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\"\u6768\u690d\u9e9f\u5f53\u4e3b\u6301\u4eba\u7684\u5927\u6a21\u578b\u5706\u684c\uff1a\u5f20\u9e4f\u7f57\u798f\u8389\u590f\u7acb\u96ea\u90fd\u653e\u5f00\u8bf4\u4e86\u542c\u96e8<\/a><\/em><\/span> 2026-03-27<\/span> 22:28:07<\/span> \u6765\u6e90\uff1a\u91cf\u5b50\u4f4d<\/a> <\/span><\/div>\n
\n

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\u4eca\u5929\u56fd\u4ea7\u82af\u7247\uff0c\u5c24\u5176\u662f\u63a8\u7406\u82af\u7247\u548c\u8bad\u7ec3\u82af\u7247\uff0c\u4e0d\u518d\u53d7\u8fd9\u4e2a\u9650\u5236\uff0c\u4f46\u662f\u6211\u4eec\u80fd\u770b\u5230\u5728\u8fd9\u6837\u7684\u9650\u5236\u4e0b\uff0c\u50ac\u751f\u4e86\u6211\u4eec\u5bf9\u4e8e\u66f4\u9ad8\u7684\u8bad\u7ec3\u6548\u7387\u3001\u66f4\u4f4e\u7684\u63a8\u7406\u6548\u7387\u7684\u6a21\u578b\u7ed3\u6784\u7684\u5168\u65b0\u63a2\u7d22\u3002<\/p>\n

\u6bd4\u5982\u6700\u8fd1\u51fa\u73b0\u7684hybrid sparse\u3001linear attention\u7b49\u7ed3\u6784\u65b9\u5411\u3002\u5305\u62ecDeepSeek\u7684\u76f8\u5173\u63a2\u7d22\uff0cKimi\u7684\u76f8\u5173\u65b9\u6848\uff0c\u4ee5\u53ca\u5c0f\u7c73\u9762\u5411\u4e0b\u4e00\u4ee3\u6a21\u578b\u7ed3\u6784\u6240\u505a\u7684\u4e00\u4e9b\u7814\u7a76\u3002\u5b83\u4eec\u90fd\u6307\u5411\u540c\u4e00\u4e2a\u95ee\u9898\uff1a\u5f53\u6211\u4eecOpenClaw\u3002\u53ea\u8981\u4f60\u771f\u6b63\u7528\u8fc7OpenClaw\uff0c\u5c31\u4f1a\u53d1\u73b0\u5b83\u5f80\u5f80\u662f\u201c\u8d8a\u7528\u8d8a\u597d\u7528\uff0c\u8d8a\u7528\u8d8a\u806a\u660e\u201d\u3002\u800c\u5b83\u6210\u7acb\u7684\u4e00\u4e2a\u524d\u63d0\uff0c\u5c31\u662f\u63a8\u7406\u9636\u6bb5\u5fc5\u987b\u62e5\u6709\u8db3\u591f\u957f\u7684context\u3002<\/p>\n

Long context\u5176\u5b9e\u5df2\u7ecf\u662f\u4e00\u4e2a\u88ab\u8ba8\u8bba\u4e86\u5f88\u4e45\u7684\u8bdd\u9898\uff0c\u4f46\u76f4\u5230\u4eca\u5929\uff0c\u5927\u5bb6\u624d\u771f\u6b63\u5f00\u59cb\u610f\u8bc6\u5230\uff1a\u4e0d\u662f\u6a21\u578b\u505a\u4e0d\u5230\u767e\u4e07\u7ea7\u751a\u81f3\u5343\u4e07\u7ea7\u4e0a\u4e0b\u6587\uff0c\u800c\u662f\u5982\u679c\u63a8\u7406\u6210\u672c\u592a\u9ad8\u3001\u901f\u5ea6\u592a\u6162\uff0c\u8fd9\u4ef6\u4e8b\u5c31\u6ca1\u6709\u73b0\u5b9e\u4ef7\u503c\u3002<\/p>\n

\u6240\u4ee5\uff0c\u771f\u6b63\u5173\u952e\u7684\u95ee\u9898\u662f\uff1a\u4f60\u80fd\u4e0d\u80fd\u5728100\u4e07\u751a\u81f31000\u4e07\u7ea7context\u7684\u60c5\u51b5\u4e0b\uff0c\u628a\u63a8\u7406\u6210\u672c\u6253\u4e0b\u6765\uff0c\u628a\u901f\u5ea6\u63d0\u4e0a\u53bb<\/b>\u3002\u53ea\u6709\u5728\u8fd9\u79cd\u524d\u63d0\u4e0b\uff0c\u7528\u6237\u624d\u4f1a\u613f\u610f\u628a\u771f\u6b63\u5177\u6709\u9ad8\u751f\u4ea7\u529b\u4ef7\u503c\u7684\u4efb\u52a1\u4ea4\u7ed9\u6a21\u578b\uff0c\u6a21\u578b\u4e5f\u624d\u6709\u673a\u4f1a\u5728\u957f\u4e0a\u4e0b\u6587\u73af\u5883\u4e2d\u5b8c\u6210\u66f4\u9ad8\u590d\u6742\u5ea6\u7684\u4efb\u52a1\u3002<\/p>\n

\u751a\u81f3\u53ef\u4ee5\u8bf4\uff0c\u53ea\u6709\u5230\u4e861000\u4e07\u7ea7\u3001\u4e0a\u4ebf\u7ea7\u4e0a\u4e0b\u6587\u7684\u9636\u6bb5\uff0c\u6211\u4eec\u624d\u53ef\u80fd\u771f\u6b63\u770b\u5230\u6a21\u578b\u7684\u81ea\u6211\u8fed\u4ee3\u80fd\u529b\u88ab\u91ca\u653e\u51fa\u6765\u3002<\/p>\n

\u6240\u8c13\u6a21\u578b\u7684\u81ea\u6211\u8fed\u4ee3<\/b>\uff0c\u5c31\u662f\u5b83\u80fd\u591f\u5728\u4e00\u4e2a\u590d\u6742\u73af\u5883\u91cc\uff0c\u4f9d\u9760\u8d85\u5f3a\u7684\u4e0a\u4e0b\u6587\u80fd\u529b\uff0c\u5b8c\u6210\u5bf9\u81ea\u8eab\u7684\u6301\u7eed\u8fdb\u5316\u3002\u8fd9\u4e2a\u8fdb\u5316\u65e2\u53ef\u80fd\u53d1\u751f\u5728\u6846\u67b6\u5c42\uff0c\u4e5f\u53ef\u80fd\u53d1\u751f\u5728\u6a21\u578b\u53c2\u6570\u5c42\u3002\u56e0\u4e3a\u5728\u6211\u770b\u6765\uff0c\u957f\u4e0a\u4e0b\u6587\u672c\u8eab\u5176\u5b9e\u5c31\u662f\u5bf9\u53c2\u6570\u80fd\u529b\u7684\u4e00\u79cd\u5916\u5ef6\u548c\u589e\u5f3a\u3002<\/p>\n

\u6240\u4ee5\uff0c\u672a\u6765\u771f\u6b63\u7684\u7ade\u4e89\u4f1a\u662f\u4e00\u4e2a\u5168\u65b9\u4f4d\u7684\u7ade\u4e89\uff1a\u4e00\u65b9\u9762\uff0c\u4f60\u80fd\u4e0d\u80fd\u505a\u51fa\u539f\u751f\u9002\u914d\u957f\u4e0a\u4e0b\u6587\u7684\u6a21\u578b\u67b6\u6784\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u4f60\u80fd\u4e0d\u80fd\u5728\u63a8\u7406\u4fa7\u771f\u6b63\u628along-context efficiency\u505a\u51fa\u6765<\/b>\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u8fd8\u5305\u62ec\u4f60\u80fd\u5426\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5c31\u628a\u8fd9\u7c7b\u67b6\u6784\u6253\u7262\uff0c\u4ee5\u53ca\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\uff0c\u80fd\u4e0d\u80fd\u628a\u6a21\u578b\u5728\u771f\u5b9e\u957f\u7a0b\u4efb\u52a1\u4e0a\u7684\u7a33\u5b9a\u6027\u548c\u80fd\u529b\u4e0a\u9650\u7ee7\u7eed\u5f80\u4e0a\u63a8\u3002<\/p>\n

\u6211\u4eec\u73b0\u5728\u4e5f\u5728\u601d\u8003\uff0c\u600e\u6837\u6784\u9020\u66f4\u6709\u6548\u7684\u5b66\u4e60\u7b97\u6cd5\uff1b\u600e\u6837\u91c7\u96c6\u5728100 \u4e07\u30011000\u4e07\u3001\u751a\u81f3\u66f4\u957f\u4e0a\u4e0b\u6587\u91cc\uff0c\u771f\u6b63\u5177\u6709\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u7684\u6587\u672c\uff1b\u4ee5\u53ca\u600e\u6837\u7ed3\u5408\u590d\u6742\u73af\u5883\uff0c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u8f68\u8ff9\u6570\u636e\u3002\u8fd9\u4e9b\uff0c\u90fd\u662f\u6211\u4eec\u6b63\u5728\u6301\u7eed\u63a8\u8fdb\u7684\u4e8b\u60c5\u3002<\/p>\n

\u4f46\u6211\u80fd\u770b\u5230\u7684\u66f4\u957f\u671f\u8d8b\u52bf\u662f\uff1a\u968f\u7740\u5927\u6a21\u578b\u672c\u8eab\u5728\u98de\u901f\u8fdb\u6b65\uff0c\u518d\u53e0\u52a0agent\u6846\u67b6\u7684\u52a0\u6301\uff0c\u63a8\u7406\u9700\u6c42\u4e00\u5b9a\u4f1a\u7ee7\u7eed\u8fc5\u901f\u589e\u957f\u3002\u5c31\u50cf\u521a\u624d\u7acb\u96ea\u63d0\u5230\u7684\uff0c\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\u91cc\uff0ctoken\u9700\u6c42\u5df2\u7ecf\u589e\u957f\u4e86\u63a5\u8fd1\u5341\u500d\u3002<\/p>\n

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agent\u503c\u5f97\u91cd\u70b9\u5173\u6ce8\u7684\u65b9\u5411<\/b><\/h3>\n

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\u9ec4\u8d85<\/b>\uff1a\u611f\u8c22\u690d\u9e9f\u3002\u6211\u89c9\u5f97\uff0c\u5982\u679c\u628aagent\u6280\u672f\u62bd\u8c61\u51fa\u6765\uff0c\u6838\u5fc3\u5927\u81f4\u6709\u51e0\u4e2a\u6a21\u5757\uff1aplanning\u3001memory\u548c tool use<\/b>\u3002<\/p>\n

\u5148\u8bf4planning\u3002\u6211\u89c9\u5f97\u73b0\u5728\u6700\u5927\u7684\u95ee\u9898\uff0c\u4ecd\u7136\u51fa\u73b0\u5728\u957f\u7a0b\u4efb\u52a1\u548c\u590d\u6742\u4e0a\u4e0b\u6587\u4e0a\u3002\u6bd4\u5982\u4e00\u4e2a\u4efb\u52a1\u53ef\u80fd\u9700\u8981500\u6b65\uff0c\u751a\u81f3\u66f4\u591a\u6b65\u9aa4\uff0c\u5f88\u591a\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u505a\u597d\u89c4\u5212\u3002<\/p>\n

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\"\u6768\u690d\u9e9f\u5f53\u4e3b\u6301\u4eba\u7684\u5927\u6a21\u578b\u5706\u684c\uff1a\u5f20\u9e4f\u7f57\u798f\u8389\u590f\u7acb\u96ea\u90fd\u653e\u5f00\u8bf4\u4e86<\/p>\n

\u5f53\u7136\uff0c\u4eceskills\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5305\u62echarness\u5728\u5185\u7684\u5f88\u591a\u673a\u5236\uff0c\u672c\u8d28\u4e0a\u4e5f\u662f\u5728\u7f13\u89e3planning\u8fc7\u7a0b\u4e2d\u5e26\u6765\u7684\u9519\u8bef\u3002\u56e0\u4e3a\u9ad8\u8d28\u91cf\u7684skills\uff0c\u5176\u5b9e\u5c31\u662f\u5728\u5e2e\u52a9\u6a21\u578b\u5b8c\u6210\u4e00\u4e9b\u672c\u6765\u8f83\u96be\u7684\u4efb\u52a1\u3002\u8fd9\u662fplanning\u8fd9\u4e00\u90e8\u5206\u3002<\/p>\n

\u518d\u8bf4memory\u3002\u6211\u7684\u611f\u53d7\u662f\uff0cmemory\u59cb\u7ec8\u4f1a\u9762\u4e34\u4e00\u4e9b\u6839\u672c\u6027\u95ee\u9898\uff0c\u6bd4\u5982\u4fe1\u606f\u538b\u7f29\u4e0d\u51c6\u786e\u3001\u8868\u8fbe\u5931\u771f\u7b49\u3002\u968f\u7740\u957f\u7a0b\u4efb\u52a1\u548c\u590d\u6742\u573a\u666f\u8d8a\u6765\u8d8a\u591a\uff0cmemory\u7684\u9700\u6c42\u4e5f\u4f1a\u8fc5\u901f\u81a8\u80c0\uff0c\u8fd9\u672c\u8eab\u5c31\u4f1a\u7ed9\u6574\u4e2a\u7cfb\u7edf\u5e26\u6765\u5f88\u5927\u538b\u529b\u3002<\/p>\n

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