Agent \u7684\u201c\u6b7b\u4ea1\u4e4b\u8c37\u201d\uff1aManus \u56e2\u961f\u7684\u751f\u4ea7\u7ea7 AI Agent \u5b9e\u6218\u5b9d\u5178<\/title>\n<\/head>\n<body style=\"font-family: Arial, sans-serif; line-height: 1.8; color: #333; margin: 0; padding: 0;\">\n\n <div style=\"max-width: 750px; margin: 0 auto; padding: 20px;\">\n \n\n <div style=\"background-color: #f8f9fa; padding: 15px; border-left: 5px solid #ffc107; margin-bottom: 25px;\">\n <div style=\"font-size: 1.3em; font-weight: 700; color: #000000; margin-bottom: 10px;\">\ud83d\udca1 \u5bfc\u8bfb\uff1a\u4ece\u6982\u5ff5\u5230\u751f\u4ea7\u2014\u2014Agent \u7684\u201c\u6b7b\u4ea1\u4e4b\u8c37\u201d<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">AI Agent\uff08\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff09\u7684\u6982\u5ff5\u706b\u7206\uff0c\u4f46\u5c06 Agent \u6295\u5165\u751f\u4ea7\u73af\u5883\u5e76\u786e\u4fdd\u5176\u7a33\u5b9a\u3001\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u8fd0\u884c\uff0c\u662f\u65e0\u6570\u56e2\u961f\u9762\u4e34\u7684\u6311\u6218\u3002<\/p>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u672c\u6587\u5c06\u5e26\u6765\u4e00\u4efd\u6765\u81ea Manus \u56e2\u961f\u7684\u5b9e\u6218\u5b9d\u5178\uff0c\u603b\u7ed3\u4e86\u4ed6\u4eec\u5728\u6784\u5efa\u751f\u4ea7\u7ea7 AI Agent \u8fc7\u7a0b\u4e2d\u8e29\u8fc7\u7684\u65e0\u6570\u5751\uff0c\u63d0\u70bc\u51fa 7 \u6761\u5173\u4e8e **\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08Context Engineering\uff09**\u7684\u5b9d\u8d35\u7ecf\u9a8c\u3002\u8fd9\u4e9b\u662f\u771f\u91d1\u767d\u94f6\u3001\u65e0\u6570\u6b21\u8fed\u4ee3\u6362\u6765\u7684\u5b9e\u8df5\u667a\u6167\uff0c\u5e0c\u671b\u80fd\u5e2e\u52a9\u4f60\u907f\u514d\u75db\u82e6\u7684\u8fed\u4ee3\uff01<\/p>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u4e00\uff1aKV-Cache \u547d\u4e2d\u7387\u2014\u2014\u751f\u4ea7\u7ea7 Agent \u7684\u201c\u751f\u547d\u7ebf\u201d\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5bf9\u4e8e\u591a\u6b65\u3001\u5de5\u5177\u8c03\u7528\u5bc6\u96c6\u7684 Agent \u6d41\u7a0b\u6765\u8bf4\uff0cKV-Cache\uff08\u952e\u503c\u7f13\u5b58\uff09\u7684\u547d\u4e2d\u7387\u51e0\u4e4e\u662f\u6700\u91cd\u8981\u7684\u6307\u6807\uff0c\u5b83\u76f4\u63a5\u5f71\u54cd\u7740 Agent \u7684\u5ef6\u8fdf\u548c\u6210\u672c\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u4e3a\u4ec0\u4e48\u91cd\u8981\uff1f<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">Agent \u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u201c\u4e0a\u4e0b\u6587\u957f\uff0c\u8f93\u51fa\u77ed\u201d\uff08\u957f\u9884\u586b\u5145\/\u77ed\u89e3\u7801\uff09\uff0c\u6bcf\u4e00\u6b21\u52a8\u4f5c\u548c\u89c2\u5bdf\u90fd\u4f1a\u88ab\u6dfb\u52a0\u5230\u4e0a\u4e0b\u6587\u3002\u4e00\u65e6\u7f13\u5b58\u5931\u6548\uff0c\u6a21\u578b\u9700\u8981\u91cd\u65b0\u8ba1\u7b97\u6574\u4e2a\u957f\u4e0a\u4e0b\u6587\uff0c\u5bfc\u81f4\u6210\u672c\u7206\u70b8\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u63d0\u9ad8\u547d\u4e2d\u7387\u7684\u5b9e\u8df5\uff1a<\/div>\n <ul style=\"list-style-type: '\u2014 '; padding-left: 20px; margin: 0 0 1em 0; line-height: 1.8;\">\n <li style=\"margin-bottom: 5px;\">Prompt \u524d\u7f00\u7a33\u5b9a\uff1a \u7edd\u4e0d\u8981\u5728\u7cfb\u7edf Prompt \u5f00\u5934\u6dfb\u52a0\u7cbe\u786e\u5230\u79d2\u7684\u65f6\u95f4\u6233\u6216\u4efb\u4f55\u52a8\u6001\u53d8\u91cf\uff0c\u54ea\u6015\u53ea\u6539\u52a8\u4e00\u4e2a Token\uff0c\u90fd\u4f1a\u4f7f\u7f13\u5b58\u5931\u6548\u3002<\/li>\n <li style=\"margin-bottom: 5px;\">\u4e0a\u4e0b\u6587\u53ea\u589e\u4e0d\u51cf\uff1a \u907f\u514d\u4fee\u6539\u4e4b\u524d\u7684\u52a8\u4f5c\u6216\u89c2\u5bdf\u3002\u786e\u4fdd\u4f60\u7684\u5e8f\u5217\u5316\uff08\u5982 JSON \u5bf9\u8c61\u7684\u952e\u503c\u987a\u5e8f\uff09\u662f\u786e\u5b9a\u6027\u7684\uff0c\u5426\u5219\u7f13\u5b58\u4f1a\u201c\u6084\u6084\u201d\u5931\u6548\u3002<\/li>\n <li>\u660e\u786e\u6807\u8bb0\u7f13\u5b58\u65ad\u70b9\uff1a \u5982\u679c\u6a21\u578b\u63d0\u4f9b\u5546\u4e0d\u652f\u6301\u81ea\u52a8\u589e\u91cf\u524d\u7f00\u7f13\u5b58\uff0c\u4f60\u9700\u8981\u624b\u52a8\u8bbe\u7f6e\u65ad\u70b9\u6765\u7ba1\u7406\u7f13\u5b58\u3002<\/li>\n <\/ul>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \ud83d\udee0\ufe0f \u6838\u5fc3\u7ecf\u9a8c\u4e8c\uff1a\u9650\u5236\u52a8\u4f5c\u7a7a\u95f4\uff0c\u4e0e\u5176\u79fb\u9664\uff0c\u4e0d\u5982\u201c\u906e\u853d\u201d\uff01\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u968f\u7740 Agent \u80fd\u529b\u589e\u5f3a\uff0c\u5b83\u80fd\u8c03\u7528\u7684\u5de5\u5177\u4f1a\u7206\u70b8\u5f0f\u589e\u957f\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u9519\u8bef\u7684\u601d\u8def\uff1a\u52a8\u6001\u79fb\u9664\u5de5\u5177<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u52a8\u6001\u6dfb\u52a0\u6216\u79fb\u9664\u5de5\u5177\u4f1a\u5e26\u6765\u5de8\u5927\u7684\u6210\u672c\u548c\u7a33\u5b9a\u6027\u95ee\u9898\uff1a<\/p>\n <ul style=\"list-style-type: '\u2014 '; padding-left: 20px; margin: 0 0 1em 0; line-height: 1.8;\">\n <li style=\"margin-bottom: 5px;\">KV-Cache \u5931\u6548\uff1a \u5de5\u5177\u5b9a\u4e49\u901a\u5e38\u5728\u4e0a\u4e0b\u6587\u5f00\u5934\uff0c\u4efb\u4f55\u6539\u52a8\u90fd\u4f1a\u4f7f\u540e\u7eed\u6240\u6709\u52a8\u4f5c\u548c\u89c2\u5bdf\u7684 KV-Cache \u5931\u6548\u3002<\/li>\n <li>\u6a21\u578b\u201c\u61f5\u5708\u201d\uff1a \u5982\u679c\u4e4b\u524d\u7684\u52a8\u4f5c\u5f15\u7528\u4e86\u73b0\u5728\u4e0d\u5b58\u5728\u7684\u5de5\u5177\uff0c\u6a21\u578b\u4f1a\u9677\u5165\u6df7\u4e71\u3002<\/li>\n <\/ul>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">Manus \u7684\u89e3\u51b3\u65b9\u6848\uff1aLogit Masking\uff08\u5bf9\u6570\u63a9\u7801\uff09<\/div>\n <p style=\"margin: 0 0 0 0; line-height: 1.8;\">Manus \u56e2\u961f\u4e0d\u662f\u79fb\u9664\u5de5\u5177\uff0c\u800c\u662f\u5728\u89e3\u7801\u65f6\u901a\u8fc7**\u201c\u906e\u853d\u201dToken Logit\u6765\u9650\u5236\uff08\u6216\u5f3a\u5236\uff09\u9009\u62e9\u7279\u5b9a\u7684\u52a8\u4f5c\u3002\u8fd9\u53eb\u4e0a\u4e0b\u6587\u611f\u77e5\u7684 Logit Masking**\uff0c\u5b83\u5728\u4e0d\u6539\u53d8\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u4e0b\uff0c\u52a8\u6001\u8c03\u6574 Agent \u7684\u52a8\u4f5c\u7a7a\u95f4\u3002<\/p>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u4e09\uff1a\u5c06\u6587\u4ef6\u7cfb\u7edf\u89c6\u4e3a\u201c\u65e0\u9650\u4e0a\u4e0b\u6587\u201d\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5373\u4f7f\u73b0\u4ee3 LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u8fbe\u5230 128K\uff0c\u5bf9\u4e8e\u771f\u5b9e\u4e16\u754c\u7684 Agent \u573a\u666f\u6765\u8bf4\u5f80\u5f80\u4ecd\u4e0d\u591f\uff0c\u4e14\u957f\u8f93\u5165\u975e\u5e38\u6602\u8d35\uff0c\u6a21\u578b\u6027\u80fd\u4e5f\u53ef\u80fd\u4e0b\u964d\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">Manus \u7684\u201c\u9a9a\u64cd\u4f5c\u201d\uff1a\u5916\u90e8\u5316\u5185\u5b58<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5c06\u6587\u4ef6\u7cfb\u7edf\u89c6\u4e3a\u7ec8\u6781\u4e0a\u4e0b\u6587\uff01\u5b83\u5927\u5c0f\u65e0\u9650\u3001\u5929\u751f\u6301\u4e45\u5316\uff0c\u5e76\u4e14\u53ef\u4ee5\u76f4\u63a5\u7531 Agent \u64cd\u4f5c\u3002<\/p>\n\n <ul style=\"list-style-type: '\u2014 '; padding-left: 20px; margin: 0 0 1em 0; line-height: 1.8;\">\n <li style=\"margin-bottom: 5px;\">\u4f5c\u7528\uff1a \u6a21\u578b\u5b66\u4f1a\u4e86\u6309\u9700\u8bfb\u5199\u6587\u4ef6\uff0c\u5c06\u6587\u4ef6\u7cfb\u7edf\u4e0d\u4ec5\u7528\u4f5c\u5b58\u50a8\uff0c\u8fd8\u4f5c\u4e3a\u7ed3\u6784\u5316\u3001\u5916\u90e8\u5316\u7684\u5185\u5b58\u3002<\/li>\n <li>\u538b\u7f29\u7b56\u7565\uff1a \u603b\u662f\u53ef\u6062\u590d\u7684\u3002\u4f8b\u5982\uff0c\u7f51\u9875\u5185\u5bb9\u53ef\u4ee5\u4ece\u4e0a\u4e0b\u6587\u79fb\u9664\uff0c\u53ea\u8981 URL \u8fd8\u5728\uff0cAgent \u5c31\u80fd\u968f\u65f6\u201c\u56de\u5fc6\u201d\u8d77\u6765\u3002<\/li>\n <\/ul>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u56db\uff1a\u901a\u8fc7\u201c\u80cc\u8bf5\u201d\u6765\u64cd\u7eb5\u6ce8\u610f\u529b\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5728\u591a\u6b65\u590d\u6742\u4efb\u52a1\u4e2d\uff0cAgent \u5f88\u5bb9\u6613\u5728\u957f\u4e0a\u4e0b\u6587\u6216\u5de5\u5177\u8c03\u7528\u5faa\u73af\u4e2d**\u201c\u8dd1\u504f\u201d\u6216\u5fd8\u8bb0\u65e9\u671f\u76ee\u6807**\uff08\u5373\u201c\u8ff7\u5931\u5728\u4e2d\u95f4\u201d\u95ee\u9898\uff09\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u89e3\u51b3\u65b9\u6848\uff1a\u4e0d\u65ad\u91cd\u5199\u201cTodo List\u201d<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">Manus \u56e2\u961f\u523b\u610f\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u673a\u5236\uff1aAgent \u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u4f1a\u521b\u5efa\u4e00\u4e2a todo.md \u6587\u4ef6\uff0c\u5e76\u968f\u7740\u4efb\u52a1\u7684\u8fdb\u5c55\u4e00\u6b65\u6b65\u66f4\u65b0\uff0c\u5b8c\u6210\u4e00\u9879\u5c31\u52fe\u6389\u4e00\u9879\u3002<\/p>\n\n <p style=\"margin: 0 0 0 0; line-height: 1.8;\">\u76ee\u7684\uff1a \u901a\u8fc7\u4e0d\u65ad\u91cd\u5199\u5f85\u529e\u4e8b\u9879\u5217\u8868\uff0c\u5c06**\u201c\u5168\u7403\u8ba1\u5212\u201d\u4e0d\u65ad\u63a8\u5165\u6a21\u578b\u7684\u6700\u65b0\u6ce8\u610f\u529b\u8303\u56f4**\uff0c\u6709\u6548\u907f\u514d\u76ee\u6807\u9519\u4f4d\u548c\u201c\u8ff7\u5931\u5728\u4e2d\u95f4\u201d\u7684\u95ee\u9898\u3002<\/p>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u4e94\uff1a\u522b\u9690\u85cf\u9519\u8bef\uff0c\u8ba9 Agent \u4ece\u201c\u9519\u8bef\u201d\u4e2d\u5b66\u4e60\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5931\u8d25\u4e0d\u662f\u4f8b\u5916\uff0c\u800c\u662f\u591a\u6b65\u4efb\u52a1\u5faa\u73af\u7684\u4e00\u90e8\u5206\u3002 \u9690\u85cf\u9519\u8bef\uff08\u6e05\u7406\u8f68\u8ff9\u3001\u91cd\u8bd5\u52a8\u4f5c\uff09\u7684\u4ee3\u4ef7\u662f\uff1a\u62b9\u53bb\u8bc1\u636e\uff0c\u6a21\u578b\u65e0\u6cd5\u9002\u5e94\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u89e3\u51b3\u65b9\u6848\uff1a\u8ba9\u9519\u8bef\u7684\u5c1d\u8bd5\u7559\u5728\u4e0a\u4e0b\u6587\u4e2d<\/div>\n <p style=\"margin: 0 0 0 0; line-height: 1.8;\">\u5f53\u6a21\u578b\u770b\u5230\u4e00\u4e2a\u5931\u8d25\u7684\u52a8\u4f5c\uff0c\u4ee5\u53ca\u76f8\u5e94\u7684\u89c2\u5bdf\u6216\u5806\u6808\u8ddf\u8e2a\u65f6\uff0c\u5b83\u4f1a\u9690\u5f0f\u5730\u66f4\u65b0\u5176\u5185\u90e8\u4fe1\u5ff5\u3002\n\u8fd9\u4f1a\u4f7f\u5176\u5728\u672a\u6765\u51cf\u5c11\u7c7b\u4f3c\u52a8\u4f5c\u7684\u5c1d\u8bd5\uff0c\u4ece\u800c\u964d\u4f4e\u91cd\u590d\u76f8\u540c\u9519\u8bef\u7684\u53ef\u80fd\u6027\u3002<\/p>\n <\/div>\n \n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u516d\uff1a\u5c0f\u5fc3\u201cFew-shot\u201d\u7684\u9677\u9631\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">Few-shot\uff08\u5c11\u91cf\u6837\u672c\u5b66\u4e60\uff09\u662f\u63d0\u9ad8 LLM \u8f93\u51fa\u7684\u5e38\u7528\u6280\u672f\uff0c\u4f46\u5728 Agent \u7cfb\u7edf\u4e2d\uff0c\u5b83\u53ef\u80fd\u4f1a\u4ee5\u5fae\u5999\u7684\u65b9\u5f0f\u9002\u5f97\u5176\u53cd\u3002<\/p>\n\n <div style=\"font-weight: 700; 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{"id":186970,"date":"2025-08-02T09:05:00","date_gmt":"2025-08-02T01:05:00","guid":{"rendered":"https:\/\/www.campus-gpt.com\/?p=186970"},"modified":"2025-11-10T01:05:54","modified_gmt":"2025-11-09T17:05:54","slug":"ai-agent%e5%bc%80%e5%8f%91%e8%b8%a9%e5%9d%91%e5%ae%9e%e5%bd%95%ef%bc%9amanus%e5%9b%a2%e9%98%9f%e7%9a%847%e6%9d%a1%e8%a1%80%e6%b3%aa%e6%95%99%e8%ae%ad%e5%a4%a7%e5%85%ac%e5%bc%80","status":"publish","type":"post","link":"https:\/\/www.campus-gpt.com\/?p=186970","title":{"rendered":"AI Agent\u5f00\u53d1\u8e29\u5751\u5b9e\u5f55\uff1aManus\u56e2\u961f\u76847\u6761\u201c\u8840\u6cea\u6559\u8bad\u201d\u5927\u516c\u5f00\uff01"},"content":{"rendered":"\n\n\n\n \n \n Agent \u7684\u201c\u6b7b\u4ea1\u4e4b\u8c37\u201d\uff1aManus \u56e2\u961f\u7684\u751f\u4ea7\u7ea7 AI Agent \u5b9e\u6218\u5b9d\u5178<\/title>\n<\/head>\n<body style=\"font-family: Arial, sans-serif; line-height: 1.8; color: #333; margin: 0; padding: 0;\">\n\n <div style=\"max-width: 750px; margin: 0 auto; padding: 20px;\">\n \n\n <div style=\"background-color: #f8f9fa; padding: 15px; border-left: 5px solid #ffc107; margin-bottom: 25px;\">\n <div style=\"font-size: 1.3em; font-weight: 700; color: #000000; margin-bottom: 10px;\">\ud83d\udca1 \u5bfc\u8bfb\uff1a\u4ece\u6982\u5ff5\u5230\u751f\u4ea7\u2014\u2014Agent \u7684\u201c\u6b7b\u4ea1\u4e4b\u8c37\u201d<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">AI Agent\uff08\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff09\u7684\u6982\u5ff5\u706b\u7206\uff0c\u4f46\u5c06 Agent \u6295\u5165\u751f\u4ea7\u73af\u5883\u5e76\u786e\u4fdd\u5176\u7a33\u5b9a\u3001\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u8fd0\u884c\uff0c\u662f\u65e0\u6570\u56e2\u961f\u9762\u4e34\u7684\u6311\u6218\u3002<\/p>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u672c\u6587\u5c06\u5e26\u6765\u4e00\u4efd\u6765\u81ea Manus \u56e2\u961f\u7684\u5b9e\u6218\u5b9d\u5178\uff0c\u603b\u7ed3\u4e86\u4ed6\u4eec\u5728\u6784\u5efa\u751f\u4ea7\u7ea7 AI Agent \u8fc7\u7a0b\u4e2d\u8e29\u8fc7\u7684\u65e0\u6570\u5751\uff0c\u63d0\u70bc\u51fa 7 \u6761\u5173\u4e8e **\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08Context Engineering\uff09**\u7684\u5b9d\u8d35\u7ecf\u9a8c\u3002\u8fd9\u4e9b\u662f\u771f\u91d1\u767d\u94f6\u3001\u65e0\u6570\u6b21\u8fed\u4ee3\u6362\u6765\u7684\u5b9e\u8df5\u667a\u6167\uff0c\u5e0c\u671b\u80fd\u5e2e\u52a9\u4f60\u907f\u514d\u75db\u82e6\u7684\u8fed\u4ee3\uff01<\/p>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u4e00\uff1aKV-Cache \u547d\u4e2d\u7387\u2014\u2014\u751f\u4ea7\u7ea7 Agent \u7684\u201c\u751f\u547d\u7ebf\u201d\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5bf9\u4e8e\u591a\u6b65\u3001\u5de5\u5177\u8c03\u7528\u5bc6\u96c6\u7684 Agent \u6d41\u7a0b\u6765\u8bf4\uff0cKV-Cache\uff08\u952e\u503c\u7f13\u5b58\uff09\u7684\u547d\u4e2d\u7387\u51e0\u4e4e\u662f\u6700\u91cd\u8981\u7684\u6307\u6807\uff0c\u5b83\u76f4\u63a5\u5f71\u54cd\u7740 Agent \u7684\u5ef6\u8fdf\u548c\u6210\u672c\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u4e3a\u4ec0\u4e48\u91cd\u8981\uff1f<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">Agent \u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u201c\u4e0a\u4e0b\u6587\u957f\uff0c\u8f93\u51fa\u77ed\u201d\uff08\u957f\u9884\u586b\u5145\/\u77ed\u89e3\u7801\uff09\uff0c\u6bcf\u4e00\u6b21\u52a8\u4f5c\u548c\u89c2\u5bdf\u90fd\u4f1a\u88ab\u6dfb\u52a0\u5230\u4e0a\u4e0b\u6587\u3002\u4e00\u65e6\u7f13\u5b58\u5931\u6548\uff0c\u6a21\u578b\u9700\u8981\u91cd\u65b0\u8ba1\u7b97\u6574\u4e2a\u957f\u4e0a\u4e0b\u6587\uff0c\u5bfc\u81f4\u6210\u672c\u7206\u70b8\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u63d0\u9ad8\u547d\u4e2d\u7387\u7684\u5b9e\u8df5\uff1a<\/div>\n <ul style=\"list-style-type: '\u2014 '; padding-left: 20px; margin: 0 0 1em 0; line-height: 1.8;\">\n <li style=\"margin-bottom: 5px;\">Prompt \u524d\u7f00\u7a33\u5b9a\uff1a \u7edd\u4e0d\u8981\u5728\u7cfb\u7edf Prompt \u5f00\u5934\u6dfb\u52a0\u7cbe\u786e\u5230\u79d2\u7684\u65f6\u95f4\u6233\u6216\u4efb\u4f55\u52a8\u6001\u53d8\u91cf\uff0c\u54ea\u6015\u53ea\u6539\u52a8\u4e00\u4e2a Token\uff0c\u90fd\u4f1a\u4f7f\u7f13\u5b58\u5931\u6548\u3002<\/li>\n <li style=\"margin-bottom: 5px;\">\u4e0a\u4e0b\u6587\u53ea\u589e\u4e0d\u51cf\uff1a \u907f\u514d\u4fee\u6539\u4e4b\u524d\u7684\u52a8\u4f5c\u6216\u89c2\u5bdf\u3002\u786e\u4fdd\u4f60\u7684\u5e8f\u5217\u5316\uff08\u5982 JSON \u5bf9\u8c61\u7684\u952e\u503c\u987a\u5e8f\uff09\u662f\u786e\u5b9a\u6027\u7684\uff0c\u5426\u5219\u7f13\u5b58\u4f1a\u201c\u6084\u6084\u201d\u5931\u6548\u3002<\/li>\n <li>\u660e\u786e\u6807\u8bb0\u7f13\u5b58\u65ad\u70b9\uff1a \u5982\u679c\u6a21\u578b\u63d0\u4f9b\u5546\u4e0d\u652f\u6301\u81ea\u52a8\u589e\u91cf\u524d\u7f00\u7f13\u5b58\uff0c\u4f60\u9700\u8981\u624b\u52a8\u8bbe\u7f6e\u65ad\u70b9\u6765\u7ba1\u7406\u7f13\u5b58\u3002<\/li>\n <\/ul>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \ud83d\udee0\ufe0f \u6838\u5fc3\u7ecf\u9a8c\u4e8c\uff1a\u9650\u5236\u52a8\u4f5c\u7a7a\u95f4\uff0c\u4e0e\u5176\u79fb\u9664\uff0c\u4e0d\u5982\u201c\u906e\u853d\u201d\uff01\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u968f\u7740 Agent \u80fd\u529b\u589e\u5f3a\uff0c\u5b83\u80fd\u8c03\u7528\u7684\u5de5\u5177\u4f1a\u7206\u70b8\u5f0f\u589e\u957f\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u9519\u8bef\u7684\u601d\u8def\uff1a\u52a8\u6001\u79fb\u9664\u5de5\u5177<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u52a8\u6001\u6dfb\u52a0\u6216\u79fb\u9664\u5de5\u5177\u4f1a\u5e26\u6765\u5de8\u5927\u7684\u6210\u672c\u548c\u7a33\u5b9a\u6027\u95ee\u9898\uff1a<\/p>\n <ul style=\"list-style-type: '\u2014 '; padding-left: 20px; margin: 0 0 1em 0; line-height: 1.8;\">\n <li style=\"margin-bottom: 5px;\">KV-Cache \u5931\u6548\uff1a \u5de5\u5177\u5b9a\u4e49\u901a\u5e38\u5728\u4e0a\u4e0b\u6587\u5f00\u5934\uff0c\u4efb\u4f55\u6539\u52a8\u90fd\u4f1a\u4f7f\u540e\u7eed\u6240\u6709\u52a8\u4f5c\u548c\u89c2\u5bdf\u7684 KV-Cache \u5931\u6548\u3002<\/li>\n <li>\u6a21\u578b\u201c\u61f5\u5708\u201d\uff1a \u5982\u679c\u4e4b\u524d\u7684\u52a8\u4f5c\u5f15\u7528\u4e86\u73b0\u5728\u4e0d\u5b58\u5728\u7684\u5de5\u5177\uff0c\u6a21\u578b\u4f1a\u9677\u5165\u6df7\u4e71\u3002<\/li>\n <\/ul>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">Manus \u7684\u89e3\u51b3\u65b9\u6848\uff1aLogit Masking\uff08\u5bf9\u6570\u63a9\u7801\uff09<\/div>\n <p style=\"margin: 0 0 0 0; line-height: 1.8;\">Manus \u56e2\u961f\u4e0d\u662f\u79fb\u9664\u5de5\u5177\uff0c\u800c\u662f\u5728\u89e3\u7801\u65f6\u901a\u8fc7**\u201c\u906e\u853d\u201dToken Logit\u6765\u9650\u5236\uff08\u6216\u5f3a\u5236\uff09\u9009\u62e9\u7279\u5b9a\u7684\u52a8\u4f5c\u3002\u8fd9\u53eb\u4e0a\u4e0b\u6587\u611f\u77e5\u7684 Logit Masking**\uff0c\u5b83\u5728\u4e0d\u6539\u53d8\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u4e0b\uff0c\u52a8\u6001\u8c03\u6574 Agent \u7684\u52a8\u4f5c\u7a7a\u95f4\u3002<\/p>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u4e09\uff1a\u5c06\u6587\u4ef6\u7cfb\u7edf\u89c6\u4e3a\u201c\u65e0\u9650\u4e0a\u4e0b\u6587\u201d\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5373\u4f7f\u73b0\u4ee3 LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u8fbe\u5230 128K\uff0c\u5bf9\u4e8e\u771f\u5b9e\u4e16\u754c\u7684 Agent \u573a\u666f\u6765\u8bf4\u5f80\u5f80\u4ecd\u4e0d\u591f\uff0c\u4e14\u957f\u8f93\u5165\u975e\u5e38\u6602\u8d35\uff0c\u6a21\u578b\u6027\u80fd\u4e5f\u53ef\u80fd\u4e0b\u964d\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">Manus \u7684\u201c\u9a9a\u64cd\u4f5c\u201d\uff1a\u5916\u90e8\u5316\u5185\u5b58<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5c06\u6587\u4ef6\u7cfb\u7edf\u89c6\u4e3a\u7ec8\u6781\u4e0a\u4e0b\u6587\uff01\u5b83\u5927\u5c0f\u65e0\u9650\u3001\u5929\u751f\u6301\u4e45\u5316\uff0c\u5e76\u4e14\u53ef\u4ee5\u76f4\u63a5\u7531 Agent \u64cd\u4f5c\u3002<\/p>\n\n <ul style=\"list-style-type: '\u2014 '; padding-left: 20px; margin: 0 0 1em 0; line-height: 1.8;\">\n <li style=\"margin-bottom: 5px;\">\u4f5c\u7528\uff1a \u6a21\u578b\u5b66\u4f1a\u4e86\u6309\u9700\u8bfb\u5199\u6587\u4ef6\uff0c\u5c06\u6587\u4ef6\u7cfb\u7edf\u4e0d\u4ec5\u7528\u4f5c\u5b58\u50a8\uff0c\u8fd8\u4f5c\u4e3a\u7ed3\u6784\u5316\u3001\u5916\u90e8\u5316\u7684\u5185\u5b58\u3002<\/li>\n <li>\u538b\u7f29\u7b56\u7565\uff1a \u603b\u662f\u53ef\u6062\u590d\u7684\u3002\u4f8b\u5982\uff0c\u7f51\u9875\u5185\u5bb9\u53ef\u4ee5\u4ece\u4e0a\u4e0b\u6587\u79fb\u9664\uff0c\u53ea\u8981 URL \u8fd8\u5728\uff0cAgent \u5c31\u80fd\u968f\u65f6\u201c\u56de\u5fc6\u201d\u8d77\u6765\u3002<\/li>\n <\/ul>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u56db\uff1a\u901a\u8fc7\u201c\u80cc\u8bf5\u201d\u6765\u64cd\u7eb5\u6ce8\u610f\u529b\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5728\u591a\u6b65\u590d\u6742\u4efb\u52a1\u4e2d\uff0cAgent \u5f88\u5bb9\u6613\u5728\u957f\u4e0a\u4e0b\u6587\u6216\u5de5\u5177\u8c03\u7528\u5faa\u73af\u4e2d**\u201c\u8dd1\u504f\u201d\u6216\u5fd8\u8bb0\u65e9\u671f\u76ee\u6807**\uff08\u5373\u201c\u8ff7\u5931\u5728\u4e2d\u95f4\u201d\u95ee\u9898\uff09\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u89e3\u51b3\u65b9\u6848\uff1a\u4e0d\u65ad\u91cd\u5199\u201cTodo List\u201d<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">Manus \u56e2\u961f\u523b\u610f\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u673a\u5236\uff1aAgent \u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u4f1a\u521b\u5efa\u4e00\u4e2a todo.md \u6587\u4ef6\uff0c\u5e76\u968f\u7740\u4efb\u52a1\u7684\u8fdb\u5c55\u4e00\u6b65\u6b65\u66f4\u65b0\uff0c\u5b8c\u6210\u4e00\u9879\u5c31\u52fe\u6389\u4e00\u9879\u3002<\/p>\n\n <p style=\"margin: 0 0 0 0; line-height: 1.8;\">\u76ee\u7684\uff1a \u901a\u8fc7\u4e0d\u65ad\u91cd\u5199\u5f85\u529e\u4e8b\u9879\u5217\u8868\uff0c\u5c06**\u201c\u5168\u7403\u8ba1\u5212\u201d\u4e0d\u65ad\u63a8\u5165\u6a21\u578b\u7684\u6700\u65b0\u6ce8\u610f\u529b\u8303\u56f4**\uff0c\u6709\u6548\u907f\u514d\u76ee\u6807\u9519\u4f4d\u548c\u201c\u8ff7\u5931\u5728\u4e2d\u95f4\u201d\u7684\u95ee\u9898\u3002<\/p>\n <\/div>\n\n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u4e94\uff1a\u522b\u9690\u85cf\u9519\u8bef\uff0c\u8ba9 Agent \u4ece\u201c\u9519\u8bef\u201d\u4e2d\u5b66\u4e60\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u5931\u8d25\u4e0d\u662f\u4f8b\u5916\uff0c\u800c\u662f\u591a\u6b65\u4efb\u52a1\u5faa\u73af\u7684\u4e00\u90e8\u5206\u3002 \u9690\u85cf\u9519\u8bef\uff08\u6e05\u7406\u8f68\u8ff9\u3001\u91cd\u8bd5\u52a8\u4f5c\uff09\u7684\u4ee3\u4ef7\u662f\uff1a\u62b9\u53bb\u8bc1\u636e\uff0c\u6a21\u578b\u65e0\u6cd5\u9002\u5e94\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u89e3\u51b3\u65b9\u6848\uff1a\u8ba9\u9519\u8bef\u7684\u5c1d\u8bd5\u7559\u5728\u4e0a\u4e0b\u6587\u4e2d<\/div>\n <p style=\"margin: 0 0 0 0; line-height: 1.8;\">\u5f53\u6a21\u578b\u770b\u5230\u4e00\u4e2a\u5931\u8d25\u7684\u52a8\u4f5c\uff0c\u4ee5\u53ca\u76f8\u5e94\u7684\u89c2\u5bdf\u6216\u5806\u6808\u8ddf\u8e2a\u65f6\uff0c\u5b83\u4f1a\u9690\u5f0f\u5730\u66f4\u65b0\u5176\u5185\u90e8\u4fe1\u5ff5\u3002\n\u8fd9\u4f1a\u4f7f\u5176\u5728\u672a\u6765\u51cf\u5c11\u7c7b\u4f3c\u52a8\u4f5c\u7684\u5c1d\u8bd5\uff0c\u4ece\u800c\u964d\u4f4e\u91cd\u590d\u76f8\u540c\u9519\u8bef\u7684\u53ef\u80fd\u6027\u3002<\/p>\n <\/div>\n \n <div style=\"margin-bottom: 30px;\">\n <div style=\"font-size: 1.5em; font-weight: 700; color: #000000; margin-bottom: 15px; border-bottom: 2px dashed #000000; padding-bottom: 5px;\">\n \u6838\u5fc3\u7ecf\u9a8c\u516d\uff1a\u5c0f\u5fc3\u201cFew-shot\u201d\u7684\u9677\u9631\n <\/div>\n \n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">Few-shot\uff08\u5c11\u91cf\u6837\u672c\u5b66\u4e60\uff09\u662f\u63d0\u9ad8 LLM \u8f93\u51fa\u7684\u5e38\u7528\u6280\u672f\uff0c\u4f46\u5728 Agent \u7cfb\u7edf\u4e2d\uff0c\u5b83\u53ef\u80fd\u4f1a\u4ee5\u5fae\u5999\u7684\u65b9\u5f0f\u9002\u5f97\u5176\u53cd\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u9677\u9631\uff1a\u8fc7\u5ea6\u6a21\u4eff\u5bfc\u81f4\u6f02\u79fb<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">\u8bed\u8a00\u6a21\u578b\u662f\u975e\u5e38\u4f18\u79c0\u7684\u6a21\u4eff\u8005\u3002\u5982\u679c\u4e0a\u4e0b\u6587\u5145\u6ee1\u4e86\u7c7b\u4f3c\u7684\u8fc7\u53bb\u52a8\u4f5c-\u89c2\u5bdf\u5bf9\uff0c\u6a21\u578b\u5c31\u4f1a\u503e\u5411\u4e8e\u9075\u5faa\u8fd9\u79cd\u6a21\u5f0f\uff0c\u5373\u4f7f\u5b83\u4e0d\u518d\u662f\u6700\u4f18\u7684\uff0c\u5bfc\u81f4\u6f02\u79fb\u3001\u8fc7\u5ea6\u6cdb\u5316\u6216\u5e7b\u89c9\u3002<\/p>\n\n <div style=\"font-weight: 700; color: #333; margin-bottom: 5px;\">\u89e3\u51b3\u65b9\u6848\uff1a\u5f15\u5165\u591a\u6837\u6027\uff08\u53ef\u63a7\u7684\u968f\u673a\u6027\uff09<\/div>\n <p style=\"margin: 0 0 1em 0; line-height: 1.8;\">Manus \u5728\u52a8\u4f5c\u548c\u89c2\u5bdf\u4e2d\u5f15\u5165\u5c11\u91cf\u7ed3\u6784\u5316\u53d8\u4f53\u2014\u2014\u4e0d\u540c\u7684\u5e8f\u5217\u5316\u6a21\u677f\u3001\u4e0d\u540c\u7684\u63aa\u8f9e\u3001\u987a\u5e8f\u6216\u683c\u5f0f\u4e0a\u7684\u5fae\u5c0f\u566a\u97f3\u3002\n\u8fd9\u79cd\u53d7\u63a7\u7684\u968f\u673a\u6027\u6709\u52a9\u4e8e\u6253\u7834\u6a21\u5f0f\uff0c\u8c03\u6574\u6a21\u578b\u7684\u6ce8\u610f\u529b\u3002<\/p>\n\n <p style=\"margin: 0 0 0 0; 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