{"id":74110,"date":"2026-02-09T05:05:38","date_gmt":"2026-02-08T21:05:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/74110.html"},"modified":"2026-02-09T05:05:38","modified_gmt":"2026-02-08T21:05:38","slug":"%e2%91%a0agent-swarm-kimi-k2-5-%e6%8a%80%e6%9c%af%e6%8a%a5%e5%91%8a%e8%a7%a3%e8%af%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/74110.html","title":{"rendered":"\u2460Agent Swarm-Kimi K2.5 \u6280\u672f\u62a5\u544a\u89e3\u8bfb"},"content":{"rendered":"

Agent Swarm<\/h3>\n

\u5728\u6574\u4e2a\u6280\u672f\u62a5\u544a\u4e2d，\u8ba9\u6211\u6700\u611f\u5174\u8da3\u7684\u90e8\u5206\u5c31\u662f Agent Swarm，\u8fd9\u4e2a\u529f\u80fd\u9700\u8981\u5230\u5b98\u7f51\u8d2d\u4e70199\u5143\/\u6708\u7684\u5957\u9910\u624d\u80fd\u4f7f\u7528，\u5177\u4f53\u6548\u679c\u6211\u8fd8\u6ca1\u6d4b\u8fc7\u3002<\/p>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u73b0\u6709\u75db\u70b9：<\/p>\n

  • \u901f\u5ea6\u6162：\u5728\u4f20\u7edf\u7684\u4efb\u52a1\u4e2d，\u5982 DeepResearch\u3001\u6570\u5b66\u5efa\u6a21\u7b49\u56f0\u96be\u590d\u6742\u4efb\u52a1\u4e2d，Agent\u867d\u7136\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u5de5\u5177+\u957f\u8def\u5f84\u89c4\u5212\u6765\u5b8c\u6210\u4efb\u52a1，\u4f46\u662f\u4e00\u6b21\u5c31\u9700\u89815-20\u5206\u949f，\u8fd9\u6837\u7684\u4e32\u884c\u6267\u884c\u662f\u975e\u5e38\u6162\u7684\u3002<\/li>\n
  • \u4e0d\u591f\u667a\u80fd：\u73b0\u6709\u7684 Multi-Agent \u7cfb\u7edf\u4e2d，\u5927\u591a\u662f\u4eba\u4e3a\u8bbe\u5b9a\u7684\u4e0d\u540c Role，\u5982\u8f6f\u4ef6\u5f00\u53d1 SOP \u4e2d\u7684\u201c\u4ea7\u54c1\u201d\u3001\u201c\u5f00\u53d1\u201d\u3001\u201c\u6d4b\u8bd5\u201d\u2026\u7b49\u3002\u672c\u8d28\u4e0a\u662f\u57fa\u4e8e Prompt \u7684 workflow \u8bbe\u8ba1，\u5e76\u4e0d\u662f\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\u4e60\u5f97\u7684\u80fd\u529b\u3002<\/li>\n

    Agent Swarm \u7684\u65b9\u6848：<\/p>\n

    \u5728\u8bad\u7ec3\u4e2d，\u4f7f\u7528 Agentic RL \u7684\u65b9\u5f0f，\u8ba9\u6a21\u578b\u4e3b\u52a8\u5e76\u884c\u5730\u53d1\u8d77\u51e0\u5341\u4e0a\u767e\u4e2a\u5b50 Agent \u53bb\u5b8c\u76f8\u5e94\u7684\u4efb\u52a1，\u6ce8\u610f\u8fd9\u91cc\u662f\u5e76\u884c\u6267\u884c，\u800c\u4e0d\u662f\u4e32\u884c\u5730\u53bb\u6267\u884c\u4e00\u4e2a Todo List\u3002\u5176\u4e2d\u6bcf\u4e2a\u5b50 Agent \u7684 Role \u548c\u5206\u914d\u7684\u4efb\u52a1\u5747\u7531\u4e3b Agent \u6765\u5206\u914d\u3002\u8ba9\u6a21\u578b\u5b66\u4e60\u5230\u5982\u4f55\u4f7f\u7528\u5e76\u884c\u5316\u7684\u65b9\u5f0f，\u66f4\u6709\u6548\u5730\u89e3\u51b3\u95ee\u9898\u548c\u8282\u7701\u65f6\u95f4\u3002\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d，\u7b56\u7565\u6a21\u578b\u4f5c\u4e3a\u4e3b\u6a21\u578b，\u8d1f\u8d23\u5206\u914d\u542f\u52a8\u5b50 Agent \u5e76\u5206\u914d\u4efb\u52a1，\u4ee5\u53ca\u8fdb\u884c\u6574\u5408\u7b49（MapReduce），\u5b50 Agent \u53c2\u6570\u51bb\u7ed3\u3002\u8fd9\u79cd\u8bad\u7ec3\u65b9\u5f0f\u88ab Kimi \u79f0\u4e3a PARL(Parallel-Agent Reinforcement Learning)\u3002<\/p>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

    \u7531\u4e8e\u72ec\u7acb\u8fd0\u884c\u7684\u5b50\u667a\u80fd\u4f53\u63d0\u4f9b\u7684\u53cd\u9988\u5b58\u5728\u5ef6\u8fdf\u3001\u7a00\u758f\u548c\u975e\u5e73\u7a33\u6027，\u8bad\u7ec3\u4e00\u4e2a\u53ef\u9760\u7684\u5e76\u884c\u7f16\u6392\u5668\u6781\u5177\u6311\u6218\u6027\u3002\u5e38\u89c1\u7684\u6545\u969c\u6a21\u5f0f\u662f\u4e32\u884c\u5d29\u6e83，\u5373\u7f16\u6392\u5668\u5c3d\u7ba1\u5177\u5907\u5e76\u884c\u80fd\u529b，\u5374\u9ed8\u8ba4\u6267\u884c\u5355\u667a\u80fd\u4f53\u4efb\u52a1\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898，PARL \u91c7\u7528\u4e86\u5206\u9636\u6bb5\u5956\u52b1\u5851\u9020\u7b56\u7565，\u5728\u8bad\u7ec3\u521d\u671f\u9f13\u52b1\u5e76\u884c\u6027，\u5e76\u9010\u6b65\u5c06\u91cd\u70b9\u8f6c\u79fb\u5230\u4efb\u52a1\u6210\u529f\u4e0a\u3002<\/p>\n

    Rt=\u03bbaux(e)\u22c5rparallel+(1\u2212\u03bbaux(e))\u22c5(I[success]\u22c5Q(\u03c4))
    \nR_t = \\\\lambda_{aux}(e)\\\\cdot r_{parallel} + \\\\left(1-\\\\lambda_{aux}(e)\\\\right)\\\\cdot
    \n\\\\left(\\\\mathbb{I}[\\\\text{success}]\\\\cdot Q(\\\\tau)\\\\right)
    \n<\/span><\/span>R<\/span><\/span>t<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>=<\/span><\/span><\/span><\/span>\u03bb<\/span><\/span>a<\/span>ux<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>(<\/span>e<\/span>)<\/span><\/span>\u22c5<\/span><\/span><\/span><\/span>r<\/span><\/span>p<\/span>a<\/span>r<\/span>a<\/span>ll<\/span>e<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>+<\/span><\/span><\/span><\/span>(<\/span>1<\/span><\/span>\u2212<\/span><\/span>\u03bb<\/span><\/span>a<\/span>ux<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>(<\/span>e<\/span>)<\/span>)<\/span><\/span><\/span>\u22c5<\/span><\/span><\/span><\/span>(<\/span>I<\/span>[<\/span>success<\/span><\/span>]<\/span><\/span>\u22c5<\/span><\/span>Q<\/span>(<\/span>\u03c4<\/span>)<\/span>)<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    \u5176\u4e2drparallelr_{parallel}<\/span><\/span>r<\/span><\/span>p<\/span>a<\/span>r<\/span>a<\/span>ll<\/span>e<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u53ef\u4ee5\u7406\u89e3\u4e3a\u683c\u5f0f\u5956\u52b1，\u7528\u4e8e\u9f13\u52b1\u5b50 Agent \u7684\u5b9e\u4f8b\u5316\u4e0e\u5e76\u53d1\u6267\u884c；I[success]\u22c5Q(\u03c4)\\\\mathbb{I}[\\\\text{success}]\\\\cdot Q(\\\\tau)<\/span><\/span>I<\/span>[<\/span>success<\/span><\/span>]<\/span><\/span>\u22c5<\/span><\/span><\/span><\/span>Q<\/span>(<\/span>\u03c4<\/span>)<\/span><\/span><\/span><\/span><\/span>\u662f\u7ed3\u679c\u8d28\u91cf\u5206\u3002<\/p>\n

    \u5728\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d \u03bbaux(e)\\\\lambda_{aux}(e)<\/span><\/span>\u03bb<\/span><\/span>a<\/span>ux<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>(<\/span>e<\/span>)<\/span><\/span><\/span><\/span><\/span>\u4ece\u521d\u59cb\u76840.1\u9000\u706b\u81f30.0\u3002<\/p>\n

    CriticalSteps=\u2211t=1T(Smain(t)+max\u2061iSsub,i(t))
    \n\\\\text{CriticalSteps}=\\\\sum_{t=1}^{T}\\\\left(S_{\\\\text{main}}^{(t)}+\\\\max_i S_{\\\\text{sub},i}^{(t)}\\\\right)
    \n<\/span><\/span>CriticalSteps<\/span><\/span><\/span>=<\/span><\/span><\/span><\/span><\/span>t<\/span>=<\/span>1<\/span><\/span><\/span><\/span><\/span>\u2211<\/span><\/span><\/span><\/span>T<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>(<\/span><\/span>S<\/span><\/span>main<\/span><\/span><\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>+<\/span><\/span><\/span>i<\/span><\/span><\/span><\/span>max<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>S<\/span><\/span>sub<\/span><\/span>,<\/span>i<\/span><\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>)<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    Critical Steps，\u901a\u8fc7\u8ba1\u7b97\u65f6\u95f4，\u8861\u91cf Agent \u7684\u5ef6\u8fdf\u3002\u5176\u4e2d，Smain(t)S_{main}^{(t)}<\/span><\/span>S<\/span><\/span>main<\/span><\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u8868\u793a\u7f16\u6392\u5f00\u9500，\u800cmax\u2061iSsub,i(t)\\\\max_i S_{\\\\text{sub},i}^{(t)}<\/span><\/span>max<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>S<\/span><\/span>sub<\/span><\/span>,<\/span>i<\/span><\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u5219\u53cd\u6620\u4e86\u5728\u6bcf\u4e2a\u9636\u6bb5\u4e2d\u6700\u6162\u7684\u5b50\u667a\u80fd\u4f53\u3002\u5728\u8be5\u6307\u6807\u4e0b，\u589e\u52a0\u5b50\u4efb\u52a1\u6570\u91cf\u53ea\u6709\u5728\u7f29\u77ed\u5173\u952e\u8def\u5f84\u65f6\u624d\u4f1a\u5e26\u6765\u6027\u80fd\u63d0\u5347\u3002\u8fd9\u53ea\u662f\u7ed9\u51fa\u4e86\u4e00\u4e2a\u7528\u4e8e\u8861\u91cf Agent Swarm \u5ef6\u8fdf\u7684\u6307\u6807，\u5e76\u6ca1\u6709\u53c2\u4e0e\u5230 Reward\/Loss \u7684\u8ba1\u7b97\u4e2d\u3002<\/p>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"
    \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

    \u53ef\u89c1，\u968f\u7740\u8bad\u7ec3step\u7684\u589e\u52a0，\u4e0d\u4ec5ACC\u5728\u7a33\u6b65\u63d0\u5347，Agent Swarm \u7684\u5e76\u884c\u6027\u4e5f\u5728\u663e\u8457\u589e\u52a0\u3002<\/p>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

    \u62a5\u544a\u663e\u793a，\u5176\u6027\u80fd\u8d85\u8fc7\u4e86 Claude Opus 4.5，\u4f46\u662f\u4f1a\u5458\u4f1a\u5458\u4e70\u4e0d\u8d77\u2026\u5148\u89c2\u671b\u4e00\u4e0b\u2026<\/p>\n","protected":false},"excerpt":{"rendered":"

    Agent Swarm
    \n\u5728\u6574\u4e2a\u6280\u672f\u62a5\u544a\u4e2d，\u8ba9\u6211\u6700\u611f\u5174\u8da3\u7684\u90e8\u5206\u5c31\u662f Agent Swarm，\u8fd9\u4e2a\u529f\u80fd\u9700\u8981\u5230\u5b98\u7f51\u8d2d\u4e70199\u5143\/\u6708\u7684\u5957\u9910\u624d\u80fd\u4f7f\u7528，\u5177\u4f53\u6548\u679c\u6211\u8fd8\u6ca1\u6d4b\u8fc7\u3002\u73b0\u6709\u75db\u70b9：
    \n\u901f\u5ea6\u6162：\u5728\u4f20\u7edf\u7684\u4efb\u52a1\u4e2d，\u5982 DeepResearch\u3001\u6570\u5b66\u5efa\u6a21\u7b49\u56f0\u96be\u590d\u6742\u4efb\u52a1\u4e2d，Agent\u867d\u7136\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u5de5\u5177\u957f\u8def\u5f84\u89c4\u5212\u6765\u5b8c\u6210\u4efb\u52a1，\u4f46\u662f\u4e00\u6b21\u5c31\u9700\u89815-20\u5206\u949f，\u8fd9\u6837\u7684\u4e32\u884c\u6267\u884c\u662f\u975e\u5e38\u6162<\/p>\n","protected":false},"author":2,"featured_media":74105,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7826,1253,132],"topic":[],"class_list":["post-74110","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-k2-5","tag-kimi","tag-132"],"yoast_head":"\n\u2460Agent Swarm-Kimi K2.5 \u6280\u672f\u62a5\u544a\u89e3\u8bfb - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/74110.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u2460Agent Swarm-Kimi K2.5 \u6280\u672f\u62a5\u544a\u89e3\u8bfb - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Agent Swarm \u5728\u6574\u4e2a\u6280\u672f\u62a5\u544a\u4e2d，\u8ba9\u6211\u6700\u611f\u5174\u8da3\u7684\u90e8\u5206\u5c31\u662f Agent Swarm，\u8fd9\u4e2a\u529f\u80fd\u9700\u8981\u5230\u5b98\u7f51\u8d2d\u4e70199\u5143\/\u6708\u7684\u5957\u9910\u624d\u80fd\u4f7f\u7528，\u5177\u4f53\u6548\u679c\u6211\u8fd8\u6ca1\u6d4b\u8fc7\u3002\u73b0\u6709\u75db\u70b9： \u901f\u5ea6\u6162：\u5728\u4f20\u7edf\u7684\u4efb\u52a1\u4e2d，\u5982 DeepResearch\u3001\u6570\u5b66\u5efa\u6a21\u7b49\u56f0\u96be\u590d\u6742\u4efb\u52a1\u4e2d，Agent\u867d\u7136\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u5de5\u5177\u957f\u8def\u5f84\u89c4\u5212\u6765\u5b8c\u6210\u4efb\u52a1，\u4f46\u662f\u4e00\u6b21\u5c31\u9700\u89815-20\u5206\u949f，\u8fd9\u6837\u7684\u4e32\u884c\u6267\u884c\u662f\u975e\u5e38\u6162\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/74110.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-08T21:05:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260208210531-6988fa9b4fd1e.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/74110.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/74110.html\",\"name\":\"\u2460Agent Swarm-Kimi K2.5 \u6280\u672f\u62a5\u544a\u89e3\u8bfb - 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