{"id":107306,"date":"2026-09-19T10:56:41","date_gmt":"2026-09-19T02:56:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/107306.html"},"modified":"2026-09-19T10:56:41","modified_gmt":"2026-09-19T02:56:41","slug":"%e6%af%8f%e6%97%a5%e7%83%ad%e8%af%84%ef%bd%9c%e6%8a%8a%e8%8a%82%e7%82%b9%e4%b8%80%e6%97%a6%e8%a2%ab%e5%ae%9e%e9%aa%8c%e5%9b%9e%e7%ad%94%e5%b0%b1%e6%b0%b8%e4%b9%85%e5%86%bb%e7%bb%93","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/107306.html","title":{"rendered":"\u6bcf\u65e5\u70ed\u8bc4\uff5c\u628a\u201c\u8282\u70b9\u4e00\u65e6\u88ab\u5b9e\u9a8c\u56de\u7b54\u5c31\u6c38\u4e45\u51bb\u7ed3\u201d\u5199\u8fdb\u5951\u7ea6\uff1aOpenResearch\u5982\u4f55\u7528Rust\u505a\u53ef\u590d\u73b0\u79d1\u7814"},"content":{"rendered":"<h2>\u6bcf\u65e5\u70ed\u8bc4&#xff5c;\u628a\u201c\u8282\u70b9\u4e00\u65e6\u88ab\u5b9e\u9a8c\u56de\u7b54\u5c31\u6c38\u4e45\u51bb\u7ed3\u201d\u5199\u8fdb\u5951\u7ea6&#xff1a;OpenResearch\u5982\u4f55\u7528Rust\u505a\u53ef\u590d\u73b0\u79d1\u7814<\/h2>\n<p>\u8bc4\u6d4b\u5feb\u7167&#xff1a;alphaXiv\/OpenResearch &#064; cf4baa7<br \/>\n\u9879\u76ee\u5b9a\u4f4d&#xff1a;\u672c\u5730\u4f18\u5148&#xff08;local-first&#xff09;\u7684\u7814\u7a76Agent\u5de5\u4f5c\u53f0\u4e0eautoresearch\u5e73\u53f0<br \/>\n\u6570\u636e\u6307\u6807&#xff1a;Stars 1,777 | \u4e3b\u8bed\u8a00Rust | \u534f\u8baeMIT<br \/>\n\u270d\ufe0f \u4f5c\u8005&#xff1a;Valhalla Matrix \u6cbb\u7406\u5b9e\u9a8c\u5ba4<\/p>\n<p>\u6458\u8981&#xff1a;\u8ba9AI\u201c\u505a\u79d1\u7814\u201d\u662f2026\u5e74\u6700\u70ed\u4e5f\u6700\u5bb9\u6613\u7ffb\u8f66\u7684\u53e3\u53f7\u3002\u591a\u6570\u6240\u8c13\u201cAI\u79d1\u5b66\u5bb6\u201d\u9879\u76ee\u6b62\u6b65\u4e8e\u201c\u751f\u6210\u4e00\u6bb5\u770b\u4f3c\u5408\u7406\u7684\u8bba\u6587\u201d\u3002\u800cOpenResearch\u8d70\u4e86\u4e00\u6761\u66f4\u786c\u6838\u7684\u8def&#xff1a;\u5b83\u7528Rust\u5199\u4e86\u4e00\u4e2a\u672c\u5730\u4f18\u5148\u7684CLI&#xff08;orx&#xff09;&#xff0c;\u628aClaude Code\u3001Codex\u3001OpenCode\u3001Cursor\u53d8\u6210\u80fd\u771f\u6b63\u8dd1\u5b9e\u9a8c\u3001\u7559\u8bc1\u636e\u3001\u53ef\u590d\u73b0\u7684\u7814\u7a76Agent&#xff0c;\u5e76\u4e14\u2014\u2014\u628a\u79d1\u7814\u7684\u53ef\u590d\u73b0\u6027&#xff0c;\u5199\u6210\u4e86\u4e00\u6761\u4e0d\u53ef\u8fdd\u53cd\u7684\u5de5\u7a0b\u5951\u7ea6\u3002\u672c\u6587\u4ece\u672c\u5730\u4f18\u5148\u67b6\u6784\u3001\u56db\u6761\u94c1\u5f8b\u3001Rust\u5de5\u7a0b\u6d01\u7656\u4e09\u4e2a\u7ef4\u5ea6&#xff0c;\u62c6\u89e3\u8fd9\u4e2a\u201c\u5148\u5efa\u7ea6\u675f\u518d\u8c08\u667a\u80fd\u201d\u7684\u7814\u7a76\u57fa\u7840\u8bbe\u65bd\u3002\u6838\u5fc3\u5224\u65ad&#xff1a;OpenResearch\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8ba9AI\u81ea\u52a8\u5199\u8bba\u6587\u201d&#xff0c;\u800c\u5728\u4e8e\u5b83\u628a\u79d1\u7814\u53ef\u590d\u73b0\u6027\u7ffb\u8bd1\u6210\u4e86\u53ef\u6267\u884c\u3001\u53ef\u5ba1\u8ba1\u7684\u5de5\u7a0b\u89c4\u5219\u2014\u2014\u800c\u8fd9\u6070\u6070\u662fAI\u79d1\u7814\u4ece\u201c\u70ab\u6280\u201d\u8d70\u5411\u201c\u53ef\u4fe1\u201d\u7684\u5206\u6c34\u5cad\u3002<\/p>\n<h3>\u4e00\u3001\u672c\u5730\u4f18\u5148&#xff1a;\u7814\u7a76\u6570\u636e\u4e0d\u51fa\u4f60\u7684\u673a\u5668<\/h3>\n<p>OpenResearch\u7684\u7b2c\u4e00\u4e2a\u53d6\u820d\u662flocal-first\u3002orx up\u5728\u672c\u5730\u542f\u52a8\u4e00\u4e2a\u4eea\u8868\u76d8&#xff08;http:\/\/127.0.0.1:4791&#xff09;&#xff0c;\u9879\u76ee\u3001\u5b9e\u9a8c\u5206\u652f\u3001\u6267\u884c\u8bb0\u5f55\u90fd\u5b58\u653e\u5728\u672c\u5730Git\u4ed3\u5e93\u548c\u672c\u5730SQLite\u6570\u636e\u5e93\u91cc\u3002<\/p>\n<p>\u8fd9\u4e2a\u8bbe\u8ba1\u9009\u62e9\u4e0d\u662f\u88c5\u9970\u6027\u7684\u3002\u5f53\u4f60\u628aClaude Code\u6216Codex\u8fd9\u7c7b\u4e91\u7aef\u6a21\u578b\u63a5\u8fdb\u6765\u65f6&#xff0c;\u4ee3\u7801\u4e0e\u6570\u636e\u4ecd\u53ef\u80fd\u53d1\u5f80\u5916\u90e8\u6a21\u578b\u670d\u52a1\u3002\u4f46OpenResearch\u540c\u65f6\u652f\u6301LM Studio\u3001oMLX\u3001Ollama\u6216\u81ea\u5b9a\u4e49\u7aef\u70b9\u2014\u2014\u8fd9\u610f\u5473\u7740\u4e00\u4e2a\u6743\u91cd\u548c\u8bed\u6599\u90fd\u4e0d\u79bb\u5f00\u672c\u5730\u786c\u4ef6\u7684\u8fd0\u884c\u8def\u5f84\u662f\u771f\u5b9e\u53ef\u7528\u7684\u3002\u5bf9\u4e8e\u6709\u4f26\u7406\u5ba1\u67e5\u59d4\u5458\u4f1a\u7684\u9ad8\u6821\u5b9e\u9a8c\u5ba4&#xff0c;\u8fd9\u4e2a\u9009\u9879\u53ef\u80fd\u662f\u201c\u7528\u4e0d\u7528\u201d\u7684\u5206\u6c34\u5cad\u3002<\/p>\n<p>\u4eceCargo.toml\u7684\u4f9d\u8d56\u58f0\u660e\u53ef\u4ee5\u770b\u5230\u4f5c\u8005\u5bf9\u201c\u9759\u6001\u53ef\u79fb\u690d\u6027\u201d\u7684\u6267\u5ff5&#xff1a;<\/p>\n<p># Cargo.toml<br \/>\n[[bin]]<br \/>\nname &#061; &#034;orx&#034;<br \/>\npath &#061; &#034;src\/main.rs&#034;<\/p>\n<p>[dependencies]<br \/>\ntokio &#061; { version &#061; &#034;1&#034;, features &#061; [&#034;rt-multi-thread&#034;] }<br \/>\n# rustls \u66ff\u4ee3 native-tls&#xff1a;\u907f\u514d OpenSSL \u4f9d\u8d56&#xff0c;\u8ba9 musl \u9759\u6001\u6784\u5efa\u80fd\u5e72\u51c0\u94fe\u63a5<br \/>\nreqwest &#061; { version &#061; &#034;0.12&#034;, default-features &#061; false, features &#061; [&#034;rustls-tls&#034;, &#034;http2&#034;, &#034;stream&#034;] }<br \/>\nclap &#061; { version &#061; &#034;4&#034;, features &#061; [&#034;derive&#034;] }<br \/>\n# bundled&#xff1a;\u4ece\u6e90\u7801\u7f16\u8bd1 SQLite&#xff0c;\u5f7b\u5e95\u6446\u8131\u7cfb\u7edf\u5e93\u4f9d\u8d56<br \/>\nrusqlite &#061; { version &#061; &#034;0.32&#034;, features &#061; [&#034;bundled&#034;] }<\/p>\n<p>\u4e24\u5904\u6ce8\u91ca\u66b4\u9732\u4e86\u660e\u786e\u7684\u5de5\u7a0b\u76ee\u6807&#xff1a;\u7528rustls\u7ed5\u5f00OpenSSL&#xff0c;\u907f\u514dC\u7ed1\u5b9a\u5e26\u6765\u7684\u8de8\u5e73\u53f0\u95ee\u9898&#xff1b;\u7528bundled\u7279\u6027\u4ece\u6e90\u7801\u7f16\u8bd1SQLite&#xff0c;\u751f\u6210\u5b8c\u5168\u81ea\u5305\u542b\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6&#xff0c;\u4e0d\u4f9d\u8d56\u5bbf\u4e3b\u673a\u4e0a\u7684SQLite\u52a8\u6001\u5e93\u3002\u5bf9\u201c\u628a\u5de5\u5177\u88c5\u5230\u4efb\u610f\u7814\u7a76\u673a\u5668\u4e0a\u201d\u7684\u8bc9\u6c42\u800c\u8a00&#xff0c;\u8fd9\u662f\u521a\u9700\u2014\u2014\u4f60\u4e0d\u9700\u8981\u5728\u7814\u7a76\u96c6\u7fa4\u7684\u6bcf\u53f0\u673a\u5668\u4e0a\u5b89\u88c5OpenSSL\u6216SQLite&#xff0c;orx\u4e8c\u8fdb\u5236\u672c\u8eab\u5c31\u662f\u5b8c\u6574\u7684\u3002<\/p>\n<h3>\u4e8c\u3001\u771f\u6b63\u7684\u7075\u9b42&#xff1a;\u628a\u201c\u53ef\u590d\u73b0\u201d\u53d8\u6210\u4e0d\u53ef\u8fdd\u53cd\u7684\u89c4\u5219<\/h3>\n<p>OpenResearch\u6700\u6253\u52a8\u4eba\u7684\u5730\u65b9&#xff0c;\u662f\u5b83SKILL.md\u91cc\u5199\u6b7b\u7684\u56db\u6761\u94c1\u5f8b\u3002\u5176\u4e2d\u7b2c\u4e00\u6761\u76f4\u51fbAI\u79d1\u7814\u7684\u547d\u95e8&#xff1a;<\/p>\n<p>\u4e00\u65e6\u67d0\u4e2a\u8282\u70b9\u88ab\u4e00\u6b21\u8fd0\u884c\u201c\u56de\u7b54\u201d\u4e86&#xff0c;\u5c31\u6c38\u8fdc\u4e0d\u80fd\u518d\u7f16\u8f91\u5b83\u3002<br \/>\n\u8282\u70b9\u5728\u5b9e\u9a8c\u5f97\u5230\u57fa\u7ebf\u6216\u68c0\u9a8c\u5b8c\u5047\u8bbe\u7684\u90a3\u4e00\u523b\u6c38\u4e45\u51bb\u7ed3\u2014\u2014\u5305\u62ec\u6839\u8282\u70b9\u3002\u5931\u671b\u7684\u7ed3\u679c\u4e5f\u662f\u7ed3\u679c\u3002<br \/>\n\u5728\u6b64\u4e4b\u524d\u5b83\u662f\u4e34\u65f6&#xff08;provisional&#xff09; \u7684&#xff1a;\u64ad\u79cd\u3001\u4fee\u4f9d\u8d56\u3001\u8ba9\u5b83\u8dd1\u8d77\u6765\u90fd\u53d1\u751f\u5728\u5b83\u81ea\u5df1\u7684\u5206\u652f\u4e0a\u3002\u60f3\u8bd5\u65b0\u60f3\u6cd5&#xff1f;\u5f00\u4e00\u4e2a\u5b50\u8282\u70b9&#xff0c;\u6539\u5b50\u8282\u70b9\u3002<\/p>\n<p>\u8fd9\u6761\u89c4\u5219\u7684\u5de5\u7a0b\u7b49\u4ef7\u7269\u662f&#xff1a;\u5b9e\u9a8c\u4e00\u65e6\u6709\u7ed3\u8bba&#xff0c;\u5386\u53f2\u5373\u4e0d\u53ef\u7be1\u6539\u3002\u5b83\u7528\u201c\u4e0d\u53ef\u53d8\u5b9e\u9a8c\u6811\u201d\u66ff\u4ee3\u4e86\u201c\u53cd\u590d\u6539\u811a\u672c\u76f4\u5230\u7ed3\u679c\u597d\u770b\u201d\u7684\u79d1\u7814\u53cd\u6a21\u5f0f\u3002<\/p>\n<p>\u7b2c\u4e8c\u6761\u540c\u6837\u5173\u952e&#xff1a;<\/p>\n<p>\u8fd0\u884c\u547d\u4ee4\u548c\u73af\u5883\u662f\u4e00\u4efd\u56fa\u5b9a\u5951\u7ea6\u2014\u2014\u6bcf\u4e2a\u8282\u70b9\u4e0a\u90fd\u5b8c\u5168\u4e00\u81f4\u3002 \u5b50\u8282\u70b9\u9010\u5b57\u7ee7\u627f\u7236\u8282\u70b9\u7684\u8fd0\u884c\u547d\u4ee4\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740&#xff0c;\u5bf9\u6bd4\u5b9e\u9a8c\u4e4b\u95f4\u552f\u4e00\u7684\u53d8\u91cf\u662f\u4ee3\u7801\/\u5047\u8bbe\u672c\u8eab&#xff0c;\u800c\u975e\u5077\u5077\u6539\u6389\u7684\u8fd0\u884c\u73af\u5883\u3002\u8fd9\u662fPython\u79d1\u7814\u4e2d\u201c\u5728\u6211\u7684\u673a\u5668\u4e0a\u80fd\u8dd1\u201d\u95ee\u9898\u7684\u6839\u6cbb\u65b9\u6848\u3002<\/p>\n<p>\u4e00\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u8bbe\u8ba1\u7ec6\u8282&#xff1a;SKILL.md\u660e\u786e\u533a\u5206\u4e86\u201c\u56de\u7b54\u201d\u548c\u201c\u610f\u5916\u884c\u4e3a\u201d\u2014\u2014OOM\u3001\u8d85\u65f6\u3001\u4f9d\u8d56\u7f3a\u5931\u8fd9\u4e9b\u5c5e\u4e8e\u5b9e\u73b0\u548c\u786c\u4ef6\u95ee\u9898&#xff0c;\u8282\u70b9\u4ecd\u7136\u662f\u4e34\u65f6\u7684&#xff0c;\u4fee\u590d\u540e\u91cd\u65b0\u8fd0\u884c\u5373\u53ef&#xff1b;\u53ea\u6709\u4ea7\u751f\u4e86\u8282\u70b9\u6240\u8ffd\u6c42\u7684\u7ed3\u679c&#xff08;\u65e0\u8bba\u597d\u574f&#xff09;\u624d\u7b97\u201c\u56de\u7b54\u201d\u3002\u8fd9\u4e2a\u533a\u5206\u8ba9\u201c\u4e34\u65f6-\u51bb\u7ed3\u201d\u7684\u72b6\u6001\u673a\u6709\u4e86\u660e\u786e\u7684\u8fb9\u754c\u6761\u4ef6\u3002<\/p>\n<h3>\u4e09\u3001\u5b83\u628a\u201c\u5b9e\u9a8c\u6811\u201d\u5f53\u6210\u4e86Git\u5bf9\u8c61<\/h3>\n<p>OpenResearch\u7684\u601d\u8def\u662f\u628a\u79d1\u7814\u6d41\u7a0b\u6620\u5c04\u5230\u7248\u672c\u63a7\u5236\u3002\u6bcf\u4e2a\u7814\u7a76\u65b9\u5411\u62e5\u6709\u72ec\u7acb\u7684Agent\u4f1a\u8bdd\u548c\u72ec\u7acb\u7684git 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