{"id":101084,"date":"2026-09-06T05:16:57","date_gmt":"2026-09-05T21:16:57","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/101084.html"},"modified":"2026-09-06T05:16:57","modified_gmt":"2026-09-05T21:16:57","slug":"ruflo%ef%bc%9aclaude-code-codex-%e7%9a%84-ai-agent-%e5%85%83%e6%8e%a7%e5%88%b6%e6%a1%86%e6%9e%b6%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/101084.html","title":{"rendered":"Ruflo\uff1aClaude Code\/Codex \u7684 AI Agent \u5143\u63a7\u5236\u6846\u67b6\u6df1\u5ea6\u89e3\u6790"},"content":{"rendered":"<\/p>\n<h3>\u5f15\u8a00<\/h3>\n<p>AI \u7f16\u7801\u52a9\u624b\u7684\u6f14\u8fdb\u6b63\u4ece\u5355\u4e00\u6a21\u578b\u8c03\u7528\u8fc8\u5411\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u65f6\u4ee3\u3002Ruflo&#xff08;70.5k stars, 8.4k forks, 7,404 commits&#xff09;\u4f5c\u4e3a Model &#043; Harness \u67b6\u6784\u4e2d\u7684 Harness \u5c42&#xff0c;\u4e3a Claude Code \u548c Codex \u63d0\u4f9b\u4e86\u5de5\u5177\u3001\u8bb0\u5fc6\u3001\u5faa\u73af\u3001\u6c99\u7bb1\u4e0e\u63a7\u5236\u7cfb\u7edf&#xff0c;\u4f7f Agent \u4ece\u4ee3\u7801\u751f\u6210\u5668\u8fdb\u5316\u4e3a\u53ef\u534f\u4f5c\u5de5\u4f5c\u7684\u667a\u80fd\u4f53\u7f51\u7edc [1]\u3002<\/p>\n<\/p>\n<h3>\u4e00\u3001Agent \u5143\u63a7\u5236\u5c42\u67b6\u6784\u8bbe\u8ba1<\/h3>\n<p>Ruflo \u7684\u6838\u5fc3\u54f2\u5b66\u53ef\u6982\u62ec\u4e3a&#xff1a;Agent &#061; Model &#043; Harness\u3002\u6a21\u578b\u8d1f\u8d23\u63a8\u7406\u4e0e\u751f\u6210&#xff0c;Harness \u63d0\u4f9b\u5b9e\u9645\u5de5\u4f5c\u6240\u9700\u7684\u5168\u90e8\u652f\u6491\u8bbe\u65bd [1]\u3002<\/p>\n<p>\u5728\u5178\u578b\u7684 Claude Code \u63d2\u4ef6\u6a21\u5f0f\u4e0b&#xff0c;Ruflo \u4ec5\u4ee5\u659c\u6760\u547d\u4ee4\u5f62\u5f0f\u6ce8\u5165&#xff0c;\u5145\u5f53\u8f7b\u91cf\u7f16\u6392\u5c42&#xff1b;\u800c\u5b8c\u6574 CLI \u5b89\u88c5&#xff08;npx ruflo init&#xff09;\u5219\u6784\u5efa\u8d77\u5b8c\u6574\u7684\u795e\u7ecf\u7cfb\u7edf&#xff1a;98 \u4e2a\u4e13\u4e1a Agent\u300160&#043; \u547d\u4ee4\u3001MCP Server\u3001hooks \u4e0e\u540e\u53f0 daemon \u534f\u540c\u5de5\u4f5c&#xff0c;\u5b9e\u73b0\u300c\u4e00\u6b21\u521d\u59cb\u5316&#xff0c;\u7ec8\u8eab\u53d7\u76ca\u300d\u7684\u81ea\u7ec4\u7ec7\u3001\u81ea\u5b66\u4e60\u80fd\u529b [1]\u3002<\/p>\n<\/p>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\u2502           Ruflo Harness Layer           \u2502\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524\u2502   Agents    \u2502   Memory    \u2502   Tools     \u2502\u2502  (98&#043;)      \u2502  (HNSW)     \u2502  (35&#043; plugin)\u2502\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524\u2502   Swarm     \u2502  Federation \u2502  GOAP\/A*    \u2502\u2502  Coordinator\u2502  (mTLS)     \u2502  Planner    \u2502\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518         \u2193    Model Layer (Claude\/GPT\/Gemini\/Cohere\/Ollama)<\/p>\n<p>\u8fd9\u4e00\u5206\u5c42\u8bbe\u8ba1\u4f7f\u5f97 Ruflo \u4e0d\u4e0e\u7279\u5b9a\u6a21\u578b\u7ed1\u5b9a&#xff0c;\u800c\u662f\u901a\u8fc7 OpenRouter \u6216\u81ea\u5b9a\u4e49\u7aef\u70b9\u63a5\u5165\u591a\u79cd LLM&#xff0c;\u5e76\u901a\u8fc7 ruvLLM \u5b9e\u73b0\u672c\u5730\u81ea\u9002\u5e94\u6a21\u578b\u8def\u7531 [1]\u3002<\/p>\n<\/p>\n<h3>\u4e8c\u3001\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4e0e Swarm \u62d3\u6251<\/h3>\n<p>Ruflo \u5185\u7f6e 100&#043; \u4e13\u4e1a Agent&#xff0c;\u8986\u76d6\u7f16\u7801\u3001\u6d4b\u8bd5\u3001\u5b89\u5168\u3001\u6587\u6863\u3001\u67b6\u6784\u7b49\u5168\u8f6f\u4ef6\u751f\u547d\u5468\u671f [1]\u3002\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u7075\u6d3b\u7684 Swarm \u534f\u8c03\u673a\u5236&#xff1a;<\/p>\n<ul>\n<li>\u62d3\u6251\u7ed3\u6784&#xff1a;\u652f\u6301\u5206\u5c42&#xff08;Hierarchical&#xff09;\u3001\u7f51\u72b6&#xff08;Mesh&#xff09;\u4e0e\u81ea\u9002\u5e94&#xff08;Adaptive&#xff09;\u4e09\u79cd\u7ec4\u7ec7\u5f62\u6001&#xff0c;\u53ef\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u52a8\u6001\u5207\u6362<\/li>\n<li><\/li>\n<li>\u5171\u8bc6\u534f\u8bae&#xff1a;\u96c6\u6210 Raft&#xff08;Leader Election&#xff09;\u3001Byzantine Fault Tolerance&#xff08;\u62dc\u5360\u5ead\u5bb9\u9519&#xff09;\u4e0e Gossip \u534f\u8bae&#xff0c;\u786e\u4fdd\u5206\u5e03\u5f0f\u51b3\u7b56\u7684\u4e00\u81f4\u6027 [1]<\/li>\n<li><\/li>\n<li>\u7f16\u6392\u80fd\u529b&#xff1a;\u901a\u8fc7 Autopilot \u6a21\u5f0f\u5b9e\u73b0\u65e0\u4eba\u503c\u5b88\u7684\u591a\u9636\u6bb5\u4efb\u52a1\u6267\u884c<\/li>\n<\/ul>\n<\/p>\n<p>\/\/ Swarm \u62d3\u6251\u914d\u7f6e\u793a\u4f8bconst swarmConfig: SwarmConfig &#061; {  topology: &#039;mesh&#039;,           \/\/ hierarchical | mesh | adaptive  consensus: &#039;raft&#039;,          \/\/ raft | byzantine | gossip  agents: [    { type: &#039;coder&#039;, role: &#039;executor&#039; },    { type: &#039;auditor&#039;, role: &#039;verifier&#039; },    { type: &#039;architect&#039;, role: &#039;coordinator&#039; }  ],  adaptiveThreshold: 0.85     \/\/ \u4f4e\u4e8e\u6b64\u503c\u81ea\u52a8\u5207\u6362\u62d3\u6251};<\/p>\n<h3>\u4e09\u3001\u81ea\u5b66\u4e60\u8bb0\u5fc6\u7cfb\u7edf&#xff1a;HNSW &#043; SONA \u795e\u7ecf\u6a21\u5f0f<\/h3>\n<\/p>\n<h4>3.1 HNSW \u5411\u91cf\u6570\u636e\u5e93&#xff08;AgentDB&#xff09;<\/h4>\n<p>Ruflo \u7684\u8bb0\u5fc6\u7cfb\u7edf\u57fa\u4e8e HNSW&#xff08;Hierarchical Navigable Small World&#xff09;\u56fe\u7d22\u5f15\u6784\u5efa [1]\u3002\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u663e\u793a&#xff1a;<\/p>\n<p>| \u6570\u636e\u89c4\u6a21 N | \u52a0\u901f\u6bd4&#xff08;vs \u66b4\u529b\u641c\u7d22&#xff09; | \u53ec\u56de\u7387 |  |&#8212;&#8212;&#8212;&#8211;|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-|&#8212;&#8212;-|| 20,000    | ~1.9x             | ~0.99 || 5,000     | 3.2x \u2013 4.7x       | ~0.99 |<\/p>\n<p>\u5728 Agent \u4e0a\u4e0b\u6587\u957f\u671f\u5b58\u50a8\u573a\u666f\u4e2d&#xff0c;HNSW \u7684 O(log N) \u67e5\u8be2\u590d\u6742\u5ea6\u4f7f\u5176\u80fd\u591f\u652f\u6491\u8de8\u4f1a\u8bdd\u7684\u8bed\u4e49\u68c0\u7d22\u3002\u5f53\u5386\u53f2\u5bf9\u8bdd\u3001\u4ee3\u7801\u7247\u6bb5\u3001\u914d\u7f6e\u4fe1\u606f\u79ef\u7d2f\u81f3\u6570\u4e07\u6761\u65f6&#xff0c;\u4ecd\u80fd\u5728\u6beb\u79d2\u7ea7\u8fd4\u56de\u9ad8\u76f8\u4f3c\u5ea6\u4e0a\u4e0b\u6587 [1]\u3002<\/p>\n<\/p>\n<h4>3.2 SONA \u795e\u7ecf\u6a21\u5f0f\u4e0e ReasoningBank<\/h4>\n<p>ReasoningBank \u8f68\u8ff9\u5b66\u4e60\u901a\u8fc7\u8bb0\u5f55 Agent \u5b8c\u6210\u4efb\u52a1\u65f6\u7684\u5b8c\u6574\u601d\u7ef4\u94fe&#xff08;CoT&#xff09;&#xff0c;\u6784\u5efa\u53ef\u590d\u7528\u7684\u63a8\u7406\u6a21\u677f\u5e93\u3002SONA \u795e\u7ecf\u7f51\u7edc\u6a21\u5f0f\u5219\u5728\u6b64\u57fa\u7840\u4e0a\u5b9e\u73b0\u6a21\u5f0f\u8bc6\u522b\u4e0e\u6cdb\u5316 [1]\u3002<\/p>\n<\/p>\n<p>\u4efb\u52a1\u6267\u884c\u6d41\u7a0b&#xff1a;\u539f\u59cb\u95ee\u9898 \u2192 Agent \u63a8\u7406\u8f68\u8ff9 \u2192 ReasoningBank \u5b58\u50a8                              \u2193                    \u76f8\u4f3c\u4efb\u52a1\u68c0\u7d22 \u2192 SONA \u6a21\u5f0f\u5339\u914d                              \u2193                    \u52a0\u901f\u65b0\u4efb\u52a1\u63a8\u7406<\/p>\n<p>\u8fd9\u79cd\u673a\u5236\u4f7f Agent \u80fd\u591f\u5728\u591a\u6b21\u4efb\u52a1\u540e\u300c\u8bb0\u4f4f\u300d\u9ad8\u6548\u7684\u89e3\u9898\u7b56\u7565&#xff0c;\u800c\u975e\u6bcf\u6b21\u90fd\u4ece\u96f6\u5f00\u59cb\u63a8\u7406\u3002<\/p>\n<\/p>\n<h3>\u56db\u3001\u8de8\u673a\u5668\u8054\u90a6\u901a\u4fe1\u4e0e\u96f6\u4fe1\u4efb\u67b6\u6784<\/h3>\n<p>Ruflo \u7684 Agent Federation \u7279\u6027\u4f7f\u5176\u80fd\u591f\u7a81\u7834\u5355\u673a\u9650\u5236&#xff0c;\u5b9e\u73b0\u7ec4\u7ec7\u7ea7\u7684\u667a\u80fd\u4f53\u534f\u4f5c [1]&#xff1a;<\/p>\n<ul>\n<li>\u8eab\u4efd\u8ba4\u8bc1&#xff1a;\u6bcf\u4e2a Agent \u62e5\u6709 ed25519 \u5bc6\u94a5\u5bf9&#xff0c;\u901a\u8fc7 mTLS \u53cc\u5411\u8ba4\u8bc1\u5efa\u7acb\u4fe1\u4efb\u94fe<\/li>\n<li><\/li>\n<li>\u6570\u636e\u4fdd\u62a4&#xff1a;\u81ea\u52a8\u5265\u79bb PII&#xff08;\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f&#xff09;&#xff0c;\u9632\u6b62\u654f\u611f\u6570\u636e\u6cc4\u9732<\/li>\n<li><\/li>\n<li>\u884c\u4e3a\u8bc4\u5206&#xff1a;\u5b9e\u65f6\u8bc4\u4f30 Agent \u884c\u4e3a\u53ef\u4fe1\u5ea6&#xff0c;\u52a8\u6001\u5347\u964d\u4fe1\u4efb\u7b49\u7ea7<\/li>\n<li><\/li>\n<li>\u5408\u89c4\u5ba1\u8ba1&#xff1a;\u539f\u751f\u652f\u6301 HIPAA\/SOC2\/GDPR \u5ba1\u8ba1\u65e5\u5fd7<\/li>\n<\/ul>\n<\/p>\n<p># Federation \u914d\u7f6e\u793a\u4f8bfederation:  mode: zero_trust  auth:    protocol: mTLS    keyAlgorithm: ed25519  privacy:    piiStripping: true    dataRetentionDays: 90  trust:    scoring: behavior_based    autoAudit: true    compliance: [HIPAA, SOC2, GDPR]<\/p>\n<h4>\u96f6\u4fe1\u4efb\u8054\u90a6\u7684\u6269\u5c55\u6027\u8003\u91cf<\/h4>\n<p>\u5728\u4f01\u4e1a\u7ea7\u5927\u89c4\u6a21\u90e8\u7f72\u4e2d&#xff0c;\u96f6\u4fe1\u4efb\u534f\u8bae\u7684\u6027\u80fd\u74f6\u9888\u4e3b\u8981\u96c6\u4e2d\u5728&#xff1a;1. mTLS \u63e1\u624b\u5f00\u9500&#xff1a;\u6bcf\u79d2\u6570\u5343\u5e76\u53d1\u8fde\u63a5\u65f6&#xff0c;\u8bc1\u4e66\u9a8c\u8bc1\u6210\u4e3a CPU \u74f6\u98882. \u884c\u4e3a\u8bc4\u5206\u8ba1\u7b97&#xff1a;\u5b9e\u65f6\u5206\u6570\u66f4\u65b0\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u7684\u4e00\u81f4\u6027\u4fdd\u8bc13. \u5bc6\u94a5\u7ba1\u7406&#xff1a;\u6d77\u91cf Agent \u7684\u5bc6\u94a5\u8f6e\u6362\u4e0e\u540a\u9500\u673a\u5236<\/p>\n<p> Ruflo \u901a\u8fc7\u672c\u5730\u7f13\u5b58\u4fe1\u4efb\u72b6\u6001\u3001\u5f02\u6b65\u6279\u91cf\u9a8c\u8bc1\u7b49\u7b56\u7565\u7f13\u89e3\u8fd9\u4e9b\u538b\u529b&#xff0c;\u4f46\u5728\u4e07\u7ea7 Agent \u89c4\u6a21\u4e0b\u4ecd\u9700\u7ed3\u5408\u4e13\u7528 KMS \u670d\u52a1 [1]\u3002<\/p>\n<\/p>\n<h3>\u4e94\u3001GOAP A* \u76ee\u6807\u89c4\u5212\u5668<\/h3>\n<p>goal.ruv.io \u63d0\u4f9b\u7684 GOAP&#xff08;Goal-Oriented Action Planning&#xff09;A* \u89c4\u5212\u5668\u5c06\u7ecf\u5178\u6e38\u620f AI \u7684\u72b6\u6001\u7a7a\u95f4\u641c\u7d22\u6280\u672f\u5f15\u5165\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df [1]\u3002<\/p>\n<\/p>\n<p>\u81ea\u7136\u8bed\u8a00\u76ee\u6807 \u2192 \u72b6\u6001\u7a7a\u95f4\u5efa\u6a21 \u2192 A* \u641c\u7d22 \u2192 \u53ef\u6267\u884c\u8ba1\u5212\u6811                                      \u2193                            \u52a8\u6001\u91cd\u89c4\u5212&#xff08;\u4efb\u52a1\u4e2d\u65ad\/\u4f9d\u8d56\u53d8\u5316&#xff09;<\/p>\n<p>\u4e0e LangGraph \u7684 DAG \u5f0f\u5de5\u4f5c\u6d41\u4e0d\u540c&#xff0c;GOAP \u89c4\u5212\u5668\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u52a8\u6001\u6027&#xff1a;\u5f53\u6267\u884c\u8fc7\u7a0b\u4e2d\u9047\u5230\u610f\u5916\u72b6\u6001&#xff08;\u5982\u6d4b\u8bd5\u5931\u8d25\u3001\u4f9d\u8d56\u53d8\u66f4&#xff09;&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u91cd\u65b0\u641c\u7d22\u6700\u4f18\u52a8\u4f5c\u5e8f\u5217&#xff0c;\u800c\u975e\u6b7b\u677f\u6267\u884c\u9884\u8bbe\u6d41\u7a0b [1]\u3002<\/p>\n<\/p>\n<h3>\u516d\u3001\u63d2\u4ef6\u751f\u6001\u7cfb\u7edf<\/h3>\n<p>Ruflo \u7684 35&#043; \u63d2\u4ef6\u8986\u76d6\u4ee5\u4e0b\u9886\u57df [1]&#xff1a;<\/p>\n<p>| \u7c7b\u522b | \u4ee3\u8868\u63d2\u4ef6 | \u529f\u80fd\u63cf\u8ff0 ||&#8212;&#8211;|&#8212;&#8212;&#8212;|&#8212;&#8212;&#8212;|| \u6838\u5fc3\u7f16\u6392 | Swarm, Autopilot, Workflows | \u591a Agent \u8c03\u5ea6\u4e0e\u5de5\u4f5c\u6d41\u5b9a\u4e49 || \u8bb0\u5fc6 | AgentDB, RAG, \u77e5\u8bc6\u56fe\u8c31 | \u8bed\u4e49\u68c0\u7d22\u4e0e\u77e5\u8bc6\u7ba1\u7406 || \u667a\u80fd\u5b66\u4e60 | SONA, ReasoningBank | 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init<\/p>\n<p>\u5b8c\u6574\u5b89\u88c5\u652f\u6301 Docker\/Kubernetes \u5bb9\u5668\u5316\u90e8\u7f72&#xff0c;\u9002\u5408\u56e2\u961f\u534f\u4f5c\u4e0e\u6301\u7eed\u96c6\u6210\u573a\u666f [1]\u3002<\/p>\n<\/p>\n<h3>\u516b\u3001\u4e0e\u4e3b\u6d41\u6846\u67b6\u7684\u6280\u672f\u6808\u5bf9\u6bd4<\/h3>\n<p>| \u7ef4\u5ea6 | Ruflo | LangGraph | AutoGen | CrewAI ||&#8212;&#8211;|&#8212;&#8212;-|&#8212;&#8212;&#8212;&#8211;|&#8212;&#8212;&#8212;|&#8212;&#8212;&#8211;|| \u6838\u5fc3\u5b9a\u4f4d | Harness \u5c42&#xff08;\u57fa\u7840\u8bbe\u65bd&#xff09; | \u5de5\u4f5c\u6d41\u7f16\u6392 | \u5bf9\u8bdd\u5f0f Agent | \u89d2\u8272\u626e\u6f14 Agent || \u8bb0\u5fc6\u7cfb\u7edf | HNSW &#043; SONA &#043; ReasoningBank | \u5916\u90e8\u4f9d\u8d56 | \u7b80\u5355\u72b6\u6001\u7ba1\u7406 | \u57fa\u7840 Chat History || \u8054\u90a6\u901a\u4fe1 | mTLS \u96f6\u4fe1\u4efb | \u65e0 | \u6709\u9650 | \u65e0 || \u89c4\u5212\u80fd\u529b | GOAP A* \u52a8\u6001\u91cd\u89c4\u5212 | \u9759\u6001 DAG | \u811a\u672c\u5f0f | 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