e0d\u540c\u5c42\u9762\u7684\u95ee\u9898\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048154240\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>\u5b9e\u73b0\u65b9\u5f0f\uff1aAgentScope Middleware<\/h3>\n<p>\u4e09\u9636\u6bb5 Pipeline \u901a\u8fc7 AgentScope \u7684 Middleware \u673a\u5236\u63a5\u5165\uff0c\u5728 onActing \u94a9\u5b50\u4e2d\u62e6\u622a knowledge_search \u5de5\u5177\u7ed3\u679c\u3002\u6838\u5fc3\u903b\u8f91\uff1a<\/p>\n<ul>\n<li>\u8bc6\u522b knowledge_search \u5de5\u5177\u8c03\u7528\u3002<\/li>\n<li>\u8c03\u7528\u539f\u59cb\u5de5\u5177\u83b7\u53d6\u7ed3\u679c\u3002<\/li>\n<li>\u6309 toolCallId \u5206\u7ec4\u72ec\u7acb\u5904\u7406\uff1aFastPass \u2192 Reranker \u2192 LLM Grading\u3002<\/li>\n<li>\u91cd\u5efa\u4e8b\u4ef6\u6d41\uff0c\u7528\u8fc7\u6ee4\u540e\u7684\u7ed3\u679c\u66ff\u6362\u539f\u59cb\u5de5\u5177\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<p>\u5173\u6ce8\u70b9\u5206\u79bb\uff1aAgent \u7684\u63a8\u7406\u903b\u8f91\u548c\u68c0\u7d22\u8d28\u91cf\u7b56\u7565\u5b8c\u5168\u89e3\u8026\u3002\u8c03\u6574\u9608\u503c\u3001\u5207\u6362 Reranker \u6a21\u578b\u3001\u5f00\u5173 LLM Grading\uff0c\u90fd\u53ea\u9700\u4fee\u6539\u914d\u7f6e\u6216 Middleware\uff0c\u4e0d\u5f71\u54cd Agent \u6838\u5fc3\u4ee3\u7801\u3002<\/p>\n<h3>\u6838\u5fc3\u8fc7\u6ee4\u903b\u8f91\u4ee3\u7801\u793a\u4f8b<\/h3>\n<p><strong>Middleware \u5165\u53e3 \u2014 onActing \u62e6\u622a knowledge_search \u7ed3\u679c\uff1a<\/strong><\/p>\n<pre><code>\/\/ \u5b9e\u73b0 MiddlewareBase \u63a5\u53e3\uff0c\u5728\u5de5\u5177\u6267\u884c\u524d\u540e\u6ce8\u5165\u8fc7\u6ee4\u903b\u8f91\nFlux&lt;AgentEvent&gt; onActing(Agent agent, ActingInput input, next){\n    if (!config.isEnabled()) return next.apply(input);            \/\/ \u672a\u542f\u7528\uff0c\u76f4\u63a5\u900f\u4f20\n\n    \/\/ 1. \u8bc6\u522b\u672c\u8f6e\u662f\u5426\u5305\u542b knowledge_search \u5de5\u5177\u8c03\u7528\n    targetToolCalls = input.toolCalls()\n        .filter(tc -&gt; tc.name == &quot;knowledge_search&quot;);\n    if (targetToolCalls.isEmpty()) return next.apply(input);      \/\/ \u65e0\u76ee\u6807\u5de5\u5177\uff0c\u900f\u4f20\n\n    \/\/ 2. \u5148\u8ba9\u5de5\u5177\u6267\u884c\uff0c\u6536\u96c6\u6240\u6709\u4e8b\u4ef6\u540e\u518d\u7edf\u4e00\u5904\u7406\n    events = next.apply(input).collectList();\n    return processEvents(events, targetToolCalls);                \/\/ \u8fdb\u5165\u4e09\u9636\u6bb5\u8fc7\u6ee4\n}<\/code><\/pre>\n<p><strong>\u4e09\u9636\u6bb5\u8fc7\u6ee4\u4e3b\u6d41\u7a0b\uff1a<\/strong><\/p>\n<pre><code>List&lt;RetrievedItem&gt; filter(String query, List&lt;RetrievedItem&gt; items){\n    \/\/ \u2500\u2500 Stage 0: FastPass \u2500\u2500\n    \/\/ \u6761\u4ef6\uff1a\u7ed3\u679c\u6570 \u2264 2 \u4e14\u5168\u90e8\u539f\u59cb score \u2265 0.7\n    if (items.size() &lt;= 2 &amp;&amp; items.allMatch(i -&gt; i.originalScore &gt;= 0.7)) {\n        return items;  \/\/ \u9ad8\u7f6e\u4fe1\u5ea6\uff0c\u8df3\u8fc7\u8fc7\u6ee4\uff0c\u96f6\u989d\u5916\u5ef6\u8fdf\n    }\n\n    \/\/ \u2500\u2500 Stage 1: Reranker \u7c97\u7b5b \u2500\u2500\n    \/\/ \u8c03\u7528\u4ea4\u53c9\u7f16\u7801\u5668\u6a21\u578b\u91cd\u65b0\u6253\u5206\uff0c\u8fc7\u6ee4&quot;\u8bcd\u50cf\u4f46\u610f\u601d\u4e0d\u5bf9&quot;\u7684\u7ed3\u679c\n    if (config.rerankerEnabled) {\n        scores = rerankerService.rerank(query, items.snippets);   \/\/ \u8c03\u7528 gte-rerank-v2 \u6a21\u578b\n        items = items\n            .filter(i -&gt; scores[i.index] &gt;= 0.3)                  \/\/ \u9608\u503c 0.3\uff0c\u8fc7\u6ee4\u4f4e\u76f8\u5173\n            .sortByDescending(i -&gt; i.rerankerScore)\n            .limit(8);                                            \/\/ \u53d6 Top-8\n    }\n\n    \/\/ \u2500\u2500 Stage 2: LLM Grading \u7cbe\u8bc4 \u2500\u2500\n    \/\/ \u7528\u5927\u6a21\u578b\u9010\u6761\u6253\u5206\uff080.1~1.0 \u56db\u7ea7\uff09\uff0c\u8fc7\u6ee4&quot;\u4e3b\u9898\u5bf9\u4f46\u4e0d\u591f\u76f4\u63a5&quot;\u7684\u7ed3\u679c\n    if (config.llmGradeEnabled &amp;&amp; !items.isEmpty()) {\n        graded = llmScoringService.gradeInBatch(query, items);    \/\/ \u6700\u591a 10 \u6761\uff0c30s \u8d85\u65f6\n        items = graded\n            .filter(g -&gt; g.score &gt;= 0.5)                          \/\/ \u9608\u503c 0.5\uff0c\u8fc7\u6ee4\u4e0d\u591f\u76f4\u63a5\u7684\u7ed3\u679c\n            .sortByDescending(i -&gt; i.relevanceScore);\n    }\n\n    return items;  \/\/ \u8fc7\u6ee4\u540e\u7684\u7ed3\u679c\u91cd\u5efa\u4e3a\u6587\u672c\uff0c\u66ff\u6362\u539f\u59cb\u5de5\u5177\u8f93\u51fa\uff0c\u5bf9 Agent \u900f\u660e\n}<\/code><\/pre>\n<p><strong>\u8bbe\u8ba1\u8981\u70b9\uff1a<\/strong><\/p>\n<ul>\n<li>\u6574\u4e2a Pipeline \u901a\u8fc7 AgentScope \u7684 MiddlewareBase \u63a5\u53e3\u63a5\u5165 onActing \u94a9\u5b50\uff0c\u4e0e Agent \u6838\u5fc3\u63a8\u7406\u903b\u8f91\u5b8c\u5168\u89e3\u8026\u3002<\/li>\n<li>fastPass() \u786e\u4fdd\u9ad8\u7f6e\u4fe1\u5ea6\u573a\u666f\uff08\u2264 2 \u6761\u9ad8\u5206\u7ed3\u679c\uff09\u96f6\u989d\u5916\u5ef6\u8fdf\uff0c\u4e0d\u589e\u52a0\u4e0d\u9700\u8981\u7684\u8fc7\u6ee4\u5f00\u9500\u3002<\/li>\n<li>\u6bcf\u9636\u6bb5\u72ec\u7acb\u53ef\u5f00\u5173\uff08rerankerEnabled \/ llmGradeEnabled\uff09\uff0c\u53ef\u6309\u573a\u666f\u7075\u6d3b\u7ec4\u5408\u2014\u2014\u4f8b\u5982\u5bf9\u65f6\u6548\u6027\u8981\u6c42\u9ad8\u7684\u573a\u666f\u53ef\u5173\u95ed LLM Grading \u4ee5\u964d\u4f4e\u5ef6\u8fdf\u3002<\/li>\n<li>\u8fc7\u6ee4\u540e\u7ed3\u679c\u91cd\u5efa\u4e3a\u4e0e\u539f\u59cb\u5de5\u5177\u8f93\u51fa\u683c\u5f0f\u5b8c\u5168\u4e00\u81f4\u7684\u6587\u672c\uff0cAgent \u65e0\u9700\u611f\u77e5 Middleware \u7684\u5b58\u5728\uff0c\u505a\u5230&#8221;\u5173\u6ce8\u70b9\u5206\u79bb&#8221;\u3002<\/li>\n<\/ul>\n<h2>\u56db\u3001\u591a\u6a21\u6001\uff1a\u8ba9\u56fe\u7247\u6210\u4e3a\u63d0\u95ee\u7684\u4e00\u90e8\u5206<\/h2>\n<p>\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0c\u7528\u6237\u9047\u5230\u95ee\u9898\u65f6\u5f80\u5f80\u7b2c\u4e00\u53cd\u5e94\u662f\u622a\u56fe\u2014\u2014\u62a5\u9519\u4fe1\u606f\u3001\u754c\u9762\u5f02\u5e38\u3001\u914d\u7f6e\u9875\u9762\uff0c\u4e00\u5f20\u56fe\u6bd4\u5343\u8a00\u4e07\u8bed\u66f4\u76f4\u89c2\u3002\u652f\u6301\u56fe\u7247\u8f93\u5165\uff0c\u8ba9&#8221;\u622a\u56fe\u5373\u63d0\u95ee&#8221;\u6210\u4e3a\u53ef\u80fd\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u7528\u6237\u7684\u8868\u8fbe\u6210\u672c\u3002<\/p>\n<h3>\u81ea\u52a8\u6a21\u578b\u5207\u6362<\/h3>\n<p>\u7528\u6237\u4e0a\u4f20\u56fe\u7247\u540e\uff0c\u7cfb\u7edf\u68c0\u6d4b\u5230\u4e0a\u4e0b\u6587\u5305\u542b\u56fe\u7247\uff0c\u81ea\u52a8\u5224\u65ad\u6a21\u578b\u7b56\u7565\uff1a<\/p>\n<ul>\n<li>\u672a\u6307\u5b9a\u6a21\u578b \u2192 \u81ea\u52a8\u5207\u6362\u5230\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n<li>\u6307\u5b9a\u4e86\u89c6\u89c9\u6a21\u578b \u2192 \u6b63\u5e38\u6267\u884c\u3002<\/li>\n<li>\u6307\u5b9a\u4e86\u7eaf\u6587\u672c\u6a21\u578b \u2192 \u62d2\u7edd\u5e76\u63d0\u793a\uff0c\u9632\u6b62\u8c03\u7528\u5931\u8d25\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u6821\u9a8c\u4e0d\u4ec5\u68c0\u67e5\u672c\u8f6e\u4e0a\u4f20\u7684\u56fe\u7247\uff0c\u8fd8\u68c0\u67e5<strong>\u5386\u53f2\u5bf9\u8bdd\u4e2d\u662f\u5426\u6709\u56fe\u7247<\/strong>\u3002\u56e0\u4e3a\u5927\u6a21\u578b\u65e0\u72b6\u6001\uff0c\u5386\u53f2\u56fe\u7247\u4e5f\u9700\u8981\u6bcf\u8f6e\u91cd\u65b0\u53d1\u9001\u2014\u2014\u5373\u4f7f\u672c\u8f6e\u6ca1\u4f20\u65b0\u56fe\uff0c\u53ea\u8981\u5386\u53f2\u4e2d\u6709\uff0c\u540c\u6837\u5f3a\u5236\u4f7f\u7528\u89c6\u89c9\u6a21\u578b\u3002<\/p>\n<h3>\u56fe\u7247\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406<\/h3>\n<p>\u4ece\u4e0a\u4f20\u5230\u5728\u56de\u7b54\u4e2d\u5c55\u793a\uff0c\u56fe\u7247\u7ecf\u5386\u4e86\u5b8c\u6574\u7684\u751f\u547d\u5468\u671f\uff1a<\/p>\n<ul>\n<li><strong>\u4e0a\u4f20\u9636\u6bb5\uff1a<\/strong> \u62d6\u62fd\/\u7c98\u8d34\/\u70b9\u51fb\uff0c\u6700\u591a 6 \u5f20\uff0c\u6821\u9a8c\u7c7b\u578b\u548c\u5927\u5c0f\u3002<\/li>\n<li><strong>\u53d1\u9001\u9636\u6bb5\uff1a<\/strong> \u4ece\u5bf9\u8c61\u5b58\u50a8\u5185\u7f51\u8bfb\u53d6\u56fe\u7247\u5b57\u8282\uff0cBase64 \u7f16\u7801\uff0c\u4e0e\u6587\u672c\u4e00\u8d77\u6784\u9020\u591a\u6a21\u6001\u6d88\u606f\u3002<\/li>\n<li><strong>\u5386\u53f2\u56de\u653e\uff1a<\/strong> \u591a\u8f6e\u5bf9\u8bdd\u4e2d\uff0c\u5386\u53f2\u56fe\u7247\u6309\u6d88\u606f\u805a\u5408\u56de\u653e\uff0c\u6309\u7528\u6237\u5f52\u5c5e\u8fc7\u6ee4\uff0c\u603b\u5927\u5c0f\u53d7\u9884\u7b97\u63a7\u5236\u3002<\/li>\n<li><strong>\u56de\u7b54\u5d4c\u5165\uff1a<\/strong> Agent \u53ef\u4ee5\u5728\u56de\u7b54\u4e2d\u63d2\u5165\u68c0\u7d22\u5230\u7684\u56fe\u7247\u8f85\u52a9\u8bf4\u660e\uff0c\u56fe\u7247\u548c\u6587\u5b57\u5f15\u7528\u7edf\u4e00\u7f16\u53f7\u3002<\/li>\n<\/ul>\n<h2>\u4e94\u3001\u751f\u4ea7\u7ea7\u53ef\u9760\u6027\uff1a\u591a\u5b9e\u4f8b SSE \u65ad\u70b9\u7eed\u4f20<\/h2>\n<p>SSE \u65ad\u70b9\u7eed\u4f20\u7684\u9700\u6c42\uff0c\u4e0d\u6b62\u6765\u81ea&#8221;\u670d\u52a1\u5668\u5b95\u673a&#8221;\u8fd9\u79cd\u6781\u7aef\u60c5\u51b5\u3002\u5b9e\u9645\u4e0a\uff0c\u9ad8\u9891\u89e6\u53d1\u65ad\u70b9\u7eed\u4f20\u7684\u662f\u7528\u6237\u7684\u6b63\u5e38\u64cd\u4f5c\uff1a<\/p>\n<ul>\n<li>\u9875\u9762\u5207\u5230\u540e\u53f0\u592a\u4e45\uff0c\u6d4f\u89c8\u5668\u65ad\u5f00\u4e86 SSE \u8fde\u63a5\u3002<\/li>\n<li>\u5237\u65b0\u9875\u9762\uff08F5\uff09\uff0c\u524d\u7aef\u91cd\u65b0\u6302\u8f7d\uff0c\u9700\u8981\u91cd\u5efa SSE \u6d41\u3002<\/li>\n<li>\u5173\u95ed\u6807\u7b7e\u9875\u540e\u91cd\u65b0\u6253\u5f00\uff0c\u7528\u6237\u671f\u671b\u56de\u5230\u521a\u624d\u7684\u5bf9\u8bdd\u3002<\/li>\n<li>\u79fb\u52a8\u7aef\u5207\u6362\u7f51\u7edc\uff08Wi-Fi \u2192 5G\uff09\uff0cIP \u53d8\u4e86\uff0c\u8fde\u63a5\u4e2d\u65ad\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u7684\u65b9\u6848\u662f<strong>\u591a\u5b9e\u4f8b SSE \u65ad\u70b9\u7eed\u4f20<\/strong> \uff1a\u65e0\u8bba\u56e0\u4e3a\u4ec0\u4e48\u65ad\u5f00\u2014\u2014\u670d\u52a1\u5668\u5b95\u673a\u3001\u9875\u9762\u5237\u65b0\u3001\u7f51\u7edc\u5207\u6362\u2014\u2014\u6d4f\u89c8\u5668\u81ea\u52a8\u91cd\u8fde\uff0c\u4ece\u65ad\u5f00\u7684\u5730\u65b9\u7ee7\u7eed\u63a5\u6536\uff0c\u5b8c\u5168\u770b\u4e0d\u5230\u4e2d\u65ad\u75d5\u8ff9\u3002<\/p>\n<h3>\u4e09\u79cd\u8def\u5f84<\/h3>\n<p>\u7cfb\u7edf\u540c\u65f6\u652f\u6301\u4e09\u79cd\u6062\u590d\u8def\u5f84\uff0c\u6309\u4f18\u5148\u7ea7\u81ea\u52a8\u9009\u62e9\uff1a<\/p>\n<p><strong>\u8def\u5f84\u4e00\uff1a<\/strong> \u540c\u5b9e\u4f8b\u6062\u590d\uff08\u6700\u5e38\u89c1\u2014\u2014\u9875\u9762\u5237\u65b0\u3001\u5207\u540e\u53f0\u3001\u7f51\u7edc\u95ea\u65ad\uff09\u7528\u6237\u65ad\u5f00\u540e\u91cd\u8fde\uff0c\u8bf7\u6c42\u6253\u5230\u540c\u4e00\u4e2a\u5b9e\u4f8b\u3002\u672c\u5730\u5185\u5b58\u4e2d\u4ecd\u6709 Agent \u7684\u8fd0\u884c\u72b6\u6001\uff0c\u76f4\u63a5\u53d1\u9001\u4e00\u4e2a\u5b8c\u6574\u5feb\u7167\u6062\u590d\u5386\u53f2\uff0c\u7136\u540e\u7eed\u4f20\u540e\u7eed\u5185\u5bb9\u3002\u96f6\u5ef6\u8fdf\u3001\u96f6 Redis \u5f00\u9500\u3002<\/p>\n<p><strong>\u8def\u5f84\u4e8c\uff1a<\/strong> \u8de8\u5b9e\u4f8b\u8f6c\u53d1\uff08\u8d1f\u8f7d\u5747\u8861\u8c03\u5ea6\u3001\u7f51\u7edc\u5207\u6362\u5bfc\u81f4 IP \u53d8\u5316\uff09\u7528\u6237\u91cd\u8fde\u65f6\u88ab\u8d1f\u8f7d\u5747\u8861\u5206\u5230\u4e86\u53e6\u4e00\u4e2a\u5b9e\u4f8b\u3002\u65b0\u5b9e\u4f8b\u901a\u8fc7 Redis \u8def\u7531\u8868\u67e5\u5230\u539f\u5b9e\u4f8b\u7684\u5730\u5740\uff0c\u5185\u90e8\u8f6c\u53d1\u8bf7\u6c42\u3002\u539f\u5b9e\u4f8b\u50cf\u5bf9\u5f85\u672c\u5730\u5ba2\u6237\u7aef\u4e00\u6837\u76f4\u63a5\u63a8\u9001 SSE \u6d41\uff0c\u65b0\u5b9e\u4f8b\u900f\u4f20\u3002<\/p>\n<p><strong>\u8def\u5f84\u4e09\uff1a<\/strong> \u5feb\u7167\u91cd\u5efa\u515c\u5e95\uff08\u539f\u5b9e\u4f8b\u5b95\u673a\u6216\u4e0d\u53ef\u8fbe\uff09\u5982\u679c\u539f\u5b9e\u4f8b\u786e\u5b9e\u4e0d\u53ef\u8fbe\uff0c\u7cfb\u7edf\u4ece Redis \u4e2d\u91cd\u5efa\u5b8c\u6574\u4f1a\u8bdd\uff0c\u5df2\u4ea7\u751f\u7684\u6240\u6709\u5185\u5bb9\u53ef\u4ee5\u5b8c\u6574\u6062\u590d\uff0c\u7528\u6237\u4e0d\u4f1a\u4e22\u5931\u4efb\u4f55\u4fe1\u606f\u3002<\/p>\n<p><strong>\u4ee5\u4e0b\u4e3a\u4e09\u79cd\u6062\u590d\u8def\u5f84\u7684\u5bf9\u6bd4\u56fe\uff1a<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048154241\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>\u5173\u952e\u8bbe\u8ba1\u51b3\u7b56<\/h3>\n<p><strong>\u4e3a\u4ec0\u4e48\u7528\u5feb\u7167\u4e00\u5e27\u6062\u590d\u800c\u4e0d\u662f\u9010\u6761\u91cd\u653e\uff1f<\/strong><\/p>\n<p>\u65e9\u671f\u7684\u65b9\u6848\u662f&#8221;\u628a\u6240\u6709\u5386\u53f2\u4e8b\u4ef6\u6309\u987a\u5e8f\u91cd\u65b0\u53d1\u9001\u4e00\u904d&#8221;\u3002\u5728\u4e00\u4e2a\u5178\u578b\u7684\u591a\u8f6e Agent \u5bf9\u8bdd\u4e2d\u53ef\u80fd\u610f\u5473\u7740\u51e0\u767e\u4e2a\u4e8b\u4ef6\u2014\u2014\u5982\u679c\u9010\u6761\u91cd\u653e\uff0c\u524d\u7aef React \u7ec4\u4ef6\u63a5\u6536\u5230\u5bc6\u96c6\u7684\u6279\u91cf\u66f4\u65b0\uff0c\u6d4f\u89c8\u5668\u6e32\u67d3\u5f15\u64ce\u4f1a\u628a\u8fd9\u4e9b\u66f4\u65b0\u5408\u5e76\u6210&#8221;\u4e00\u6bb5\u4e00\u6bb5&#8221;\u7684\u8df3\u53d8\u3002\u5feb\u7167\u65b9\u6848\u628a\u6240\u6709\u8fd9\u4e9b\u4e8b\u4ef6\u6298\u53e0\u6210\u4e00\u4e2a\u5b8c\u6574\u7684&#8221;\u5f53\u524d\u72b6\u6001&#8221;\u2014\u2014\u5c31\u50cf\u6e38\u620f\u5b58\u6863\uff0c\u4e00\u5e27\u6062\u590d\u3002 <\/p>\n<p><strong>\u4e3a\u4ec0\u4e48\u7528\u8def\u7531\u8868 + \u5185\u90e8\u8f6c\u53d1\uff0c\u800c\u4e0d\u662f Redis Pub\/Sub\uff1f<\/strong><\/p>\n<p>\u4e00\u4e2a\u66f4&#8221;\u76f4\u89c9&#8221;\u7684\u591a\u5b9e\u4f8b\u65b9\u6848\u662f\uff1a\u6bcf\u4e2a\u5b9e\u4f8b\u7684\u4e8b\u4ef6\u5199\u5165 Redis Pub\/Sub\uff0c\u5176\u4ed6\u5b9e\u4f8b\u8ba2\u9605\u3002\u4f46 Pub\/Sub \u6709\u4e00\u4e2a\u81f4\u547d\u95ee\u9898\u2014\u2014\u8ba2\u9605\u751f\u6548\u6709\u5ef6\u8fdf\u3002\u65b0\u8ba2\u9605\u8005\u8fde\u4e0a Pub\/Sub \u65f6\uff0c\u53ef\u80fd\u5df2\u7ecf\u9519\u8fc7\u4e86\u524d\u9762\u51e0\u6761\u6d88\u606f\u3002\u6211\u4eec\u7684\u65b9\u6848\u6838\u5fc3\u601d\u8def\u662f\uff1aRedis \u53ea\u5b58\u8def\u7531\u4fe1\u606f\uff0c\u4e0d\u53c2\u4e0e\u4e8b\u4ef6\u63a8\u9001\u3002<\/p>\n<p><strong>\u5fc3\u8df3\u4fdd\u6d3b\uff1a<\/strong> \u5de5\u5177\u8c03\u7528\u671f\u95f4\u53ef\u80fd\u957f\u65f6\u95f4\u65e0\u65b0\u4e8b\u4ef6\uff0c\u7cfb\u7edf\u901a\u8fc7\u5b9a\u671f\u53d1\u9001 SSE \u6ce8\u91ca\u884c\uff08\u5fc3\u8df3\uff0c\u6bcf 10 \u79d2\uff09\u4fdd\u6301\u8fde\u63a5\u6d3b\u8dc3\uff0c\u5bf9\u4e1a\u52a1\u903b\u8f91\u5b8c\u5168\u900f\u660e\u3002<\/p>\n<p><strong>\u5206\u5e03\u5f0f\u9501\uff1a<\/strong> \u7528\u6237\u5feb\u901f\u53cc\u51fb\u53d1\u9001\u6309\u94ae\uff0c\u53ef\u80fd\u5bfc\u81f4\u540c\u4e00\u4f1a\u8bdd\u4ea7\u751f\u4e24\u4e2a\u5e76\u53d1\u8bf7\u6c42\u3002\u7cfb\u7edf\u901a\u8fc7 Redis \u7684\u539f\u5b50 SETNX \u64cd\u4f5c\u5b9e\u73b0\u5206\u5e03\u5f0f\u9501\uff0c\u9501\u5e26 TTL \u81ea\u52a8\u8fc7\u671f\uff0c\u9632\u6b62\u6b7b\u9501\u3002<\/p>\n<h3>\u6a21\u578b\u5bb9\u707e<\/h3>\n<p>\u5927\u6a21\u578b\u670d\u52a1\u5076\u5c14\u6ce2\u52a8\u3002\u5f53\u4e3b\u6a21\u578b\u51fa\u73b0\u53ef\u91cd\u8bd5\u9519\u8bef\u65f6\uff085xx \u670d\u52a1\u7aef\u9519\u8bef\u3001\u9650\u6d41\u3001\u8d85\u65f6\u3001\u7f51\u7edc\u5f02\u5e38\uff09\uff0c\u81ea\u52a8\u5207\u6362\u5230\u5907\u7528\u7248\u672c\u7ee7\u7eed\u670d\u52a1\uff0c\u7528\u6237\u65e0\u611f\u77e5\u30024xx \u5ba2\u6237\u7aef\u9519\u8bef\u4e0d\u89e6\u53d1\u5207\u6362\uff0c\u76f4\u63a5\u8fd4\u56de\u9519\u8bef\u8ba9\u7528\u6237\u4fee\u6b63\u3002<\/p>\n<h2>\u516d\u3001\u521b\u65b0\u70b9\u603b\u7ed3\u4e0e\u5c55\u671b<\/h2>\n<p>\u56de\u5230\u6700\u521d\u7684\u95ee\u9898\u3002\u6211\u4eec\u7684\u7b54\u6848\u4e0d\u5728\u67d0\u4e00\u4e2a\u7b97\u6cd5\u6216\u67d0\u4e00\u9879\u6280\u672f\u4e0a\uff0c\u800c\u5728\u7cfb\u7edf\u8bbe\u8ba1\u7684\u6574\u4f53\u601d\u8def\u3002\u4ee5\u4e0b\u662f\u4e0e&#8221;\u6807\u51c6 RAG \u5957\u58f3&#8221;\u7684\u516d\u4e2a\u5173\u952e\u5dee\u5f02\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048154242\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>\u6838\u5fc3\u521b\u65b0\u70b9<\/h3>\n<p><strong>\u590d\u5408\u68c0\u7d22\u4e0d\u662f&#8221;\u591a\u641c\u51e0\u4e2a\u5730\u65b9&#8221;<\/strong>\u2014\u2014\u5927\u591a\u6570\u591a\u6e90 RAG \u7684\u505a\u6cd5\u662f&#8221;\u5404\u641c\u5404\u7684\u7136\u540e\u62fc\u8d77\u6765&#8221;\u3002\u6211\u4eec\u7684\u505a\u6cd5\u662f Agent \u6839\u636e\u95ee\u9898\u81ea\u4e3b\u9009\u62e9\u6700\u5408\u9002\u7684\u6765\u6e90\u7ec4\u5408\uff0c\u641c\u7d22\u548c\u7cbe\u8bfb\u4ea4\u66ff\u63a8\u8fdb\uff0c\u4ea4\u53c9\u9a8c\u8bc1\u3001\u5206\u5c42\u6574\u5408\u3002<\/p>\n<p><strong>\u8d28\u91cf Pipeline \u4e0d\u53ea\u662f Reranker<\/strong>\u2014\u2014\u5f88\u591a\u7cfb\u7edf\u5728\u5411\u91cf\u68c0\u7d22\u540e\u53ea\u52a0\u4e00\u4e2a Reranker\u3002\u6211\u4eec\u505a\u4e86\u4e09\u7ea7\uff1aFastPass \u5feb\u901f\u901a\u9053\u3001Reranker \u7c97\u7b5b\u3001LLM Grading \u7cbe\u8bc4\uff0c\u6bcf\u4e00\u7ea7\u89e3\u51b3\u4e0d\u540c\u5c42\u9762\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>SSE \u65ad\u70b9\u7eed\u4f20\u4e0d\u9760 Pub\/Sub<\/strong>\u2014\u2014\u6211\u4eec\u7528\u4e86\u8def\u7531\u8868 + \u5185\u90e8\u8f6c\u53d1\u7684\u65b9\u6848\uff0cRedis \u53ea\u5b58\u8def\u7531\u4fe1\u606f\u4e0d\u53c2\u4e0e\u63a8\u9001\uff0c\u8de8\u5b9e\u4f8b\u91cd\u8fde\u65f6\u76f4\u63a5 HTTP \u8f6c\u53d1\u5230\u539f\u5b9e\u4f8b\u3002<\/p>\n<h3>\u5c55\u671b\uff1a\u4ece\u77e5\u8bc6\u95ee\u7b54\u5230\u4e2a\u4eba\u77e5\u8bc6\u52a9\u624b<\/h3>\n<p>\u5f53\u524d\u4ea7\u54c1\u5df2\u7ecf\u5b9e\u73b0\u4e86\u590d\u5408\u68c0\u7d22 Agent \u7684\u6838\u5fc3\u80fd\u529b\uff1a\u56db\u6e90\u878d\u5408\u68c0\u7d22\u3001\u4e09\u9636\u6bb5\u8d28\u91cf\u8fc7\u6ee4\u3001\u591a\u6a21\u6001\u652f\u6301\u3001\u4ee5\u53ca\u751f\u4ea7\u7ea7\u7684 SSE \u65ad\u70b9\u7eed\u4f20\u3002\u57fa\u4e8e\u8fd9\u4e9b\u80fd\u529b\uff0c\u672a\u6765\u7684\u6f14\u8fdb\u53ef\u4ee5\u5206\u4e3a\u4e24\u4e2a\u5c42\u6b21\u3002<\/p>\n<p><strong>\u77ed\u671f\u4f18\u5316\uff1a\u7cbe\u7ec6\u5316\u68c0\u7d22\u4e0e\u603b\u7ed3\u7b56\u7565<\/strong><\/p>\n<p>\u5f53\u524d\u7cfb\u7edf\u5bf9\u98de\u4e66\u6587\u6863\u3001\u4f1a\u8bae\u3001\u6d88\u606f\u7b49\u6570\u636e\u6e90\u91c7\u7528\u7edf\u4e00\u7684\u603b\u7ed3\u903b\u8f91\uff0c\u4f46\u5b9e\u9645\u4e0a\u4e0d\u540c\u6570\u636e\u6e90\u7684\u4fe1\u606f\u7279\u5f81\u5dee\u5f02\u5f88\u5927\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u98de\u4e66\u6587\u6863\uff1a<\/strong> \u901a\u5e38\u662f\u7ed3\u6784\u5316\u7684\u6d41\u7a0b\u8bf4\u660e\u6216\u6280\u672f\u89c4\u8303\uff0c\u9700\u8981\u63d0\u53d6\u5173\u952e\u6b65\u9aa4\u548c\u914d\u7f6e\u53c2\u6570\u3002<\/li>\n<li><strong>\u98de\u4e66\u6d88\u606f\uff1a<\/strong> \u5305\u542b\u5927\u91cf\u65e5\u5e38\u8ba8\u8bba\u566a\u58f0\uff0c\u9700\u8981\u8bc6\u522b\u5173\u952e\u51b3\u7b56\u70b9\u548c\u65f6\u95f4\u7ebf\u3002<\/li>\n<li><strong>\u98de\u4e66\u5999\u8bb0\uff1a<\/strong> \u4f1a\u8bae\u8bb0\u5f55\u5305\u542b\u7ed3\u8bba\u3001\u5f85\u529e\u3001\u8d23\u4efb\u4eba\u7b49\u591a\u7ef4\u5ea6\u4fe1\u606f\uff0c\u9700\u8981\u6839\u636e\u4f1a\u8bae\u7c7b\u578b\uff08\u6280\u672f\u8bc4\u5ba1\u3001\u9879\u76ee\u5468\u4f1a\u3001\u9700\u6c42\u8ba8\u8bba\uff09\u91c7\u7528\u4e0d\u540c\u7684\u603b\u7ed3\u4fa7\u91cd\u70b9\u3002<\/li>\n<\/ul>\n<p>\u672a\u6765\u53ef\u4ee5\u9488\u5bf9\u8fd9\u4e9b\u6570\u636e\u6e90\u7279\u6027\uff0c\u8bbe\u8ba1\u5dee\u5f02\u5316\u7684\u603b\u7ed3\u7b56\u7565\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u56de\u7b54\u7684\u7cbe\u51c6\u5ea6\u548c\u5b9e\u7528\u6027\u3002\u540c\u65f6\uff0c\u8bc4\u6d4b\u4f53\u7cfb\u4e5f\u4f1a\u6301\u7eed\u5b8c\u5584\uff0c\u8986\u76d6\u66f4\u591a\u4e1a\u52a1\u573a\u666f\u548c\u8fb9\u754c\u60c5\u51b5\u3002<\/p>\n<p><strong>\u957f\u671f\u613f\u666f\uff1a\u4e2a\u4eba\u77e5\u8bc6\u52a9\u624b<\/strong><\/p>\n<p>\u5f53\u524d\u4ea7\u54c1\u6253\u901a\u4e86&#8221;\u516c\u5171\u77e5\u8bc6 + \u4e2a\u4eba\u6570\u636e&#8221;\u7684\u53cc\u901a\u9053\uff0c\u4f46\u6bcf\u6b21\u5bf9\u8bdd\u4ecd\u7136\u662f\u72ec\u7acb\u7684\u3002\u672a\u6765\u7684\u65b9\u5411\u662f\u8ba9 Agent \u5177\u5907\u957f\u671f\u8bb0\u5fc6\u80fd\u529b\u2014\u2014\u8bb0\u4f4f\u7528\u6237\u7684\u8eab\u4efd\u3001\u804c\u8d23\u3001\u504f\u597d\uff0c\u4e3b\u52a8\u5173\u8054\u76f8\u5173\u4fe1\u606f\u548c\u8fc7\u5f80\u5bf9\u8bdd\uff0c\u5b9e\u73b0&#8221;\u516c\u5171\u77e5\u8bc6 + \u4e2a\u4eba\u6570\u636e + \u957f\u671f\u8bb0\u5fc6&#8221;\u4e09\u91cd\u53e0\u52a0\u7684\u68c0\u7d22\u4f18\u52bf\u3002<\/p>\n<p>AgentScope \u6846\u67b6\u5df2\u5185\u7f6e\u957f\u671f\u8bb0\u5fc6\u3001\u5bf9\u8bdd\u538b\u7f29\u3001\u6280\u80fd\u7cfb\u7edf\u3001\u5b50\u4ee3\u7406\u7f16\u6392\u7b49\u80fd\u529b\uff0c\u5f53\u524d\u5904\u4e8e&#8221;\u5df2\u7981\u7528\u4f46\u53ef\u6fc0\u6d3b&#8221;\u72b6\u6001\uff0c\u540e\u7eed\u529f\u80fd\u53ef\u76f4\u63a5\u8fed\u4ee3\u4f18\u5316\uff0c\u4e0d\u9700\u8981\u63a8\u5012\u91cd\u6765\u3002<\/p>\n<h2>\u4e03\u3001\u9644\u5f55\uff1a\u95ee\u7b54\u8bc4\u6d4b\u7ed3\u679c\u4e0e\u6846\u67b6\u9009\u578b\u5bf9\u6bd4<\/h2>\n<p>\u57fa\u4e8e\u4e0d\u540c\u4e1a\u52a1\u7ef4\u5ea6\u7684\u4e09\u7ec4\u8bc4\u6d4b\u96c6\uff08\u8986\u76d6\u77e5\u8bc6\u5e93\u3001\u98de\u4e66\u6587\u6863\u3001\u98de\u4e66\u6d88\u606f\u3001\u98de\u4e66\u5999\u8bb0\u56db\u7c7b\u6570\u636e\u6e90\uff09\uff0c\u5168\u91cf\u4eba\u5de5\u6807\u6ce8\uff0c\u8bc4\u6d4b\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048154243\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u53e6\u5916\u5728\u6280\u672f\u9009\u578b\u9636\u6bb5\uff0c\u6211\u4eec\u5c06 AgentScope 2.0 \u4e0e Java \u751f\u6001\u7684\u4e3b\u6d41 AI \u6846\u67b6\u8fdb\u884c\u4e86\u8be6\u7ec6\u5bf9\u6bd4\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000048154244\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h2>\u5f80\u671f\u56de\u987e<\/h2>\n<p>1.<a href=\"https:\/\/segmentfault.com\/a\/1190000048124022\" target=\"_blank\" rel=\"noopener noreferrer\">\u5b9e\u6218\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u4e00\u4e2aCoding Agent\uff1aViolin \uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<p>2.<a href=\"https:\/\/segmentfault.com\/a\/1190000048094670\" target=\"_blank\" rel=\"noopener noreferrer\">AI Native \u4ea4\u6613\u6838\u5fc3\u7cfb\u7edf\u7684\u7814\u53d1\u8303\u5f0f\uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<p>3.<a href=\"https:\/\/segmentfault.com\/a\/1190000048085921\" target=\"_blank\" rel=\"noopener noreferrer\">\u63a8\u8350\u7cfb\u7edf\u4f53\u9a8c\u7684\u6570\u5b57\u5316\u7a81\u7834\uff1a\u5f97\u7269\u81ea\u52a8\u5316\u8bc4\u6d4b\u5e73\u53f0\u7684\u6280\u672f\u5b9e\u8df5\uff5cAICon \u6587\u7ae0\u6574\u7406<\/a><\/p>\n<p>4.<a href=\"https:\/\/segmentfault.com\/a\/1190000048065163\" target=\"_blank\" rel=\"noopener noreferrer\">RAG \u6838\u5fc3\u6982\u5ff5\u4e0e\u539f\u7406\uff1aChunking\u3001Embedding\u3001\u76f8\u4f3c\u5ea6\u3001HNSW \u4e0e\u591a\u8def\u53ec\u56de\uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<p>5.<a href=\"https:\/\/segmentfault.com\/a\/1190000048031882\" target=\"_blank\" rel=\"noopener noreferrer\">\u4ece&#8221;\u673a\u68b0\u5e94\u7b54&#8221;\u5230&#8221;\u670d\u52a1\u4f19\u4f34&#8221;\uff1a\u5f97\u7269\u9ad8\u53ef\u63a7\u667a\u80fd\u5ba2\u670d\u7684 Agent \u5de5\u7a0b\u5b9e\u8df5\uff5cAICon \u6f14\u8bb2\u6574\u7406<\/a><\/p>\n<h2>\u6587 \/\u83b2\u821f<\/h2>\n<p>\u5173\u6ce8\u5f97\u7269\u6280\u672f\uff0c\u6bcf\u5468\u56db\u66f4\u65b0\u6280\u672f\u5e72\u8d27<\/p>\n<p>\u8981\u662f\u89c9\u5f97\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9\u7684\u8bdd\uff0c\u6b22\u8fce\u8bc4\u8bba\u8f6c\u53d1\u70b9\u8d5e\uff5e<\/p>\n<p>\u672a\u7ecf\u5f97\u7269\u6280\u672f\u8bb8\u53ef\u4e25\u7981\u8f6c\u8f7d\uff0c\u5426\u5219\u4f9d\u6cd5\u8ffd\u7a76\u6cd5\u5f8b\u8d23\u4efb\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000048154229\">https:\/\/segmentfault.com\/a\/1190000048154229<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001AgentScope 2.0\uff1aHarness Agent \u67b6\u6784 \u77e5\u8bc6\u95ee\u7b54\u7684\u6838\u5fc3\u6311\u6218\u662f\u51c6\u786e\u7387\u548c\u8d28\u91cf\u3002\u4e00\u4e2a\u56de\u7b54 [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021428","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021428","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021428"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021428\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021428"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021428"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021428"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}