{"id":760164,"date":"2026-04-12T21:05:51","date_gmt":"2026-04-12T13:05:51","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=760164"},"modified":"2026-04-12T21:05:51","modified_gmt":"2026-04-12T13:05:51","slug":"%e6%8a%a4%e8%88%aaminimax%e3%80%81%e9%a9%af%e6%9c%8d%e5%b0%8f%e9%be%99%e8%99%be%ef%bc%8c%e8%85%be%e8%ae%af%e4%ba%91%e7%9a%84ai-agent%e6%95%b0%e5%ad%97%e6%80%bb%e9%83%a8%e4%ba%ae","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=760164","title":{"rendered":"\u62a4\u822aMiniMax\u3001\u9a6f\u670d\u5c0f\u9f99\u867e\uff0c\u817e\u8baf\u4e91\u7684AI Agent\u201c\u6570\u5b57\u603b\u90e8\u201d\u4eae\u4e86"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/E524CFDD1A9B6666130A0CF8FA2B96DD05AA23A7_size46_w640_h272.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u62a4\u822aMiniMax\u3001\u9a6f\u670d\u5c0f\u9f99\u867e\uff0c\u817e\u8baf\u4e91\u7684AI Agent\u201c\u6570\u5b57\u603b\u90e8\u201d\u4eae\u4e86\"  \/><\/p>\n<p><strong>\u4f5c\u8005\uff5c\u4e09\u5317<\/strong><\/p>\n<p><strong>\u7f16\u8f91\uff5c\u6f20\u5f71<\/strong><\/p>\n<p>2026\u5e74\u5f00\u5e74\uff0c\u5f00\u6e90AI 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class=\"tag_link\">\u98ce\u9669<\/a>\u8c01\u6765\u515c\uff1f<\/p>\n<p><strong>\u7b2c\u4e8c\uff0c\u8dd1\u4e86\u534a\u5e74\u5bf9\u4f01\u4e1a\u6709\u4ec0\u4e48\u6c89\u6dc0\uff1f<\/strong>\u6280\u80fd\u3001\u8bb0\u5fc6\u3001\u534f\u4f5c\u5173\u7cfb\u90fd\u9501\u5728\u4e2a\u4eba\u5b9e\u4f8b\u91cc\uff0c\u4eba\u8d70\u8336\u51c9\uff0cAgent\u4e4b\u95f4\u4e92\u4e0d\u8ba4\u8bc6\uff0c\u6ca1\u6cd5\u534f\u540c\u3002\u4f01\u4e1a\u6295\u5165\u4e86\u7b97\u529b\uff0c\u6700\u540e\u4ec0\u4e48\u90fd\u6ca1\u7559\u4e0b\u3002<\/p>\n<p><strong>\u7b2c\u4e09\uff0c\u7ec4\u7ec7\u771f\u80fd\u7528\u8d77\u6765\u5417\uff1f<\/strong>\u54ea\u4e9b\u64cd\u4f5c\u8981\u5ba1\u6279\u3001\u6d41\u7a0b\u600e\u4e48\u6539\u3001Token\u82b1\u4e86\u591a\u5c11\u503c\u4e0d\u503c\u3001Agent \u4e4b\u95f4\u600e\u4e48\u534f\u4f5c\u2014\u2014\u8fd9\u4e9b\u95ee\u9898\u4e0d\u89e3\u51b3\uff0cAI\u5c31\u6c38\u8fdc\u662f\u201c\u73a9\u5177\u201d\u3002<\/p>\n<p>\u817e\u8baf\u4e91Agent 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Gateway\u505a\u670d\u52a1\u53d1\u73b0\u548c\u8def\u7531\uff0c\u4e0d\u4f9d\u8d56\u6846\u67b6\u79c1\u6709\u534f\u8bae\u3002<\/p>\n<p>\u8001\u5f20\u79bb\u804c\u4e86\uff0c\u4ed6\u8c03\u6559\u597d\u7684\u5408\u540c\u5ba1\u6838\u6280\u80fd\u548c\u884c\u4e1a\u7ecf\u9a8c\u8fd8\u5728\uff0c\u65b0\u4eba\u5165\u804c\u76f4\u63a5\u7ee7\u627f\u3002\u77e5\u8bc6\u548c\u80fd\u529b\u8ddf\u7740\u4f01\u4e1a\u8d70\uff0c\u4e0d\u8ddf\u7740\u4e2a\u4eba\u6216\u67d0\u4e2a\u5f00\u6e90\u9879\u76ee\u8d70\u3002<\/p>\n<p><strong>3\u3001\u7ec4\u7ec7\u63a5\u5f97\u4f4f\u7528\u5f97\u597d<\/strong><\/p>\n<p>\u6280\u672f\u80fd\u8dd1\u901a\u662f\u4e00\u56de\u4e8b\uff0c\u7ec4\u7ec7\u771f\u80fd\u7528\u8d77\u6765\u662f\u53e6\u4e00\u56de\u4e8b\u3002<\/p>\n<p>Agent Runtime\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4e86<strong>\u5168\u5c40\u7ba1\u63a7<\/strong>\u7684\u80fd\u529b\u3002\u5e73\u53f0\u56e2\u961f\u53ef\u4ee5\u628aAgent\u7684\u521d\u59cb\u5316\u811a\u672c\u3001\u955c\u50cf\u3001\u914d\u7f6e\u5c01\u88c5\u6210\u6a21\u677f\uff0c\u7edf\u4e00\u7ba1\u7406\u7248\u672c\u53d8\u66f4\uff1b\u901a\u8fc7<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u63a7\u5236\u6240\u6709Agent\u7684\u5de5\u5177\u8c03\u7528\u3001\u6570\u636e\u8bbf\u95ee\u3001LLM\u8c03\u7528\u7b49\u884c\u4e3a\u8fb9\u754c\uff1b\u6309\u5b9e\u4f8b\u3001\u7528\u6237\u3001\u7ec4\u7ec7\u4e09\u5c42\u8bbe\u7f6eToken\u989d\u5ea6\uff0c\u6210\u672c\u4e00\u76ee\u4e86\u7136\u3002<\/p>\n<p>\u4f46\u8fd9\u53ea\u662f\u8d77\u70b9\uff0cAgent\u4e4b\u95f4\u600e\u4e48\u534f\u540c\u3001\u5de5\u4f5c\u6d41\u7a0b\u600e\u4e48\u6539\u3001\u8003\u6838\u548c\u9884\u7b97\u600e\u4e48\u8ddf\u4e0a\uff0c\u4e0d\u540c\u884c\u4e1a\u8fd8\u5728\u63a2\u7d22\u3002Runtime\u5148\u628a\u5e95\u5ea7\u642d\u597d\uff0c\u8ba9\u7ec4\u7ec7\u5148\u201c\u63a5\u5f97\u4f4f\u201d\uff0c\u540e\u7eed\u624d\u80fd\u201c\u7528\u5f97\u597d\u201d\u3002<\/p>\n<p>\u6709\u4e86\u8fd9\u4e09\u5927\u7279\u6027\uff0c\u4f01\u4e1a\u624d\u6562\u8ba9\u51e0\u4e07\u53ea\u201c\u9f99\u867e\u201d\u5b89\u5fc3\u4e0a\u5c97\u2014\u2014\u4e0d\u662f\u524a\u6389\u5b83\u4eec\u7684\u80fd\u529b\uff0c\u800c\u662f\u8ba9\u6bcf\u4e00\u6b65\u90fd\u8fd0\u884c\u5728\u53ef\u7ba1\u3001\u53ef\u63a7\u3001\u53ef\u7ee7\u627f\u7684\u5e95\u5ea7\u4e0a\u3002<\/p>\n<p><strong>\u4e8c\u3001\u767e\u4e07\u7ea7\u541e\u5410\u3001\u5341\u4e07\u7ea7\u5e76\u53d1\uff0cMiniMax\u201c\u5c1d\u9c9c\u201d\u5b9e\u8bc1<\/strong><\/p>\n<p>\u817e\u8baf\u4e91Agent Runtime\u6c99\u7bb1\u4ea7\u54c1\u65e9\u5df2\u83b7\u5f97\u5916\u90e8\u5934\u90e8\u5382\u5546\u8ba4\u53ef\uff0c\u6bd4\u5982\u5df2\u7387\u5148\u5728MiniMax\u7b49\u77e5\u540d\u5927\u6a21\u578b\u5382\u5546\u7684\u6838\u5fc3\u8bad\u7ec3\u573a\u666f\u4e2d\u6210\u529f\u843d\u5730\u3002<\/p>\n<p>\u81ea2022\u5e74\u521d\u6210\u7acb\u8d77\uff0cMiniMax\u81ea\u7814\u4e86MiniMax M2.7\u3001Hailuo 2.3\u7b49\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u5e76\u63a8\u51faForge\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff0c\u63d0\u5347\u6a21\u578b\u590d\u6742\u4efb\u52a1\u80fd\u529b\u3002AGI\u53d1\u5c55\u5173\u952e\u671f\uff0cAgentic RL\u9700\u6d77\u91cf\u4ea4\u4e92\u8bd5\u9519\uff0c\u5bf9\u8ba1\u7b97<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\u7684\u5b89\u5168\u6c99\u7bb1\u3001\u5f39\u6027\u8c03\u5ea6\u4e0e\u5e76\u53d1\u80fd\u529b\u63d0\u51fa\u6781\u9ad8\u8981\u6c42\u3002<\/p>\n<p>\u4e3a\u6b64\uff0cMiniMax\u4e0e\u817e\u8baf\u4e91\u6df1\u5ea6\u5408\u4f5c\uff0c\u57fa\u4e8e\u817e\u8baf\u4e91Agent Runtime\u6c99\u7bb1\u642d\u5efaAgent Infra\uff0c\u5b9e\u73b0\u5927\u89c4\u6a21\u4ea4\u4e92\u73af\u5883\u9ad8\u6548\u8c03\u5ea6\u4e0e\u5b89\u5168\u9694\u79bb\uff0c\u663e\u8457\u63d0\u5347Forge\u8bad\u7ec3\u6548\u7387\u4e0e\u7a33\u5b9a\u6027\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/D8E75A8F74EC073EBEF44732B3FCAB5AEC267C8A_size42_w640_h489.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u62a4\u822aMiniMax\u3001\u9a6f\u670d\u5c0f\u9f99\u867e\uff0c\u817e\u8baf\u4e91\u7684AI Agent\u201c\u6570\u5b57\u603b\u90e8\u201d\u4eae\u4e86\"  \/><\/p>\n<p>Forge: \u5927\u89c4\u6a21\u539f\u751fAgent RL\u7cfb\u7edf-MiniMax News<\/p>\n<p>\u4ece\u573a\u666f\u75db\u70b9\u6765\u770b\uff0cAgent\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u9762\u4e34\u6781\u81f4\u6311\u6218\uff1aMiniMax\u7684\u201cForge\u201d Agentic RL\u6846\u67b6\u8fdb\u884c\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65f6\uff0c\u9700\u8981\u6a21\u62df<strong>\u6d77\u91cf\u5e76\u53d1<\/strong>\u4ea4\u4e92\u73af\u5883\uff0c\u8ba9Agent\u5728\u771f\u5b9e\u3001\u53ef\u4ea4\u4e92\u7684\u6267\u884c\u73af\u5883\u4e2d\u8fdb\u884c\u63a2\u7d22\u3001\u8bd5\u9519\u4e0e\u4ea4\u4e92\u3002\u8fd9\u79cd\u9ad8\u5f3a\u5ea6\u7684\u667a\u80fd\u4f53\u81ea\u4e3b\u8fdb\u5316\uff0c\u8981\u6c42\u5e95\u5c42\u8ba1\u7b97\u8d44\u6e90\u5fc5\u987b\u5177\u5907\u9ad8\u5e76\u53d1\u3001\u7edd\u5bf9\u5b89\u5168\u9694\u79bb\u7684\u6c99\u7bb1\u73af\u5883\uff0c\u8fd9\u5bf9\u57fa\u7840\u8bbe\u65bd\u7684\u5f39\u6027\u8c03\u5ea6\u3001\u5b89\u5168\u9694\u79bb\u4e0e\u5927\u89c4\u6a21\u5e76\u53d1\u6027\u80fd\u63d0\u51fa\u4e86\u524d\u6240\u672a\u6709\u7684\u8981\u6c42\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/564651C8F65579103F6E9E0BCFF150B634879E74_size34_w640_h251.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u62a4\u822aMiniMax\u3001\u9a6f\u670d\u5c0f\u9f99\u867e\uff0c\u817e\u8baf\u4e91\u7684AI Agent\u201c\u6570\u5b57\u603b\u90e8\u201d\u4eae\u4e86\"  \/><\/p>\n<p>Agentic RL\u5bf9Infra\u7684\u56db\u5927\u6838\u5fc3\u8bc9\u6c42<\/p>\n<p>\u4e4b\u6240\u4ee5\u88abMiniMax\u9009\u4e2d\uff0c\u817e\u8baf\u4e91Agent\u6c99\u7bb1\u5728\u6b64\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u7a81\u51fa\u7684\u4f18\u52bf\uff1a<\/p>\n<p><strong>1\u3001\u6beb\u79d2\u7ea7\u542f\u52a8\uff1a<\/strong>80ms\u6781\u901f\u542f\u52a8\uff0cP99\u5ef6\u8fdf<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/7B499E83C3905F3D1BBCF3B888A2CFCD2423DDF7_size65_w640_h805.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u62a4\u822aMiniMax\u3001\u9a6f\u670d\u5c0f\u9f99\u867e\uff0c\u817e\u8baf\u4e91\u7684AI Agent\u201c\u6570\u5b57\u603b\u90e8\u201d\u4eae\u4e86\"  \/><\/p>\n<p>\u8d44\u6e90\u6c60\u5316\u4e0e\u5feb\u7167\u6062\u590d\uff1a80ms\u4ea4\u4ed8\u53ef\u7528\u6c99\u7bb1<\/p>\n<p><strong>2\u3001\u767e\u4e07\u7ea7\u541e\u5410\u3001\u5341\u4e07\u7ea7\u5e76\u53d1\uff1a<\/strong>\u6bcf\u5206\u949f\u53ef\u5e76\u53d1\u521b\u5efa\u516d\u5341\u4e07\u6c99\u7bb1\u5b9e\u4f8b\uff0c\u6210\u529f\u7387\u9ad8\u8fbe99.99%\uff0c\u5b8c\u7f8e\u627f\u8f7dAgentic RL\u7684\u6d77\u91cf\u8bd5\u9519\u9700\u6c42\u3002\u4f9d\u6258\u817e\u8baf\u4e91\u767e\u4e07\u6838\u8d44\u6e90\u6c60\uff0c\u7cfb\u7edf\u53ef\u6bcf\u5206\u949f\u6269\u5bb9\u8d85\u5341\u4e07\u5b9e\u4f8b\uff0c\u4ece\u5bb9\u5e94\u5bf9\u9ad8\u5e76\u53d1\u6311\u6218\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/519E8C4145B79027CF87845322353BB04103A1D3_size26_w640_h265.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u62a4\u822aMiniMax\u3001\u9a6f\u670d\u5c0f\u9f99\u867e\uff0c\u817e\u8baf\u4e91\u7684AI Agent\u201c\u6570\u5b57\u603b\u90e8\u201d\u4eae\u4e86\"  \/><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/266504C46BF3D46EFDEA3D1CD323EAEAB6021E90_size29_w640_h270.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u62a4\u822aMiniMax\u3001\u9a6f\u670d\u5c0f\u9f99\u867e\uff0c\u817e\u8baf\u4e91\u7684AI Agent\u201c\u6570\u5b57\u603b\u90e8\u201d\u4eae\u4e86\"  \/><\/p>\n<p>\u817e\u8baf\u4e91Agent Runtime\u652f\u6301\u6bcf\u5206\u949f60W\u6c99\u7bb1\u521b\u5efa<\/p>\n<p><strong>3\u3001\u590d\u6742\u73af\u5883\u6a21\u62df\uff1a<\/strong>\u652f\u6301\u4ee3\u7801\u3001\u6d4f\u89c8\u5668\u751a\u81f3OSWorld\u7b49\u5168\u573a\u666f\u6c99\u7bb1\uff0c\u4e3a\u6a21\u578b\u8bad\u7ec3\u63d0\u4f9b\u5ab2\u7f8e\u771f\u5b9e\u4e16\u754c\u7684\u201c\u7ec3\u5175\u573a\u201d\u3002\u65e0\u8bba\u662fBrowser Use Agent\u7684\u7f51\u9875\u64cd\u4f5c\uff0c\u8fd8\u662fComputer Use Agent\u7684\u684c\u9762\u529e\u516c\uff0c\u90fd\u80fd\u5728\u5b89\u5168\u9694\u79bb\u7684\u73af\u5883\u4e2d\u6a21\u62df\u3002<\/p>\n<p><strong>4\u3001Agent First\u5de5\u5177\u94fe\uff1a<\/strong>\u63d0\u4f9b\u5bf9\u5916\u5f00\u6e90\u7684SDK\u3001API\u3001CLI\u3001Cookbook\uff0c\u517c\u5bb9E2B\u534f\u8bae\uff0c\u5e76\u6df1\u5ea6\u96c6\u6210\u4e3b\u6d41\u8bad\u7ec3\u6846\u67b6\uff0c\u8ba9MiniMax\u56e2\u961f\u80fd\u65e0\u7f1d\u5bf9\u63a5\u3002<\/p>\n<p>MiniMax Agent\u9996\u5e2d\u67b6\u6784\u5e08\u963f\u5c9b\u63d0\u5230\uff1a\u201c\u817e\u8baf\u4e91\u7684\u6c99\u7bb1\u4ea7\u54c1\uff0c\u4e00\u5f00\u59cb\u5c31\u662f\u9762\u5411\u6211\u4eec\u8fd9\u6837\u7684\u573a\u666f\u53bb\u8bbe\u8ba1\u7684\u3002\u201d<\/p>\n<p>\u201c\u4e00\u5f00\u59cb\u6211\u4eec\u5728K8s\u4e0a\u8dd1\uff0c\u53d1\u73b0\u771f\u7684\u4e0d\u884c\uff0c\u5e76\u53d1\u5b8c\u5168\u8d77\u4e0d\u6765\u3002\u540e\u6765\u6211\u4eec\u548c\u817e\u8baf\u4e91\u8d70\u5230\u4e00\u8d77\uff0c\u6709\u4e86\u6c99\u7bb1\u65b9\u6848\u3002\u8fd9\u5c31\u662f\u4ea7\u4e1a\u3001\u884c\u4e1a\u5728\u6700\u524d\u6cbf\u7684AI\u6280\u672f\u4e0a\uff0c\u9700\u8981\u7684\u57fa\u7840\u8bbe\u65bd\u548c\u80fd\u529b\u3002\u201d\u963f\u5c9b\u79f0\uff0c\u201c\u5728M2.7\u5f00\u59cb\uff0c\u6211\u4eec\u5df2\u7ecf\u80fd\u8ba9Agent\u81ea\u4e3b\u9a71\u52a8\u7edd\u5927\u90e8\u5206Agentic 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