{"id":27807,"date":"2025-10-30T08:51:27","date_gmt":"2025-10-30T00:51:27","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27807"},"modified":"2025-10-30T08:51:27","modified_gmt":"2025-10-30T00:51:27","slug":"langchain%e6%8f%90%e5%87%baagent%e5%b7%a5%e7%a8%8b%e5%8c%96%e7%9a%84%e6%96%b0%e5%88%86%e5%b1%82%ef%bc%88agent-harness%ef%bc%89","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/10\/30\/27807\/","title":{"rendered":"LangChain\u63d0\u51faAgent\u5de5\u7a0b\u5316\u7684\u65b0\u5206\u5c42\uff08Agent harness\uff09"},"content":{"rendered":"<div class=\"article-desc\">Agent\u5f00\u53d1\u7684\u5de5\u7a0b\u5316\u6210\u719f\u5ea6\u5728\u5feb\u901f\u63d0\u5347\u3002\u4ece\u624b\u5199\u63d0\u793a\u8bcd\u5230\u6846\u67b6\u62bd\u8c61\uff0c\u518d\u5230\u8fd0\u884c\u65f6\u4fdd\u969c\uff0c\u6700\u540e\u5230\u5f00\u7bb1\u5373\u7528\u7684\u57fa\u5ea7\u670d\u52a1\u3002\u6bcf\u4e00\u5c42\u90fd\u5728\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>LangChain\u62ff\u5230\u4e86\u65b0\u878d\u8d44\uff0c\u5bf9\u81ea\u5df1\u6709\u4e86\u65b0\u5b9a\u4f4d\u2014\u2014Agent\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u5546\uff0c\u540c\u65f6\u5bf9\u81ea\u5df1\u7684\u4ea7\u54c1\u77e9\u9635\u505a\u4e86\u65b0\u7684\u68b3\u7406\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86Agent\u5f00\u53d1\u7684\u4e09\u4e2a\u5c42\u6b21\u3002<\/p>\n<p><img data-dominant-color=\"eaeee8\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeee8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27808\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/f12be67418c2954010f14106e1a7dc52013b3c.png\" width=\"912\" height=\"492\" alt=\"https:\/\/blog.langchain.com\/content\/images\/2025\/10\/Screenshot-2025-10-25-at-9.08.30---AM.png\" title=\"https:\/\/blog.langchain.com\/content\/images\/2025\/10\/Screenshot-2025-10-25-at-9.08.30---AM.png\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/f12be67418c2954010f14106e1a7dc52013b3c.png 912w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/f12be67418c2954010f14106e1a7dc52013b3c-300x162.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/f12be67418c2954010f14106e1a7dc52013b3c-150x81.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/f12be67418c2954010f14106e1a7dc52013b3c-768x414.png 768w\" sizes=\"auto, (max-width: 912px) 100vw, 912px\" \/><span class=\"data-image-title\">https:\/\/blog.langchain.com\/content\/images\/2025\/10\/Screenshot-2025-10-25-at-9.08.30&#8212;AM.png<\/span><\/p>\n<p>\u4ed6\u628aAgent\u5f00\u53d1\u5206\u6210\u4e09\u5c42\uff1a<\/p>\n<p>Framework\uff08\u6846\u67b6\u5c42\uff09\uff1a\u63d0\u4f9b\u62bd\u8c61\u548c\u6807\u51c6\u5316\u63a5\u53e3\u3002LangChain\u5c31\u662f\u8fd9\u4e00\u5c42\uff0c\u8fd8\u6709Vercel\u7684AI SDK\u3001CrewAI\u8fd9\u4e9b\u3002\u4e3b\u8981\u89e3\u51b3\u7684\u662f&#8221;\u600e\u4e48\u5199&#8221;\u7684\u95ee\u9898\u3002\u6846\u67b6\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u5fc3\u667a\u6a21\u578b\u7684\u62bd\u8c61\uff0c\u8ba9\u5f00\u53d1\u8005\u66f4\u5bb9\u6613\u4e0a\u624b\uff0c\u4f46\u505a\u5f97\u4e0d\u597d\u5c31\u4f1a\u63a9\u76d6\u5185\u90e8\u673a\u5236\uff0c\u7f3a\u4e4f\u9ad8\u7ea7\u7528\u4f8b\u7684\u7075\u6d3b\u6027\u3002<\/p>\n<p>Runtime\uff08\u8fd0\u884c\u65f6\uff09\uff1a\u5904\u7406\u751f\u4ea7\u73af\u5883\u7684\u57fa\u7840\u8bbe\u65bd\u9700\u6c42\u3002LangGraph\u5c5e\u4e8e\u8fd9\u5c42\uff0c\u63d0\u4f9b\u6301\u4e45\u5316\u6267\u884c\u3001\u6d41\u5f0f\u652f\u6301\u3001\u4eba\u673a\u534f\u4f5c\u4e2d\u65ad\u3001\u7ebf\u7a0b\u7ea7\u6301\u4e45\u5316\u7b49\u80fd\u529b\u3002\u89e3\u51b3\u7684\u662f&#8221;\u600e\u4e48\u8dd1&#8221;\u7684\u95ee\u9898\u3002Chase\u63d0\u5230\uff0c\u8fd0\u884c\u65f6\u901a\u5e38\u6bd4\u6846\u67b6\u66f4\u5e95\u5c42\uff0c\u53ef\u4ee5\u4e3a\u6846\u67b6\u63d0\u4f9b\u652f\u6491\u2014\u2014\u6bd4\u5982LangChain 1.0\u5c31\u6784\u5efa\u5728LangGraph\u4e4b\u4e0a\u3002<\/p>\n<p>Harness\uff08\u57fa\u7840\u65b9\u6848\u5f15\u64ce\u3001\u57fa\u5ea7\uff09\uff1a\u66f4\u9ad8\u5c42\u7684\u5c01\u88c5\uff0c\u5185\u7f6e\u9ed8\u8ba4\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u8c03\u7528\u5904\u7406\u3001\u89c4\u5212\u5de5\u5177\u3001\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee\u7b49\u3002DeepAgents\u5c31\u662f\u8fd9\u4e2a\u5b9a\u4f4d\uff0cChase\u5f62\u5bb9\u5b83\u662f&#8221;\u901a\u7528\u7248\u672c\u7684Claude Code&#8221;\u3002\u89e3\u51b3\u7684\u662f&#8221;\u600e\u4e48\u7528&#8221;\u7684\u95ee\u9898\uff0c\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u5b8c\u6574\u65b9\u6848\u3002<\/p>\n<p><img data-dominant-color=\"e4e4e4\" data-has-transparency=\"false\" style=\"--dominant-color: #e4e4e4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27809\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/5648ed203dd64b5cdb60285335ad041f8e0839.png\" width=\"1080\" height=\"201\" alt=\"Agent\u5de5\u7a0b\u5316\u4f7f\u7528\u573a\u666f\u5bf9\u6bd4\" title=\"Agent\u5de5\u7a0b\u5316\u4f7f\u7528\u573a\u666f\u5bf9\u6bd4\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/5648ed203dd64b5cdb60285335ad041f8e0839.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/5648ed203dd64b5cdb60285335ad041f8e0839-300x56.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/5648ed203dd64b5cdb60285335ad041f8e0839-1024x191.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/5648ed203dd64b5cdb60285335ad041f8e0839-150x28.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/5648ed203dd64b5cdb60285335ad041f8e0839-768x143.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">Agent\u5de5\u7a0b\u5316\u4f7f\u7528\u573a\u666f\u5bf9\u6bd4<\/span><\/p>\n<p>\u8fd9\u4e2a\u5206\u5c42\u6709\u610f\u601d\u7684\u5730\u65b9\u5728\u4e8e\uff0c\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u6280\u672f\u6808\u5212\u5206\uff0c\u800c\u662f\u57fa\u4e8e\u7528\u6237\u5206\u5c42\u7684\u3002Chase\u627f\u8ba4\u8fb9\u754c\u5f88\u6a21\u7cca\uff0cLangGraph\u65e2\u662f\u8fd0\u884c\u65f6\u4e5f\u6709\u6846\u67b6\u7279\u6027\u3002\u4f46\u8fd9\u786e\u5b9e\u662f\u4e2a\u95ee\u9898\uff0c\u4f46\u4e5f\u662f\u6539\u8fdb\u65b9\u5411\u3002<\/p>\n<p>\u7b80\u5355\u6982\u62ec\uff0c&#8221;LangChain = build, LangGraph = run, harness = deploy + monitor + scale&#8221;\u3002<\/p>\n<h2>&#8220;Agent Harness&#8221;\u6982\u5ff5\u7684\u8d77\u6e90<\/h2>\n<p>Chase\u7279\u610f\u63d0\u5230\u8fd9\u4e0d\u662f\u4ed6\u53d1\u660e\u7684\u672f\u8bed\uff0c\u800c\u662f\u6765\u81eaVtrivedy\u7684\u6587\u7ae0\uff08\u89c1\u672b\u5c3e\uff09\u3002Vtrivedy\u628a\u8fd9\u53eb\u505a&#8221;HaaS&#8221;\uff08Harness as a Service\uff09\uff0c\u8ba4\u4e3aAI\u5f00\u53d1\u7684\u6838\u5fc3\u539f\u8bed\u6b63\u5728\u4eceLLM API\u8f6c\u5411Harness API\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">create<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\">--&gt; client.responses.create() --&gt; agent.query()<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>Vtrivedy\u5bf9Agent Harness\u7684\u5b9a\u4e49\u5f88\u5177\u4f53\uff1a\u589e\u5f3a\u6a21\u578b\u8fd0\u884c\u65f6\u6267\u884c\u7684\u5916\u90e8\u529f\u80fd\u96c6\u5408\uff0c\u5305\u62ec\u5bf9\u8bdd\u548c\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u5de5\u5177\u8c03\u7528\u5c42\u3001\u6743\u9650\u63a7\u5236\u3001\u4f1a\u8bdd\u548c\u6587\u4ef6\u7cfb\u7edf\u72b6\u6001\u3001\u5faa\u73af\u63a7\u5236\u548c\u9519\u8bef\u5904\u7406\u3001\u57fa\u7840\u53ef\u89c2\u6d4b\u6027\u7b49\u3002\u7b80\u5355\u8bb2\uff0c\u5c31\u662f\u4e00\u4e2a\u66f4\u9ad8\u9636\u7684\uff0c\u80fd\u591f\u4f4e\u95e8\u69db\uff0c\u6b63\u786e\u9ad8\u6548\u5b9e\u65bdAgent\u7684\u5177\u5907\u5f00\u653e\u6027\u7684\u5f00\u7bb1\u5373\u7528\u65b9\u6848\uff08\u6a21\u677f\uff09\u3002<\/p>\n<p><img data-dominant-color=\"ebe7e3\" data-has-transparency=\"false\" style=\"--dominant-color: #ebe7e3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27810\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/282840a26295ebdeede528f7e9a020e8d0004b.jpg\" width=\"1080\" height=\"659\" alt=\"Harness\u5b9a\u5236\u5316\u6d41\u7a0b\u56fe\" title=\"Harness\u5b9a\u5236\u5316\u6d41\u7a0b\u56fe\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/282840a26295ebdeede528f7e9a020e8d0004b.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/282840a26295ebdeede528f7e9a020e8d0004b-300x183.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/282840a26295ebdeede528f7e9a020e8d0004b-1024x625.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/282840a26295ebdeede528f7e9a020e8d0004b-150x92.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/10\/282840a26295ebdeede528f7e9a020e8d0004b-768x469.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">Harness\u5b9a\u5236\u5316\u6d41\u7a0b\u56fe<\/span><\/p>\n<p>Harness\u5b9a\u5236\u5316\u6d41\u7a0b\u56fe<\/p>\n<p>\u4ed6\u5f3a\u8c03\uff0c\u6784\u5efaAgent\u7684\u5173\u952e\u662f&#8221;\u4e2a\u6027\u5316\u5b9a\u5236\u57fa\u5ea7&#8221;\uff0c\u5305\u62ec\u56db\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-Zk3BZ77l\">\n<li data-id=\"ld70c578-ZlOxMlmz\">\u7cfb\u7edf\u63d0\u793a\u8bcd\u00a0&#8211; \u544a\u8bc9Agent\u76ee\u6807\u3001\u73af\u5883\u3001\u5de5\u5177\u4f7f\u7528\u65b9\u6cd5\u7b49<\/li>\n<li data-id=\"ld70c578-2VjzgzSq\">\u5de5\u5177\/MCP\u00a0&#8211; \u5185\u7f6e\u5de5\u5177\u52a0\u4e0a\u7279\u5b9a\u7528\u4f8b\u7684\u81ea\u5b9a\u4e49\u903b\u8f91<\/li>\n<li data-id=\"ld70c578-f2Kqx7Po\">\u4e0a\u4e0b\u6587\u00a0&#8211; \u4ee3\u7801\u6587\u6863\u3001\u7528\u6237\u4e2a\u6027\u5316\u4fe1\u606f\u7b49<\/li>\n<li data-id=\"ld70c578-rAMLQhky\">\u5b50Agent\u00a0&#8211; 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