{"id":119676,"date":"2026-10-30T04:56:34","date_gmt":"2026-10-29T20:56:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/119676.html"},"modified":"2026-10-30T04:56:34","modified_gmt":"2026-10-29T20:56:34","slug":"%e6%88%91%e4%bb%ac%e8%a7%a3%e5%89%96%e4%ba%86-11-%e4%b8%aa%e7%94%9f%e4%ba%a7%e7%ba%a7%e7%bc%96%e7%a0%81-agent-%e7%9a%84%e6%ba%90%e7%a0%81%ef%bc%9a%e9%9b%b6-langchain%e3%80%81%e9%9b%b6%e5%90%91","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/119676.html","title":{"rendered":"\u6211\u4eec\u89e3\u5256\u4e86 11 \u4e2a\u751f\u4ea7\u7ea7\u7f16\u7801 Agent \u7684\u6e90\u7801\uff1a\u96f6 LangChain\u3001\u96f6\u5411\u91cf\u68c0\u7d22"},"content":{"rendered":"<p>\u6211\u4eec\u89e3\u5256\u4e86 11 \u4e2a\u751f\u4ea7\u7ea7\u7f16\u7801 Agent \u7684\u6e90\u7801&#xff1a;\u96f6 LangChain\u3001\u96f6\u5411\u91cf\u68c0\u7d22<br \/>\n83 \u9875\u8bba\u6587\u300117 \u4efd\u4f9d\u8d56\u6e05\u5355\u3001959 \u4e2a\u4f9d\u8d56\u540d\u3001\u7ea6 400 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\u4efd\u4e92\u5f02\u7684\u7cfb\u7edf-\u6e05\u5355\u5bf9\u6784\u6210\u8ba1\u6570\u5206\u6bcd&#xff08;canonical&#xff09;&#xff0c;4 \u4efd\u4fdd\u7559\u4e3a\u5bf9\u7167&#xff08;2 \u4efd\u5b57\u8282\u7ea7\u91cd\u590d\u30011 \u4e2a monorepo \u6839\u30011 \u4e2a\u4f9d\u8d56\u59d4\u6d3e\u6869&#xff09;\u3002\u9010\u4efd\u4e4b\u548c 1,450&#xff0c;\u53bb\u91cd\u540e 959 \u4e2a\u4e92\u5f02\u4f9d\u8d56\u540d \/ 955 \u4e2a\u5f52\u4e00\u5316\u952e\u3002<\/p>\n<p>\u8ba1\u6570\u89c4\u5219\u5168\u90e8\u56fa\u5316\u5728\u5f00\u6e90\u5ba1\u8ba1\u811a\u672c\u91cc&#xff0c;\u5de5\u7a0b\u4e0a\u6700\u503c\u5f97\u6284\u7684\u662f\u6b63\u8d1f\u5bf9\u7167\u8bbe\u8ba1&#xff1a;<\/p>\n<ul>\n<li>\u6b63\u5bf9\u7167&#xff1a;\u8fde\u5b57\u7b26\u4e0e\u4f5c\u7528\u57df\u5305\u540d&#xff08;pydantic-ai\u3001llama-index\u3001&#064;langchain\/core\u3001semantic-kernel\u3001google-adk&#xff09;\u5fc5\u987b\u88ab\u68c0\u51fa\u2014\u2014\u8bc1\u660e\u8c13\u8bcd\u771f\u7684\u4f1a\u89e6\u53d1&#xff1b;<\/li>\n<li>\u8d1f\u5bf9\u7167&#xff1a;\u5bf9\u5168\u90e8\u771f\u5b9e\u6e05\u5355\u65ad\u8a00 0 \u5047\u9633\u6027\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd&#xff1a;\u8ba9\u300c\u6ca1\u68c0\u51fa\u300d\u53d8\u6210\u53ef\u5ba1\u8ba1\u7684\u7ed3\u8bba&#xff0c;\u800c\u4e0d\u662f\u4e00\u53e5\u53e3\u53f7\u3002<\/p>\n<h3>\u4e09\u3001\u590d\u73b0\u7ed3\u679c&#xff1a;\u4e24\u6761\u90fd\u6210\u7acb&#xff0c;\u4f46\u8981\u5212\u6e05\u8bc1\u636e\u8fb9\u754c<\/h3>\n<table>\n<tr>\u4e3b\u5f20\u590d\u73b0\u5224\u5b9a\u7ec6\u8282<\/tr>\n<tbody>\n<tr>\n<td>\u96f6\u901a\u7528\u6846\u67b6\u4f9d\u8d56<\/td>\n<td>\u6210\u7acb&#xff08;\u9650 10 \u4e2a\u53ef\u89c2\u6d4b\u7cfb\u7edf&#xff09;<\/td>\n<td>17 \u4efd\u6e05\u5355\u3001959 \u4e2a\u4f9d\u8d56\u540d&#xff0c;\u6846\u67b6\u547d\u4e2d 0<\/td>\n<\/tr>\n<tr>\n<td>\u96f6\u5411\u91cf\u5d4c\u5165\u4ee3\u7801\u68c0\u7d22<\/td>\n<td>\u6210\u7acb&#xff0c;\u552f\u4e00\u4f8b\u5916\u5373\u539f\u6587\u9884\u8a00\u8005<\/td>\n<td>\u552f\u4e00\u547d\u4e2d sqlite-vec&#xff0c;\u5728 OpenClaw \u7684 optionalDependencies\u2014\u2014\u539f\u6587\u6070\u597d\u6307\u51fa OpenClaw \u662f\u552f\u4e00\u542f\u7528\u5411\u91cf\u8bb0\u5fc6\u7684\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u6280\u80fd\u91c7\u7528\u5ea6\u9886\u5148 MCP<\/td>\n<td>\u5206\u5c42\u4e14\u5bf9\u8c13\u8bcd\u654f\u611f<\/td>\n<td>\u5b98\u65b9 TS SDK 3\/11 \u2192 \u52a0\u5b98\u65b9 Python SDK 5\/11 \u2192 \u52a0 FastMCP \u5305\u88c5\u5668 6\/11&#xff1b;\u8bba\u6587\u7684 8\/11 \u4e3a\u80fd\u529b\u5e76\u96c6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u4e2a\u91cd\u8981\u7684\u8bda\u5b9e\u4fee\u6b63&#xff1a;Claude Code \u5bf9\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u53ef\u89c2\u6d4b\u2014\u2014npm \u6e05\u5355 dependencies \u4e3a\u7a7a&#xff0c;8 \u6761\u4f9d\u8d56\u5168\u662f\u5e73\u53f0\u4e8c\u8fdb\u5236\u3002\u4e24\u9879\u4e3b\u5f20\u7684\u9002\u7528\u9762\u4ece\u300c11 \u4e2a\u7cfb\u7edf\u300d\u4fee\u6b63\u4e3a\u300c10 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\u6708&#xff09;\u2014\u2014\u6e05\u5355\u6027\u4e3b\u5f20\u786e\u5b9e\u4ee5\u5468\u4e3a\u5355\u4f4d\u8870\u51cf&#xff0c;\u4f46\u589e\u901f\u5728\u653e\u7f13\u3002\u300c\u8870\u51cf\u300d\u4ece\u5355\u70b9\u53d8\u6210\u5e26\u659c\u7387\u7684\u66f2\u7ebf\u3002<\/p>\n<p>\u5176\u4e8c&#xff0c;\u5b50\u9886\u57df\u6587\u732e\u7a97\u53e3\u7684\u538b\u7f29\u901f\u5ea6\u3002 \u5bf9\u8bba\u6587 92 \u6761\u53c2\u8003\u6587\u732e\u4e2d\u7684 31 \u6761 arXiv \u8bb0\u5f55\u505a\u65f6\u95f4\u7ebf&#xff1a;2026 \u5e74 4 \u6708\u5355\u6708 6 \u7bc7\u30015 \u6708 5 \u7bc7\u2014\u2014\u5960\u57fa\u6587\u732e\u538b\u7f29\u5728\u7ea6 9 \u4e2a\u6708\u5185\u3002\u4e00\u4e2a\u65b9\u5411\u7684\u5206\u6790\u57fa\u7840\u8bbe\u65bd\u4ece\u65e0\u5230\u6709\u53ea\u7528\u4e24\u4e2a\u5b63\u5ea6&#xff0c;\u8fd9\u662f\u300charness \u6210\u4e3a\u4e00\u95e8\u5de5\u7a0b\u5b66\u79d1\u300d\u7684\u65c1\u8bc1\u3002<\/p>\n<h3>\u4e94\u3001\u7ed9 Agent \u5f00\u53d1\u8005\u7684\u516d\u6761\u5de5\u7a0b\u542f\u793a<\/h3>\n<p>\u8fd9\u4e9b\u4e0d\u662f\u8bba\u6587\u539f\u6587&#xff0c;\u662f\u6211\u4eec\u628a\u590d\u73b0\u7ed3\u8bba\u4e0e 29 \u4e2a\u8bbe\u8ba1\u6a21\u5f0f\u300113 \u6761\u8de8\u7cfb\u7edf\u89c2\u5bdf\u63c9\u788e\u540e\u7684\u5de5\u7a0b\u5224\u65ad&#xff1a;<\/p>\n<li>\u4e0a\u4e0b\u6587\u7ba1\u7406\u662f harness \u7684\u6838\u5fc3\u8d44\u4ea7&#xff0c;\u4e0d\u662f\u9644\u5c5e\u529f\u80fd\u3002 \u751f\u4ea7\u7cfb\u7edf\u7684\u5dee\u5f02\u4e3b\u8981\u4e0d\u5728\u300c\u7528\u4e86\u4ec0\u4e48\u6a21\u578b\u300d&#xff0c;\u800c\u5728\u5faa\u73af\u3001\u538b\u7f29\u3001\u8bb0\u5fc6\u4e0e\u5de5\u5177\u7ed3\u679c\u7684\u7f16\u6392\u65b9\u5f0f\u2014\u2014\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u96f6\u6846\u67b6\u4f9d\u8d56&#xff1a;\u6846\u67b6\u7684\u62bd\u8c61\u7c92\u5ea6\u914d\u4e0d\u4e0a\u751f\u4ea7\u9700\u6c42\u3002<\/li>\n<li>\u5de5\u5177\u9762\u8bbe\u8ba1\u4f18\u5148\u4e8e\u6a21\u578b\u9009\u578b\u3002 \u540c\u4e00\u5957 harness 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\u73af\u4e3a\u7a7a\u3002<\/p>\n<h3>\u4e03\u3001\u53ef\u590d\u73b0\u4e0e\u590d\u7528<\/h3>\n<p>\u672c\u6587\u5168\u90e8\u6570\u5b57\u53ef\u590d\u7b97&#xff1a;\u5ba1\u8ba1\u811a\u672c&#xff08;\u8ba1\u6570\u89c4\u5219\u3001\u5f52\u4e00\u5316\u3001\u8c13\u8bcd\u96c6\u3001\u6b63\u8d1f\u5bf9\u7167&#xff09;\u968f\u6587\u5f00\u6e90&#xff0c;\u914d\u5957 17 \u4efd\u539f\u59cb\u6e05\u5355\u5f52\u6863\u3001\u9010\u6e05\u5355\u89d2\u8272\u5b9a\u4e49\u4e0e\u6e90 URL\u3001\u673a\u5668\u53ef\u8bfb\u4e3b\u5f20\u53f0\u8d26\u3001\u8bc1\u636e\u8868&#xff08;\u542b SHA-256 \u524d\u7f00&#xff09;\u3002\u91cd\u8dd1\u5165\u53e3&#xff1a;python3 12_manifest_audit.py&#xff08;\u9700 manifests\/ \u4e0e manifest_roles.json \u540c\u76ee\u5f55&#xff09;\u3002<\/p>\n<h3>\u53c2\u8003\u6765\u6e90<\/h3>\n<li>Barbaste, P., Darrigol, T., Vu, G., &amp; Wiltberger, T. (2026). Harness Engineering: Anatomy, Architecture, and Evolution of Coding Agents \u2014 A Source-Code Study of Eleven Systems. arXiv:2609.00006v1 [cs.SE]. 83 \u9875, CC BY 4.0. DOI: 10.48550\/arXiv.2609.00006<\/li>\n<li>\u672c\u6587\u72ec\u7acb\u5ba1\u8ba1\u811a\u672c\u4e0e 17 \u4efd\u6e05\u5355\u5f52\u6863&#xff08;\u542b\u6b63\u8d1f\u5bf9\u7167\u4e0e\u9010\u6587\u4ef6 SHA-256&#xff09;&#xff0c;\u968f\u6587\u5f00\u6e90<\/li>\n<li>Cognition&#xff08;\u4fee\u6b63\u591a agent \u4e3b\u5f20&#xff09;\u4e0e Anthropic \u591a agent \u4f7f\u7528\u6307\u5f15&#xff0c;2026<\/li>\n<li>ThoughtWorks Technology Radar Vol.34&#xff08;Agent \u5e73\u53f0 Adopt \u73af\u4e3a\u7a7a&#xff09;<\/li>\n<li>Flowise \u505c\u6b62\u8fd0\u8425\u516c\u544a&#xff0c;2026-08-31<\/li>\n<hr \/>\n<p>\u738b\u4e9a\u535a&#xff08;Abel Wang&#xff09;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u4eec\u89e3\u5256\u4e86 11 \u4e2a\u751f\u4ea7\u7ea7\u7f16\u7801 Agent \u7684\u6e90\u7801&#xff1a;\u96f6 LangChain\u3001\u96f6\u5411\u91cf\u68c0\u7d22<br \/>\n83 \u9875\u8bba\u6587\u300117 \u4efd\u4f9d\u8d56\u6e05\u5355\u3001959 \u4e2a\u4f9d\u8d56\u540d\u3001\u7ea6 400 \u4e07\u884c\u4ee3\u7801\u3002\u6211\u4eec\u6838\u9a8c\u4e86 Wavestone AI Lab\u300aHarness Engineering\u300b&#xff08;arXiv:2609.00006&#xff09;\u6700\u53ef\u8bc1\u4f2a\u7684\u4e24\u9879\u4e3b\u5f20&#xff0c;\u5e76\u72ec\u7acb\u590d\u73b0\u6210\u7acb\u2014\u2014\u751f\u4ea7\u7ea7\u7f16\u7801\u667a\u80fd\u4f53&#xff08;Claude Code\u3001Codex CLI\u3001Gemini CLI\u3001Ope<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[997,50],"topic":[],"class_list":["post-119676","post","type-post","status-publish","format-standard","hentry","category-server","tag-langchain","tag-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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