![\"\u6768\u690d\u9e9f\u4e3b\u6301\u3001\u7f57\u798f\u8389\u5f20\u9e4f\u629b\u5e72\u8d27\uff0c\u8fd9\u573a\u201c\u9f99\u867e\u5c40\u201d\u628aAI\u672a\u6765\u804a\u900f\u4e86\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/FB4C4321B4CEF147A590C451574548CD81564169_size39_w640_h272.jpg\")
<\/p>\n
\u4f5c\u8005 | \u9648\u9a8f\u8fbe<\/p>\n
\u7f16\u8f91 | \u674e\u6c34\u9752<\/strong><\/p>\n \u667a\u4e1c\u897f3\u670827\u65e5\u62a5\u9053\uff0c\u4eca\u5929\uff0c\u5728\u4e2d\u5173\u6751\u8bba\u575b\u4e0a\uff0c\u667a\u8c31CEO\u5f20\u9e4f\u3001\u6708\u4e4b\u6697\u9762CEO\u6768\u690d\u9e9f\uff08\u62c5\u4efb\u4e3b\u6301\uff09\u3001\u5c0f\u7c73<\/a>MiMo\u5927\u6a21\u578b\u8d1f\u8d23\u4eba\u7f57\u798f\u8389\u3001\u65e0\u95ee\u82af\u7a79CEO\u590f\u7acb\u96ea\u548c\u9999\u6e2f\u5927\u5b66\u52a9\u7406\u6559\u6388\u9ec4\u8d85<\/strong>\u7f55\u89c1\u540c\u53f0\uff0c\u8fdb\u884c\u4e86\u4e00\u573a\u56f4\u7ed5\u5f00\u6e90\u5927\u6a21\u578b\u4e0e\u667a\u80fd\u4f53\u672a\u6765\u8d70\u5411\u7684\u6df1\u5ea6\u5bf9\u8bdd\u3002<\/p>\n 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\u6b64\u5916\uff0c\u51e0\u4f4d\u5609\u5bbe\u8fd8\u5c31\u5927\u6a21\u578b\u6da8\u4ef7\u3001token\u7528\u91cf\u7206\u53d1\u3001AI\u672a\u676512\u4e2a\u6708\u7684\u5173\u952e\u8bcd\u7b49\u8bdd\u9898\uff0c\u5c55\u5f00\u8ba8\u8bba\u3002\u4ee5\u4e0b\u662f\u8fd9\u573a\u5706\u684c\u8bba\u575b\u7684\u6838\u5fc3\u89c2\u70b9\uff1a<\/p>\n 1\u3001\u5f20\u9e4f\uff1a<\/strong>\u6a21\u578b\u53d8\u5927\u540e\u63a8\u7406\u6210\u672c\u4e5f\u4f1a\u76f8\u5e94\u63d0\u9ad8\uff0c\u8fd1\u671f\u667a\u8c31\u7684\u6da8\u4ef7\u7b56\u7565<\/a>\u5176\u5b9e\u662f\u56de\u5f52\u5230\u6b63\u5e38\u7684\u5546\u4e1a\u4ef7\u503c\u4e0a\u4e86\uff0c\u957f\u671f\u4f4e\u4ef7\u7ade\u4e89\u4e0d\u5229\u4e8e\u884c\u4e1a\u53d1\u5c55\u3002<\/p>\n 2\u3001\u5f20\u9e4f\uff1a<\/strong>\u667a\u80fd\u4f53\u7b49\u65b0\u6280\u672f\u7684\u7206\u53d1\u8ba9token\u7528\u91cf\u589e\u957f\u4e8610\u500d\uff0c\u4f46\u5b9e\u9645\u9700\u6c42\u53ef\u80fd\u589e\u957f100\u500d\uff0c\u4ecd\u6709\u5927\u91cf\u9700\u6c42\u672a\u88ab\u6ee1\u8db3\uff0c\u56e0\u6b64\u7b97\u529b\u4ecd\u7136\u662f\u672a\u676512\u4e2a\u6708\u5185\u7684\u5173\u952e\u95ee\u9898\u3002<\/p>\n 3\u3001\u7f57\u798f\u8389\uff1a<\/strong>\u4ece\u57fa\u5ea7\u5927\u6a21\u578b\u5382\u5546\u7684\u89c6\u89d2\u6765\u770b\uff0cOpenClaw\u4fdd\u8bc1\u4e86\u57fa\u7840\u5927\u6a21\u578b\u7684\u4e0b\u9650\uff0c\u62c9\u9ad8\u4e86\u4e0a\u9650\u3002\u56fd\u4ea7\u5f00\u6e90\u6a21\u578b+OpenClaw\u7684\u4efb\u52a1\u5b8c\u6210\u5ea6\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1Claude\u3002<\/p>\n 4\u3001\u7f57\u798f\u8389\uff1a<\/strong>DeepSeek\u7ed9\u56fd\u5185\u5927\u6a21\u578b\u5382\u5546\u5e26\u6765\u4e86\u52c7\u6c14\u548c\u4fe1\u5fc3\u3002\u4e00\u4e9b\u770b\u4f3c\u662f\u201c\u4e3a\u4e86\u6548\u7387\u59a5\u534f\u201d\u7684\u6a21\u578b\u7ed3\u6784\u521b\u65b0\u5f15\u53d1\u4e86\u771f\u6b63\u7684\u53d8\u9769\uff0c\u8ba9\u4e1a\u754c\u5728\u7b97\u529b\u4e00\u5b9a\u7684\u60c5\u51b5\u4e0b\u53d1\u6325\u51fa\u6700\u9ad8\u7684\u667a\u80fd\u6c34\u5e73\u3002<\/p>\n 5\u3001\u7f57\u798f\u8389\uff1a<\/strong>\u63a5\u4e0b\u6765\u4e00\u5e74AGI\u5386\u7a0b\u4e2d\u6700\u91cd\u8981\u7684\u4e8b\u60c5\u662f\u201c\u81ea\u8fdb\u5316\u201d\u3002\u81ea\u8fdb\u5316\u8ba9\u5927\u6a21\u578b\u50cf\u9876\u5c16\u79d1\u5b66\u5bb6\u4e00\u6837\u53bb\u63a2\u7d22\uff0c\u662f\u552f\u4e00\u80fd\u201c\u521b\u9020\u65b0\u4e1c\u897f\u201d\u7684\u5730\u65b9\u3002\u5c0f\u7c73\u5df2\u7ecf\u501f\u52a9Claude Code+\u9876\u5c16\u6a21\u578b\uff0c\u5c06\u7814\u7a76\u6548\u7387\u63d0\u534710\u500d\u3002<\/p>\n 6\u3001\u590f\u7acb\u96ea\uff1a<\/strong>\u5f53AGI\u65f6\u4ee3\u5230\u6765\u65f6\uff0c\u57fa\u7840\u8bbe\u65bd\u672c\u8eab\u90fd\u5e94\u8be5\u662f\u667a\u80fd\u4f53\uff0c\u81ea\u4e3b\u7ba1\u7406\u6574\u4e2a\u57fa\u7840\u8bbe\u65bd\uff0c\u6839\u636eAI\u5ba2\u6237\u7684\u9700\u6c42\u53bb\u8fed\u4ee3\u57fa\u7840\u8bbe\u65bd\uff0c\u5b9e\u73b0\u81ea\u6211\u8fdb\u5316\u3001\u81ea\u6211\u8fed\u4ee3\u3002<\/p>\n 7\u3001\u590f\u7acb\u96ea\uff1a<\/strong>OpenClaw\u5f15\u7206\u4e86token\u7528\u91cf\u3002\u5982\u4eca\u7684token\u6d88\u8017\u901f\u5ea6\uff0c\u5c31\u50cf\u5f53\u5e743G\u65f6\u4ee3\u624b\u673a\u6d41\u91cf\u521a\u8d77\u6b65\u65f6\uff0c\u6bcf\u4e2a\u6708\u53ea\u6709100M\u989d\u5ea6\u7684\u90a3\u79cd\u611f\u89c9\u3002<\/p>\n 8\u3001\u9ec4\u8d85\uff1a<\/strong>\u672a\u6765\u5f88\u591a\u8f6f\u4ef6\u90fd\u4e0d\u662f\u9762\u5411\u4eba\u7c7b\u7684\uff0c\u8f6f\u4ef6\u3001\u6570\u636e\u548c\u6280\u672f\u90fd\u4f1a\u7f16\u7a0bAgent-Native\u7684\u5f62\u6001\uff0c\u4eba\u7c7b\u672a\u6765\u53ef\u80fd\u53ea\u9700\u8981\u4f7f\u7528\u90a3\u4e9b\u201c\u8ba9\u81ea\u5df1\u5feb\u4e50\u7684GUI\u201d\u3002<\/p>\n \u4ee5\u4e0b\u662f\u8fd9\u573a\u5706\u684c\u8bba\u575b\u7684\u5b8c\u6574\u5b9e\u5f55\uff1a<\/p>\n \u4e00\u3001OpenClaw\u5c31\u662f\u201c\u811a\u624b\u67b6\u201d\uff0c\u5927\u6a21\u578btoken\u6d88\u8017\u4ecd\u5904\u4e8e3G\u65f6\u4ee3<\/strong><\/p>\n \u6768\u690d\u9e9f\uff1a\u5f88\u8363\u5e78\u4eca\u5929\u80fd\u9080\u8bf7\u5230\u5404\u4f4d\u91cd\u78c5\u5609\u5bbe\uff0c\u51e0\u4f4d\u5609\u5bbe\u6765\u81ea\u6a21\u578b\u5c42\u3001\u7b97\u529b\u5c42\u518d\u5230agent\u5c42\u3002\u4eca\u5929\u6700\u4e3b\u8981\u7684\u5173\u952e\u8bcd\u662f\u5f00\u6e90\uff0c\u7136\u540e\u8fd8\u6709agent\u3002<\/strong><\/p>\n 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Cache\u8fd9\u6837\u7684\u80fd\u529b\u3002<\/p>\n \u6240\u4ee5\u6211\u4eec\u4e00\u76f4\u5728\u601d\u8003\u7684\u662f\uff0c\u57fa\u7840\u8bbe\u65bd\u548cAI\u7684\u53d1\u5c55\u4e0d\u5e94\u8be5\u662f\u4e00\u4e2a\u9694\u79bb\u7684\u72b6\u6001\u2014\u2014\u6211\u63a5\u5230\u9700\u6c42\u5c31\u53bb\u5b9e\u73b0\uff0c\u800c\u662f\u5e94\u8be5\u4ea7\u751f\u975e\u5e38\u4e30\u5bcc\u7684\u5316\u5b66\u53cd\u5e94\u3002\u8fd9\u624d\u662f\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u8f6f\u786c\u534f\u540c\u3001\u7b97\u6cd5\u548c\u57fa\u7840\u8bbe\u65bd\u7684\u534f\u540c\uff0c\u4e5f\u662f\u65e0\u95ee\u82af\u7a79\u4e00\u76f4\u60f3\u5b9e\u73b0\u7684\u4f7f\u547d\u3002\u8c22\u8c22\u3002<\/p>\n \u4e94\u3001\u201c\u4e3a\u6548\u7387\u59a5\u534f\u201d\u7684\u521b\u65b0\u4e5f\u6709\u610f\u4e49\uff0cDeepSeek\u7ed9\u56fd\u5185\u56e2\u961f\u5e26\u6765\u52c7\u6c14\u548c\u4fe1\u5fc3<\/strong><\/p>\n 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\u4f46\u540e\u6765\u6211\u4eec\u770b\u5230\uff0c\u7531\u8fd9\u4e9b\u521b\u65b0\u5f15\u53d1\u7684\u662f\u4e00\u4e2a\u53d8\u9769\uff1a\u5728\u7b97\u529b\u4e00\u5b9a\u7684\u60c5\u51b5\u4e0b\uff0c\u600e\u4e48\u53d1\u6325\u51fa\u6700\u9ad8\u7684\u667a\u80fd\u6c34\u5e73\u3002\u8fd9\u662fDeepSeek\u7ed9\u56fd\u5185\u6240\u6709\u57fa\u5ea7\u6a21\u578b\u56e2\u961f\u5e26\u6765\u7684\u52c7\u6c14\u548c\u4fe1\u5fc3\u3002\u867d\u7136\u4eca\u5929\u6211\u4eec\u7684\u56fd\u4ea7\u82af\u7247\uff0c\u5c24\u5176\u662f\u63a8\u7406\u82af\u7247\uff0c\u4ee5\u53ca\u8bad\u7ec3\u82af\u7247\uff0c\u5df2\u7ecf\u4e0d\u518d\u53d7\u8fd9\u79cd\u9650\u5236\uff0c\u4f46\u6b63\u662f\u5728\u8fd9\u79cd\u9650\u5236\u4e0b\uff0c\u50ac\u751f\u4e86\u6211\u4eec\u5bf9\u66f4\u9ad8\u8bad\u7ec3\u6548\u7387\u3001\u66f4\u4f4e\u63a8\u7406\u6210\u672c\u7684\u6a21\u578b\u7ed3\u6784\u7684\u65b0\u63a2\u7d22\u3002<\/p>\n \u5c31\u50cf\u6700\u8fd1\u51fa\u73b0\u7684Hybrid Sparse\u3001Linear Attention\u8fd9\u7c7b\u7ed3\u6784\uff0c\u6bd4\u5982DeepSeek\u7684NSA\u3001Kimi \u7684KSA\uff0c\u5c0f\u7c73\u4e5f\u6709\u9762\u5411\u4e0b\u4e00\u4ee3\u7ed3\u6784\u7684HySparse\u3002\u8fd9\u4e9b\u90fd\u662f\u533a\u522b\u4e8eMoE\u8fd9\u4e00\u4ee3\u7ed3\u6784\u7684\u3001\u9762\u5411Agent\u65f6\u4ee3\u53bb\u505a\u7684\u6a21\u578b\u7ed3\u6784\u521b\u65b0\u3002<\/p>\n 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Use\uff0c\u8fd9\u4e9b\u662f\u5f53\u4e0bAgent\u5b58\u5728\u7684\u4e00\u4e9b\u75db\u70b9\uff0c\u4e5f\u662f\u672a\u6765\u53ef\u80fd\u7684\u65b9\u5411\u3002<\/p>\n \u4e03\u3001\u672a\u676512\u4e2a\u6708\u5173\u952e\u8bcd\uff1a\u751f\u6001\u3001\u53ef\u6301\u7eedtoken\u3001\u81ea\u8fdb\u5316\u4e0e\u7b97\u529b<\/strong><\/p>\n \u6768\u690d\u9e9f\uff1a\u53ef\u4ee5\u770b\u5230\u4e24\u4f4d\u5609\u5bbe\u4ece\u4e0d\u540c\u89c6\u89d2\u8ba8\u8bba\u4e86\u4e00\u4e2a\u5171\u540c\u7684\u95ee\u9898\u2014\u2014\u968f\u7740\u4efb\u52a1\u590d\u6742\u5ea6\u589e\u52a0\uff0c\u4e0a\u4e0b\u6587\u4f1a\u66b4\u6da8\u3002\u4ece\u6a21\u578b\u5c42\u9762\u53ef\u4ee5\u63d0\u5347\u539f\u751f\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u4eceAgent 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