{"id":219,"date":"2025-12-21T22:31:25","date_gmt":"2025-12-21T14:31:25","guid":{"rendered":"https:\/\/www.xiewuyi.com\/?p=219"},"modified":"2025-12-21T22:31:26","modified_gmt":"2025-12-21T14:31:26","slug":"%e6%b7%b1%e5%ba%a6%e6%8b%86%e8%a7%a3-manus-%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/www.xiewuyi.com\/index.php\/2025\/12\/21\/%e6%b7%b1%e5%ba%a6%e6%8b%86%e8%a7%a3-manus-%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b\/","title":{"rendered":"\u6df1\u5ea6\u62c6\u89e3 Manus \u4e0a\u4e0b\u6587\u5de5\u7a0b"},"content":{"rendered":"\n

\u5728 AI Agent \u8d5b\u9053\u4e0a\uff0cManus \u4f5c\u4e3a\u901a\u7528 Agent\uff0c\u80fd\u4ee5\u60ca\u4eba\u7684\u901f\u5ea6\u5904\u7406\u957f\u7a0b\u4efb\u52a1\uff08Long-horizon Tasks\uff09\uff0c\u5f97\u76ca\u4e8e\u5176\u7cbe\u5999\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u8bbe\u8ba1\u3002<\/p>\n\n\n\n

\u5f88\u591a\u5f00\u53d1\u8005\u5728\u4f7f\u7528 Agent \u65f6\u90fd\u6709\u4e24\u4e2a\u75db\u70b9\uff1a\u8d8a\u7528\u8d8a\u6162<\/strong>\uff08\u9996\u5b57\u751f\u6210\u5ef6\u8fdf\u53d8\u9ad8\uff09\u548c\u8d8a\u7528\u8d8a\u7b28<\/strong>\uff08\u4e0a\u4e0b\u6587\u8fc7\u957f\u5bfc\u81f4\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u4e0b\u964d\uff09\u3002\u901a\u5e38\u7684\u89e3\u51b3\u65b9\u6848\u662f RAG \u6216\u8005\u7cbe\u7b80 Prompt\u3002<\/p>\n\n\n\n

\u4f46 Manus \u8d70\u4e86\u4e00\u6761\u5b8c\u5168\u4e0d\u540c\u7684\u8def\u3002<\/p>\n\n\n\n

\u5728\u6df1\u5165\u4f7f\u7528Manus\u5e76\u7814\u7a76\u4e86 Manus \u7684\u5b98\u65b9\u6280\u672f\u535a\u5ba2\u3001\u6838\u5fc3\u56e2\u961f\u8bbf\u8c08\u540e\uff0c\u6211\u53d1\u73b0 Manus \u7684\u6838\u5fc3\u7406\u5ff5\u53ef\u4ee5\u7528\u4e00\u4e2a\u8ba1\u7b97\u673a\u7cfb\u7edf\u9690\u55bb\u6765\u6982\u62ec\uff1a<\/p>\n\n\n\n

Context Window\uff08\u4e0a\u4e0b\u6587\u7a97\u53e3\uff09\u662f\u6781\u5176\u6602\u8d35\u4e14\u9ad8\u901f\u7684 RAM\uff08\u5185\u5b58\uff09\uff0c\u800c Linux \u6c99\u7bb1\u7684\u6587\u4ef6\u7cfb\u7edf\u662f HDD\uff08\u786c\u76d8\uff09\u3002<\/strong><\/p>\n\n\n\n

\u8bb8\u591a\u5f00\u53d1\u8005\u72af\u7684\u6839\u672c\u9519\u8bef\uff0c\u662f\u8bd5\u56fe\u628a\u6240\u6709\u7684\u4e0a\u4e0b\u6587\uff08\u6d77\u91cf\u6587\u6863\u3001\u4ee3\u7801\u5e93\u3001\u7f51\u9875\u5168\u6587\uff09\u90fd\u585e\u8fdb RAM \u91cc\u3002\u8fd9\u4e0d\u4ec5\u4f1a\u5bfc\u81f4\u7cfb\u7edf\u5d29\u6e83\uff08Context Overflow\uff09\uff0c\u66f4\u4f1a\u8ba9 CPU \u8fc7\u70ed\u964d\u9891\uff08\u6ce8\u610f\u529b\u5206\u6563\u3001\u63a8\u7406\u53d8\u6162\uff09\u3002<\/p>\n\n\n\n

Manus \u7684\u505a\u6cd5\u6781\u5176\u514b\u5236\uff1aRAM \u91cc\u53ea\u653e\u5f53\u524d\u6b63\u5728\u8fd0\u884c\u7684\u201c\u7a0b\u5e8f\u6307\u4ee4\u201d\uff0c\u6240\u6709\u7684\u6570\u636e\u90fd\u5728\u786c\u76d8\u91cc\u3002<\/strong><\/p>\n\n\n\n

\u672c\u6587\u5c06\u4ece\u5de5\u7a0b\u67b6\u6784\u89d2\u5ea6\uff0c\u62c6\u89e3 Manus \u5982\u4f55\u901a\u8fc7\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002<\/p>\n\n\n\n

\u901f\u5ea6\u9b54\u6cd5\u2014\u2014\u6781\u81f4\u7684 KV-Cache \u4eb2\u548c\u67b6\u6784<\/h3>\n\n\n\n

Manus \u4e4b\u6240\u4ee5\u5feb\uff0c\u4e0d\u662f\u56e0\u4e3a\u5b83\u7528\u7684\u6a21\u578b\u6bd4 Claude \u5feb\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u6781\u81f4\u5730\u5229\u7528\u4e86\u63a8\u7406\u7f13\u5b58<\/strong>\u3002\u5728 Manus \u7684\u5de5\u7a0b\u54f2\u5b66\u91cc\uff0c\u201c\u7f13\u5b58\u547d\u4e2d\u7387\u201d\u662f\u7b2c\u4e00\u4f18\u5148\u7ea7<\/strong>\u3002<\/p>\n\n\n\n

1. \u9ec4\u91d1\u6cd5\u5219\uff1aStable Prefixes\uff08\u7a33\u5b9a\u524d\u7f00\uff09<\/h4>\n\n\n\n

\u8981\u7406\u89e3 Manus \u7684\u901f\u5ea6\uff0c\u5fc5\u987b\u5148\u7406\u89e3\u5927\u6a21\u578b\u63a8\u7406\u7684\u5e95\u5c42\u673a\u5236\u2014\u2014KV-Cache\uff08\u5168\u79f0 Key-Value Cache\uff0c\u952e\u503c\u7f13\u5b58\uff09<\/strong>\u3002<\/p>\n\n\n\n

\u5728 Transformer \u67b6\u6784\u4e2d\uff0c\u6a21\u578b\u751f\u6210\u6bcf\u4e00\u4e2a Token \u65f6\uff0c\u90fd\u9700\u8981\u8ba1\u7b97\u8fd9\u4e2a Token \u4e0e\u4e4b\u524d\u6240\u6709 Token \u7684\u201c\u6ce8\u610f\u529b\u5173\u7cfb\u201d\u3002\u5982\u679c\u4e0d\u505a\u4f18\u5316\uff0c\u751f\u6210\u7b2c 100 \u4e2a\u8bcd\u65f6\u9700\u8981\u91cd\u65b0\u8ba1\u7b97\u524d 99 \u4e2a\u3002KV-Cache \u5c31\u50cf\u662f**\u201c\u8ba1\u7b97\u7ed3\u679c\u7684\u5b58\u6863\u201d**\uff0c\u5b83\u7f13\u5b58\u4e86\u4e4b\u524d\u7684 Key \u548c Value \u5411\u91cf\uff0c\u8ba9\u6a21\u578b\u53ea\u9700\u8ba1\u7b97\u6700\u65b0\u7684\u90a3\u4e00\u4e2a\uff0c\u907f\u514d\u91cd\u590d\u8ba1\u7b97\uff0c\u4ece\u800c\u663e\u8457\u52a0\u901f\u6587\u672c\u751f\u6210\u8fc7\u7a0b\uff0c\u540c\u65f6\u7528\u989d\u5916\u5185\u5b58\u6362\u53d6\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n

\u4f46 KV-Cache \u6709\u4e00\u4e2a\u81f4\u547d\u5f31\u70b9\uff1a\u7275\u4e00\u53d1\u800c\u52a8\u5168\u8eab\u3002<\/p>\n\n\n\n

\u6ce8\u610f\u529b\u673a\u5236\u662f\u56e0\u679c\u76f8\u5173\u7684\u3002\u53ea\u8981 Prompt \u7684\u5f00\u5934\u53d8\u4e86\u4e00\u4e2a\u5b57\uff0c\u540e\u9762\u6240\u6709\u5185\u5bb9\u7684\u8bed\u4e49\u73af\u5883\u5c31\u53d8\u4e86\uff0c\u5bfc\u81f4\u540e\u7eed\u6240\u6709\u7684 KV-Cache \u5168\u90e8\u5931\u6548\u3002<\/p>\n\n\n\n

\u56e0\u6b64\uff0cManus \u4e25\u683c\u9075\u5b88**\u201c\u9759\u6001\u4e0e\u52a8\u6001\u5206\u79bb\u201d**\u539f\u5219\uff1a<\/p>\n\n\n\n

    \n
  • \u9759\u6001\u533a<\/strong>\uff1aSystem Prompt\u3001\u5de5\u5177\u5b9a\u4e49\uff08Tool Definitions\uff09\u88ab\u201c\u9501\u6b7b\u201d\u5728 Prompt \u6700\u9876\u7aef<\/strong>\uff0c\u5b57\u8282\u7ea7\u4e0d\u53d8\u3002<\/li>\n\n\n\n
  • \u52a8\u6001\u533a<\/strong>\uff1a\u7528\u6237 Query\u3001\u5f53\u524d\u65f6\u95f4\u3001\u72b6\u6001\u66f4\u65b0\uff0c\u88ab\u4e25\u683c\u653e\u7f6e\u5728 Prompt \u7684\u672b\u5c3e<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n

    \u53cd\u9762\u6559\u6750\uff1a<\/strong> \u4e00\u4e9b\u5f00\u53d1\u8005\u4e60\u60ef\u5728 System Prompt \u7b2c\u4e00\u884c\u5199 Current Time: 2024-12-17 10:00:01<\/code>\u3002\u8fd9\u4e00\u79d2\u7684\u53d8\u52a8\uff0c\u4f1a\u5bfc\u81f4\u663e\u5b58\u91cc\u5b58\u597d\u7684\u51e0\u5343\u4e2a Token \u7684\u5de5\u5177\u5b9a\u4e49\u7f13\u5b58\u77ac\u95f4\u4f5c\u5e9f\uff0c\u6a21\u578b\u5fc5\u987b\u91cd\u65b0\u8ba1\u7b97\u6240\u6709 Token \u7684Q K V\uff0c\u54cd\u5e94\u5ef6\u8fdf\u76f4\u63a5\u589e\u52a0\u6570\u79d2\u3002<\/p>\n\n\n\n

    2. Soft Masking\uff08\u8f6f\u5c4f\u853d\uff09\u2014\u2014 \u4ece API \u5c42\u9762\u5e72\u9884\u201c\u5927\u8111\u201d<\/h4>\n\n\n\n

    \u4e00\u4e2a\u901a\u7528 Agent \u53ef\u80fd\u62e5\u6709 50+ \u4e2a\u5de5\u5177\u3002\u4e3a\u4e86\u8282\u7701 Token\uff0c\u4f20\u7edf\u505a\u6cd5\u662f\u5220\u9664\u770b\u4f3c\u4e0d\u7528\u7684\u5de5\u5177\u5b9a\u4e49\u3002\u4f46\u8fd9\u4f1a\u7834\u574f Cache\u3002<\/p>\n\n\n\n

    Manus \u91c7\u7528\u7684\u662f Soft Masking\uff08\u8f6f\u5c4f\u853d\uff09<\/strong> \u6280\u672f\u3002\u8fd9\u5e76\u4e0d\u662f\u4fee\u6539 Prompt\uff0c\u800c\u662f\u5229\u7528\u4e86 LLM \u63a8\u7406 API \u7684\u5e95\u5c42\u7279\u6027\u3002<\/p>\n\n\n\n

      \n
    • \u539f\u7406\uff1a LLM \u5728\u751f\u6210\u4e0b\u4e00\u4e2a Token \u4e4b\u524d\uff0c\u4f1a\u8ba1\u7b97\u8bcd\u8868\u4e2d\u6bcf\u4e00\u4e2a\u8bcd\u7684 Logits\uff08\u672a\u5f52\u4e00\u5316\u7684\u6982\u7387\u503c\uff09\uff0c\u7136\u540e\u901a\u8fc7 Softmax \u5c42\u8f6c\u5316\u4e3a\u6982\u7387\u3002 \u76ee\u524d\u4e3b\u6d41\u7684\u63a8\u7406 API\uff08\u5982 OpenAI, Anthropic\uff09\u90fd\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53c2\u6570\uff08\u901a\u5e38\u53eb logit_bias\uff09\uff0c\u5141\u8bb8\u7528\u6237\u5728 Softmax \u4e4b\u524d\uff0c\u4eba\u4e3a\u5730\u7ed9\u7279\u5b9a Token \u7684 Logits \u52a0\u4e0a\u4e00\u4e2a\u6570\u503c\u3002<\/li>\n\n\n\n
    • Manus \u7684\u505a\u6cd5\uff1a \u5b83\u59cb\u7ec8\u4fdd\u7559\u6240\u6709 50+ \u4e2a\u5de5\u5177\u7684\u5b9a\u4e49\uff08\u4fdd\u4f4f Cache\uff09\u3002\u4f46\u5728\u63a8\u7406\u65f6\uff0c\u5982\u679c\u5f53\u524d\u4efb\u52a1\u4e0d\u9700\u8981 stock_price \u5de5\u5177\uff0c\u7cfb\u7edf\u4f1a\u5728 API \u8c03\u7528\u4e2d\uff0c\u5c06\u89e6\u53d1\u8be5\u5de5\u5177\u540d\u79f0\u7684 Token \u7684 Logit Bias \u8bbe\u4e3a -100\uff08\u8d1f\u65e0\u7a77\uff09\u3002<\/li>\n\n\n\n
    • \u6548\u679c\uff1a \u867d\u7136\u6a21\u578b\u8111\u5b50\u91cc\u77e5\u9053\u6709\u8fd9\u4e2a\u5de5\u5177\uff08Context \u91cc\u6709\uff09\uff0c\u4f46\u5b83\u5728\u7269\u7406\u4e0a\u65e0\u6cd5\u8f93\u51fa\u8c03\u7528\u8be5\u5de5\u5177\u7684 Token\u3002<\/li>\n<\/ul>\n\n\n\n

      \u8fd9\u662f\u4e00\u79cd\u9ad8\u9636\u7684 Trade-off\uff1a\u5b81\u613f\u6d6a\u8d39\u4e00\u70b9 Token\uff08\u4fdd\u7559\u957f Prompt\uff09\uff0c\u4e5f\u8981\u6362\u53d6\u6781\u81f4\u7684 Cache \u547d\u4e2d\u7387\u548c\u96f6\u5ef6\u8fdf\u7684\u5de5\u5177\u5207\u6362\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n

      \u5bb9\u91cf\u9b54\u6cd5 \u2014\u2014 \u5206\u5c42\u52a8\u4f5c\u7a7a\u95f4<\/h3>\n\n\n\n

      \u5982\u679c\u4e0a\u4e0b\u6587\u53ea\u80fd\u8ffd\u52a0\u4e0d\u80fd\u4fee\u6539\uff0cToken \u4e0d\u4f1a\u5f88\u5feb\u7206\u6ee1\u5417\uff1fManus \u7684\u89e3\u51b3\u65b9\u6848\u662f\u5206\u5c42\u52a8\u4f5c\u7a7a\u95f4\uff08Layered Action Space\uff09<\/strong>\uff0c\u5e76\u5c06\u201c\u8bb0\u5fc6\u201d\u5378\u8f7d\u5230 Linux \u73af\u5883\u4e2d\u3002<\/p>\n\n\n\n

      1. \u4e3a\u4ec0\u4e48 Linux \u6587\u4ef6\u7cfb\u7edf\u662f\u66f4\u597d\u7684\u201c\u6570\u636e\u5e93\u201d\uff1f<\/h4>\n\n\n\n

      \u4f20\u7edf RAG \u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\u3002\u5b83\u5c06\u6587\u672c\u5207\u7247\uff08Chunks\uff09\uff0c\u901a\u8fc7\u8bed\u4e49\u76f8\u4f3c\u5ea6\u8fdb\u884c\u68c0\u7d22\u3002\u8fd9\u5728\u95ee\u7b54\u573a\u666f\u5f88\u6709\u6548\uff0c\u4f46\u5728 Agent \u7f16\u5199\u590d\u6742\u9879\u76ee\u65f6\uff0cLinux \u6587\u4ef6\u7cfb\u7edf\uff08File System\uff09\u8868\u73b0\u5f97\u8fdc\u6bd4 RAG \u4f18\u8d8a\u3002<\/p>\n\n\n\n

      A. \u5c42\u7ea7\u7ed3\u6784 vs. \u6241\u5e73\u5207\u7247<\/p>\n\n\n\n

      Linux \u6587\u4ef6\u7cfb\u7edf\u662f\u6811\u72b6\u7684\uff08Root -> Directories -> Files\uff09\u3002<\/p>\n\n\n\n

        \n
      • \u8fd9\u79cd\u7ed3\u6784\u672c\u8eab\u5c31\u643a\u5e26\u4e86\u5de8\u5927\u7684\u4fe1\u606f\u91cf\u3002\u4f8b\u5982\uff0c\/src\/utils\/math.py<\/code> \u548c \/src\/tests\/test_math.py<\/code>\uff0c\u8def\u5f84\u672c\u8eab\u5c31\u544a\u8bc9\u4e86\u6a21\u578b\u54ea\u4e2a\u662f\u529f\u80fd\u4ee3\u7801\uff0c\u54ea\u4e2a\u662f\u6d4b\u8bd5\u4ee3\u7801\u3002<\/li>\n\n\n\n
      • RAG \u5c06\u6587\u6863\u5207\u788e\u540e\u6253\u5e73\uff0c\u4e22\u5931\u4e86\u8fd9\u79cd\u201c\u4f4d\u7f6e\u5373\u8bed\u4e49\u201d\u7684\u5c42\u7ea7\u4e0a\u4e0b\u6587\u3002<\/li>\n<\/ul>\n\n\n\n

        B. \u7cbe\u51c6\u5339\u914d vs. \u6a21\u7cca\u8bed\u4e49<\/p>\n\n\n\n

        \u5f53 Agent \u60f3\u8981\u627e def calculate_loss \u51fd\u6570\u65f6\uff0cgrep \u80fd 100% \u627e\u5230\u5b83\u3002<\/p>\n\n\n\n

          \n
        • \u539f\u7406<\/strong>\uff1agrep<\/code> \u57fa\u4e8e\u5b57\u7b26\u7684\u7cbe\u51c6\u5339\u914d\u3002\u4ee3\u7801\u662f\u4e25\u8c28\u7684\u7b26\u53f7\u7cfb\u7edf\uff0c\u5bb9\u4e0d\u5f97\u534a\u70b9\u201c\u6a21\u7cca\u201d\u3002<\/li>\n\n\n\n
        • RAG \u7684\u7f3a\u9677<\/strong>\uff1a\u5411\u91cf\u68c0\u7d22\u57fa\u4e8e\u201c\u8bed\u4e49\u76f8\u4f3c\u201d\u3002\u5f53\u4f60\u641c calculate_loss<\/code>\uff0cRAG \u53ef\u80fd\u4f1a\u8fd4\u56de compute_cost<\/code> \u6216\u8005 gradient_descent<\/code> \u7684\u89e3\u91ca\u6587\u6863\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u8bed\u4e49\u4e0a\u5f88\u50cf\u3002\u4f46\u8fd9\u5bf9\u4e8e\u7f16\u8bd1\u5668\u6765\u8bf4\u662f\u9519\u8bef\u7684\u3002\u5728\u4ee3\u7801\u5de5\u7a0b\u4e2d\uff0c\u7cbe\u51c6\u7684 grep<\/code> \u8fdc\u80dc\u4e8e\u5411\u91cf\u68c0\u7d22\u3002<\/strong><\/li>\n<\/ul>\n\n\n\n

          C. \u52a8\u6001\u8f68\u8ff9<\/p>\n\n\n\n

          RAG \u7d22\u5f15\u901a\u5e38\u662f\u6ede\u540e\u7684\uff08\u7d22\u5f15\u9700\u8981\u65f6\u95f4\uff09\u3002\u800c Agent \u9700\u8981\u7684\u662f\u5b9e\u65f6\u8bb0\u5fc6\u3002<\/p>\n\n\n\n

            \n
          • \u5f53 Agent \u521a\u8fd0\u884c\u5b8c\u4e00\u4e2a\u811a\u672c\u62a5\u9519\u4e86\uff0c\u9519\u8bef\u65e5\u5fd7\u5199\u5728\u4e86 .\/error.log<\/code> \u91cc\u3002<\/li>\n\n\n\n
          • \u6587\u4ef6\u7cfb\u7edf\u80fd\u77ac\u95f4\u6355\u83b7\u8fd9\u4e2a\u201c\u52a8\u6001\u8f68\u8ff9\u201d\u3002Agent \u4e0b\u4e00\u6b65\u7acb\u523b cat .\/error.log<\/code> \u5c31\u80fd\u770b\u5230\u6700\u65b0\u7684\u72b6\u6001\u3002\u800c RAG \u6b64\u65f6\u6839\u672c\u6765\u4e0d\u53ca\u7d22\u5f15\u8fd9\u4e2a\u521a\u4ea7\u751f\u7684\u6587\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n

            2. \u4e09\u5c42\u67b6\u6784\u8bbe\u8ba1<\/h4>\n\n\n\n
              \n
            • Layer 1: Core (RAM)<\/strong>\uff1aLLM \u672c\u4f53\u4ec5\u6301\u6709\u7ea6 20 \u4e2a\u539f\u5b50\u5de5\u5177\uff08Read, Write, Search\uff09\u3002<\/li>\n\n\n\n
            • Layer 2: Sandbox (HDD)<\/strong>\uff1a\u5229\u7528\u4e91\u7aef Linux \u6c99\u7bb1\u4f5c\u4e3a\u201c\u65e0\u9650\u5916\u6302\u5185\u5b58\u201d\u3002\u68c0\u7d22\u9760 grep<\/code>\uff0c\u5b58\u50a8\u9760\u6587\u4ef6\u5199\u5165\u3002<\/li>\n\n\n\n
            • Layer 3: Sensors (Internet)<\/strong>\uff1a\u6d4f\u89c8\u5668\u6293\u53d6\u7f51\u9875\u540e\uff0c\u7ecf\u8fc7\u6e05\u6d17\u8f6c\u6362\u4e3a Markdown<\/strong>\uff08\u800c\u975e\u539f\u59cb HTML\uff09\uff0c\u4e0d\u4ec5\u53bb\u566a\uff0c\u8fd8\u80fd\u8282\u7701 50% \u4ee5\u4e0a\u7684 Token\u3002<\/li>\n<\/ul>\n\n\n\n

              3. \u6838\u5fc3\u6280\u6cd5\uff1a\u53ef\u9006\u538b\u7f29<\/h4>\n\n\n\n

              \u8fd9\u662f Manus \u80fd\u591f\u5904\u7406\u8d85\u957f\u4efb\u52a1\u7684\u5173\u952e\u6280\u672f\u3002<\/p>\n\n\n\n

              \u5f53 Agent \u7f16\u5199\u4ee3\u7801\u65f6\uff0c\u5982\u679c\u5c06\u751f\u6210\u7684 500 \u884c\u4ee3\u7801\u76f4\u63a5\u7559 Context \u91cc\uff0c\u51e0\u8f6e\u5bf9\u8bdd\u540e Context \u5c31\u4f1a\u7206\u70b8\u3002Manus \u91c7\u7528\u4e86\u4e00\u79cd\u201c\u5077\u6881\u6362\u67f1\u201d\u7684\u7b56\u7565\uff1a<\/p>\n\n\n\n

              \u538b\u7f29\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n

                \n
              1. \u6a21\u578b\u6267\u884c write_file(path=\"\/src\/main.py\", content=\"...500 lines of code...\")<\/code>\u3002<\/li>\n\n\n\n
              2. \u6587\u4ef6\u88ab\u771f\u5b9e\u5199\u5165 Linux \u6c99\u7bb1\u3002<\/li>\n\n\n\n
              3. \u5173\u952e\u6b65\u9aa4<\/strong>\uff1a\u5728\u6784\u5efa\u4e0b\u4e00\u8f6e\u5bf9\u8bdd\u7684 Prompt \u65f6\uff0c\u7cfb\u7edf\u4f1a\u5c06\u5386\u53f2\u8bb0\u5f55\u4e2d\u7684 content<\/code> \u53c2\u6570\u5265\u79bb<\/strong>\uff0c\u66ff\u6362\u4e3a\u4e00\u4e2a\u5360\u4f4d\u7b26\u6216\u8def\u5f84\u5f15\u7528\u3002\n
                  \n
                • \u539f\u59cb\u4ea4\u4e92<\/em>\uff1aAI: call write_file(path=\"\/src\/main.py\", content=\"import os...\")<\/code><\/li>\n\n\n\n
                • \u538b\u7f29\u540e\u7684\u5386\u53f2<\/em>\uff1aAI: call write_file(path=\"\/src\/main.py\", content=\"<file_content_saved_to_disk>\")<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n

                  \u89e3\u538b\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n

                  \u56e0\u4e3a\u6587\u4ef6\u771f\u5b9e\u5b58\u5728\u4e8e\u6c99\u7bb1\u91cc\uff08HDD\uff09\uff0c\u6570\u636e\u5e76\u6ca1\u6709\u4e22\u5931\uff0c\u53ea\u662f\u4ece RAM\uff08Context\uff09\u79fb\u51fa\u53bb\u4e86\u3002\u5f53\u6a21\u578b\u540e\u7eed\u9700\u8981\u4fee\u6539\u4ee3\u7801\u65f6\uff0c\u5b83\u4f1a\u4e3b\u52a8\u8c03\u7528 read_file(path=”\/src\/main.py”)\uff0c\u6b64\u65f6\u7cfb\u7edf\u518d\u628a\u5185\u5bb9\u4ece\u786c\u76d8\u8bfb\u8fdb RAM\u3002<\/p>\n\n\n\n

                  System Prompt \u62c6\u89e3<\/h3>\n\n\n\n

                  Manus \u7684 Syestem Prompt \u5e76\u975e\u53ea\u6709\u4e00\u53e5 “You are a helpful assistant”\uff0c\u800c\u662f\u4e00\u4e2a\u4e25\u5bc6\u7684\u72b6\u6001\u673a\u811a\u672c<\/strong>\u3002<\/p>\n\n\n\n

                  1. \u5f3a\u5236\u601d\u8003<\/h4>\n\n\n\n

                  \u5728 Prompt \u4e2d\u5f3a\u8c03\uff1a<\/p>\n\n\n\n

                  \n

                  “You must always think before you act. Output your thoughts in <thought> tags.”<\/p>\n<\/blockquote>\n\n\n\n

                  \u8fd9\u4e0d\u4ec5\u4ec5\u662f\u4e3a\u4e86 Chain-of-Thought\uff08\u601d\u7ef4\u94fe\uff09\u5e26\u6765\u7684\u51c6\u786e\u7387\u63d0\u5347\uff0c\u66f4\u662f\u4e00\u4e2a\u5de5\u7a0b\u4f0f\u7b14\u3002<\/p>\n\n\n\n

                  \u5728 Context \u6781\u5ea6\u7d27\u5f20\u65f6\uff0c\u7cfb\u7edf\u53ef\u4ee5\u901a\u8fc7\u6b63\u5219\u8868\u8fbe\u5f0f\u5b89\u5168\u5730\u5220\u9664\u5386\u53f2\u8bb0\u5f55\u4e2d\u7684 <thought>…<\/thought> \u5185\u5bb9\uff0c\u53ea\u4fdd\u7559 Action\u3002\u56e0\u4e3a <thought> \u662f\u8fc7\u7a0b\uff0cAction \u662f\u7ed3\u679c\u3002\u8fc7\u7a0b\u53ef\u5220\uff0c\u7ed3\u679c\u5fc5\u987b\u4fdd\u7559\u3002<\/p>\n\n\n\n

                  2. \u5931\u8d25\u6062\u590d\u6a21\u5f0f\u4e0e\u591a\u8f6e\u5faa\u73af\u673a\u5236<\/h4>\n\n\n\n

                  \u5728 Prompt \u4e2d\u5199\u9053\uff1a<\/p>\n\n\n\n

                  \n

                  “If a tool fails, analyze the error message in your <thought>, propose a fix, and try again.”<\/p>\n<\/blockquote>\n\n\n\n

                  \u8fd9\u4e2a\u6307\u4ee4\u662f\u5982\u4f55\u751f\u6548\u7684\uff1f<\/p>\n\n\n\n

                  \u8fd9\u5e76\u975e\u8981\u6c42 AI \u5728\u4e00\u6b21\u751f\u6210\u4e2d\u5b8c\u6210\u201c\u6267\u884c+\u62a5\u9519+\u5206\u6790\u201d\u3002\u8fd9\u662f\u4e00\u4e2a\u591a\u8f6e\u4ea4\u4e92\uff08Multi-turn Interaction\uff09\u7684\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n

                    \n
                  1. Turn 1 (AI)<\/strong>: \u751f\u6210\u5de5\u5177\u8c03\u7528\u4ee3\u7801\u3002<\/li>\n\n\n\n
                  2. Runtime (Engine)<\/strong>: \u6267\u884c\u4ee3\u7801 -> \u5931\u8d25<\/strong> -> \u6355\u83b7 stderr\u3002<\/li>\n\n\n\n
                  3. Turn 2 (User\/System)<\/strong>: \u5c06\u9519\u8bef\u4fe1\u606f\u4f5c\u4e3a Message \u8fd4\u56de\u7ed9 Context\uff1a\u201cTool execution failed: [Error Trace]\u201d\u3002<\/li>\n\n\n\n
                  4. Turn 2 (AI)<\/strong>: \u6a21\u578b\u8bfb\u53d6\u5230\u6700\u65b0\u7684\u9519\u8bef\u4fe1\u606f\uff0c\u540c\u65f6\u56de\u6eaf System Prompt \u4e2d\u7684\u6307\u4ee4\uff08\u201cIf fails, analyze…\u201d\uff09\u3002\u4e8e\u662f\uff0c\u6a21\u578b\u9075\u5b88\u6307\u4ee4\uff0c\u5728\u8fd9\u4e00\u8f6e\u751f\u6210\u4e2d\uff0c\u5148\u5728 <thought> \u6807\u7b7e\u4e2d\u5206\u6790\u3001\u5b9a\u4e49\u4e25\u683c\u7684 JSON Schema \u679a\u4e3e\u503c\u3001\u5229\u7528 Logit Bias \u4ee5\u53ca\u5355\u6b65\u6267\u884c\u7b56\u7565\uff0c\u4eba\u4e3a\u5730\u628a\u6982\u7387\u6027\u7684 LLM \u964d\u7ef4\u6210\u786e\u5b9a\u6027\u7684\u201c\u72b6\u6001\u673a\u201d<\/strong>\u3002\u8ba9 Agent \u7684\u6bcf\u4e00\u6b21\u601d\u8003\u90fd\u7559\u4e0b\u53ef\u88ab\u89c2\u6d4b\u3001\u53ef\u88ab\u622a\u65ad\u3001\u53ef\u88ab\u538b\u7f29\u7684\u8f68\u8ff9\u3002<\/li>\n<\/ol>\n\n\n\n

                    \u7ed3\u8bed<\/h3>\n\n\n\n

                    \u672a\u6765\u7684 Agent \u5f00\u53d1\uff0c\u67d0\u79cd\u610f\u4e49\u4e0a\u662f\u5728\u5f00\u53d1\u4e00\u4e2a\u65b0\u7684\u64cd\u4f5c\u7cfb\u7edf\uff1aSystem Prompt \u662f\u5185\u6838\uff0cTools \u662f\u9a71\u52a8\uff0c\u800c Context \u662f\u88ab\u6781\u81f4\u7ba1\u7406\u7684\u5185\u5b58\uff08RAM\uff09\u3002<\/p>\n\n\n\n

                    \u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u73b0\u5728\u7684\u65b9\u5411\u5f88\u6e05\u6670\uff1a\u5c11\u505a\u4e00\u70b9 Prompt \u7684\u7384\u5b66\u5fae\u8c03\uff0c\u591a\u505a\u4e00\u70b9 Context \u7684\u7cfb\u7edf\u5de5\u7a0b\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"

                    \u5728 AI Agent \u8d5b\u9053\u4e0a\uff0cManus \u4f5c\u4e3a\u901a\u7528 Agent\uff0c\u80fd\u4ee5\u60ca\u4eba\u7684\u901f\u5ea6\u5904\u7406\u957f\u7a0b\u4efb\u52a1\uff08Long-hori […]<\/p>\n","protected":false},"author":1,"featured_media":220,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-219","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/posts\/219","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/comments?post=219"}],"version-history":[{"count":1,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/posts\/219\/revisions"}],"predecessor-version":[{"id":221,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/posts\/219\/revisions\/221"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/media\/220"}],"wp:attachment":[{"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/media?parent=219"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/categories?post=219"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.xiewuyi.com\/index.php\/wp-json\/wp\/v2\/tags?post=219"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}