{"id":23912,"date":"2026-05-05T14:58:07","date_gmt":"2026-05-05T06:58:07","guid":{"rendered":"https:\/\/www.orczhou.com\/?p=23912"},"modified":"2026-06-28T17:44:15","modified_gmt":"2026-06-28T09:44:15","slug":"how-my-agent-works","status":"publish","type":"post","link":"https:\/\/www.orczhou.com\/index.php\/2026\/05\/how-my-agent-works\/","title":{"rendered":"\u6211\u7684 Agent \u67b6\u6784 1.0"},"content":{"rendered":"\n\n\n\n

\u672c\u6587\u6863\u8bb0\u5f55\u6211\u5f53\u524d\u4f7f\u7528\u7684 Agent \u67b6\u6784\u60c5\u51b5\uff0c\u4ee5\u4fbf\u540e\u7eed\u67e5\u9605\u3001\u4fee\u6539\u4e0e\u8c03\u6574\u3002<\/p>\n\n\n\n

1. \u5728 OpenClaw \u4e0a\u7684 Agent <\/h3>\n\n\n\n

\u76ee\u524d\uff0c\u5728 OpenClaw \u4e0a\u5171\u6709 4 \u4e2a Agent \u5206\u522b\u662f\uff1a<\/p>\n\n\n\n

Agent ID<\/th>\u98de\u4e66\u673a\u5668\u4eba<\/th>\u6982\u8ff0<\/th><\/tr><\/thead>
main<\/td>Mike<\/td>\u9ed8\u8ba4\u4e3b agent\uff0c\u4e3b\u8981\u6709\u4e09\u4e2a\u529f\u80fd\uff1a
* \u4f5c\u4e3a\u4e3b agent \uff0c\u6709\u975e\u5e38\u5b8c\u6574\u7684\u6743\u9650\u7ba1\u7406\u7cfb\u7edf
* \u4f5c\u4e3a\u7ba1\u7406\u65e5\u5386\u7684\u5165\u53e3\uff0c\u65e5\u5e38\u65e5\u5386\u4f1a\u4ece\u8fd9\u91cc\u6dfb\u52a0
* \u4f5c\u4e3a\u5907\u5fd8\u5f55\/\u8bb0\u4e8b\u672c\u5165\u53e3\uff0c\u65e5\u5e38\u7684\u96f6\u6563\u8bb0\u5f55\u5165\u53e3\u5728\u8fd9\u91cc<\/td><\/tr>
english<\/td>Echo<\/td>\u4e2a\u4eba\u82f1\u8bed\u4f7f\u7528\u76f8\u5173\u7684Agent\uff0c\u53ef\u4ee5\u81ea\u52a8\u6dfb\u52a0\u5355\u8bcd\u5230\u8bcd\u8868\u4e2d<\/td><\/tr>
family-magazine<\/td>Maga<\/td>\u8fd9\u662f\u4e00\u4e2a\u4e4b\u524d\u5c1d\u8bd5\u5236\u4f5c\u4e2a\u4eba\u5bb6\u5ead\u6742\u5fd7\u7684 Agent<\/td><\/tr>
openclaw-codex<\/td>Clark<\/td>\u8be5 Agent \u53ef\u4ee5\u5728\u672c\u5730\u6267\u884c Codex \u53bb\u5b8c\u6210 long-running \u4efb\u52a1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u8fd9\u91cc\u7684\u98de\u4e66\u673a\u5668\u4eba\u547d\u4ee4\uff0c\u6545\u610f\u4f7f\u7528\u4e86 Agent ID \u7684\u7b2c\u4e00\u4e2a\u5b57\u6bcd\uff0c\u8fd8\u6bd4\u8f83\u6709\u610f\u601d\u3002\u5176\u4e2d\uff0c\u201cClark\u201d \u662f Superman \u7684\u540d\u5b57\uff0c\u5e0c\u671b Codex \u80fd\u591f\u50cf Superman \u4e00\u6837\u5f3a\u5927\u3002<\/p>\n\n\n\n

2. \u8fd0\u884c\u73af\u5883\u8bf4\u660e<\/h3>\n\n\n\n

\u4e3a\u4e86\u4fdd\u969c\u5b89\u5168\u6027\u3001\u9690\u79c1\u6027\uff0c\u6240\u4ee5\u6211\u7684 Agent \u90fd\u6ca1\u6709\u8fd0\u884c\u5728\u672c\u5730\uff0c\u800c\u662f\u8fd0\u884c\u5728\u4e00\u53f0\u8fdc\u7a0b\u7684 EC2 \u4e0a\uff0c\u7136\u540e\u901a\u8fc7 ssh \u8fdb\u884c\u7ba1\u7406\u3002EC2 \u4e0a\u8fd0\u884c\u4e86\u4e00\u4e2a OpenClaw\uff0c\u5176\u4e2d\u5b89\u88c5\u4e86\u4e0a\u8ff0\u56db\u4e2a Agent\u3002\u6b64\u5916\uff0cEC2 \u4e0a\u8fd8\u5b89\u88c5\u4e86 Codex\uff0cCodex \u7684\u8fd0\u884c\u8fd9\u91cc\u4f7f\u7528\u4e86\u4e24\u79cd\u8fd0\u884c\u6a21\u5f0f\uff0c\u4e00\u4e2a\u662f\u7ec8\u7aef\u76f4\u63a5\u8fd0\u884c\uff0c\u901a\u8fc7 screen \u76f4\u63a5\u5728\u7ec8\u7aef\u8fd0\u884c\u4e86\u4e00\u4e2a Codex \u8fdb\u7a0b\uff0c\u6b64\u5916\uff0c\u8fd8\u901a\u8fc7 OpenClaw \u7684 Agent \uff08openclaw-codex\uff09\u53ef\u4ee5\u8c03\u7528 Codex \u3002\u5f53\u524d\u7684 Codex \u4e3b\u8981\u5728\u4ed3\u5e93 for-codex-task<\/a> \u4e0a\u8fd0\u884c\uff0c\u4ed3\u5e93\u4e2d\u7684 AGENTS.md \u4f1a\u5b9a\u4e49 Codex \u7684\u884c\u4e3a\uff0c\u8fd9\u4e3b\u8981\u662f\u4e00\u4e2a\u8c03\u7814\u7c7b\u7684 Agent\u3002<\/p>\n\n\n\n

                                          Zex \/ Zhenxing\n                                             |\n           +---------------------------------+---------------------------------+\n           |                                 |                                 |\n           v                                 v                                 v\n   +----------------------+        +----------------------+        +----------------------+\n   | IM Entry Points      |        | SSH                  |        | Web GitHub Admin     |\n   |                      |        |                      |        |                      |\n   | Feishu \/ WeChat      |        | Remote shell access  |        | View \/ edit repo     |\n   | Chat-based control   |        | EC2 operations       |        | Define Agent behavior|\n   +----------------------+        +----------------------+        +----------------------+\n           |                                 |                                 |\n           | Manage OpenClaw                 | Manage EC2                      | View outputs\n           |                                 |                                 | Edit AGENTS.md\n           v                                 v                                 v\n   +-----------------------------------------------------------+    +--------------------------+\n   | Remote EC2 Instance                                       |    | GitHub Repository        |\n   |                                                           |    |                          |\n   |   OpenClaw                                                |    | for-codex-task           |\n   |      ^                                                    |    |                          |\n   |      | Feishu \/ WeChat management entrypoints             |    | Independent from EC2     |\n   |      |                                                    |    | Defines Agent behavior   |\n   |      +-- main \/ Mike                                      |    | via AGENTS.md            |\n   |      |     +-- Master agent                               |    | Stores \/ exposes         |\n   |      |     +-- Permission management                      |    | Agent running results    |\n   |      |     +-- Calendar entry point                       |    +--------------------------+\n   |      |     +-- Memo \/ notebook entry point                |                ^\n   |      |                                                    |                |\n   |      +-- english \/ Echo                                   |                |\n   |      |     +-- Personal English agent                     |                |\n   |      |     +-- Vocabulary list automation                 |                |\n   |      |                                                    |                |\n   |      +-- family-magazine \/ Maga                           |                |\n   |      |     +-- Family magazine experiment                 |                |\n   |      |                                                    |                |\n   |      +-- openclaw-codex \/ Clark                           |                |\n   |            +-- Invokes Codex                              |                |\n   |            +-- Handles long-running tasks                 |                |\n   |                                                           |                |\n   |   Codex                                                   |                |\n   |      |                                                    |                |\n   |      +-- Mode 1: Terminal process                         |                |\n   |      |     +-- Running directly in screen                 |                |\n   |      |                                                    |                |\n   |      +-- Mode 2: OpenClaw Agent                           |                |\n   |      |     +-- Invoked by openclaw-codex \/ Clark          |                |\n   |      |                                                    |                |\n   |      +-- Working repo on EC2                              |                |\n   |            |                                              |                |\n   |            +-- for-codex-task                             |                |\n   |                  |                                        |                |\n   |                  +-- Synced with GitHub repository -------+----------------+\n   |                  |     +-- pull AGENTS.md \/ tasks         |\n   |                  |     +-- push Agent running results     |\n   |                  |                                        |\n   |                  +-- AGENTS.md                            |\n   |                        +-- Defines Codex behavior         |\n   |                        +-- Mainly research-oriented       |\n   +-----------------------------------------------------------+<\/code><\/pre>\n\n\n\n
3. \u6539\u8fdb@20260515<\/h3>\n\n\n\n
3.1 \u4e00\u4e2a\u4ed3\u5e93\u6240\u6709\u7684\u6587\u4ef6<\/h4>\n\n\n\n
\u5f53\u524d\uff0c\u6211\u628a\u6240\u6709\u7684\u6587\u6863\u90fd\u653e\u5728\u4e86\u4e00\u4e2a GitHub \u4ed3\u5e93\u4e2d\uff0c\u7136\u540e\u8ba9 Codex \u6839\u636e\u4e0d\u540c\u7684\u4efb\u52a1\u7c7b\u578b\u5c06\u6587\u4ef6\u90fd\u653e\u5728\u8fd9\u4e2a\u4ed3\u5e93\u4e2d\uff0c\u5e76\u901a\u8fc7\u4e0d\u540c\u7684\u76ee\u5f55\u6765\u8fdb\u884c\u7ba1\u7406\u3002<\/p>\n\n\n\n
\u4f8b\u5982\uff0c\u6211\u7684\u4ed3\u5e93\u5305\u62ec\u4e86\uff1a\u72ec\u7acb\u65b0\u77e5\u8bc6\u5b66\u4e60\u7684\u76ee\u5f55\uff08\u4f8b\u5982Iceberg\uff09\u3001\u7cfb\u7edf\u65b9\u5411\u5b66\u4e60\u76ee\u5f55\uff08\u4f8b\u5982 memory\u3001\u5982\u4f55\u4f7f\u7528 codex\u7b49\uff09\u3001\u672a\u5206\u7c7b\u7684\u4e34\u65f6\u4e3b\u9898\u76ee\u5f55\uff08\u8fd9\u4e2a\u76ee\u5f55\u53ef\u80fd\u662f\u6309\u7167\u65f6\u95f4\u7ec4\u7ec7\u7684\uff09\u3002<\/p>\n\n\n\n
\u8fd9\u79cd\u65b9\u5f0f\uff0c\u5f53\u6bcf\u6b21\u90fd\u662f\u7ed9\u51fa\u72ec\u7acb\u7684\u3001\u5c0f\u578b\u7684\u4efb\u52a1\u7684\u65f6\u5019\uff0c\u662f\u6ca1\u95ee\u9898\u7684\u3002\u5e76\u4e14\u7ba1\u7406\u548c\u4f7f\u7528\u8d77\u6765\u975e\u5e38\u65b9\u4fbf\uff0c\u4e00\u4e2a Agent \u5b8c\u6210\u6240\u6709\u7684\u5de5\u4f5c\u3002\u4f46\u662f\uff0c\u5f53\u5e0c\u671b\u7cfb\u7edf\u7684\u3001\u7ecf\u5e38\u7684\u5728\u67d0\u4e00\u4e2a\u4e3b\u9898\u4e0a\u5de5\u4f5c\u5c31\u4e0d\u662f\u5f88\u65b9\u4fbf\u4e86\u3002\u4f8b\u5982\uff0c\u6211\u60f3\u5728\u67d0\u4e2a\u76ee\u5f55\u4e0b\uff08memory \u4e3b\u9898\u3001Iceberg\u4e3b\u9898\uff09\u6301\u7eed\u8c03\u7814\uff0c\u8fd9\u65f6\u5019\u5c31\u4e0d\u662f\u5f88\u65b9\u4fbf\u4e86\u3002<\/p>\n\n\n\n
\u6240\u4ee5\uff0c\u8fd9\u91cc\u505a\u4e86\u4e00\u4e2a\u6539\u8fdb\uff1a\u5c06\u72ec\u7acb\u7684\u3001\u957f\u671f\u7684\u4e3b\u9898\u72ec\u7acb\u51fa\u6765\uff0c\u4ee5\u72ec\u7acb\u7684 Agent \u8fd0\u884c\u3002<\/p>\n\n\n\n
3.2 \u957f\u671f\u4e3b\u9898\u4f7f\u7528\u72ec\u7acb\u7684 Agent <\/h4>\n\n\n\n
<\/p>\n\n\n\n
4. Long-Running Task<\/h3>\n\n\n\n
\u73b0\u5728\u4e00\u4e2a Code \u7684\u4efb\u52a1\u5927\u6982 5 \u5206\u949f\u5de6\u53f3\u3002\u5f88\u96be\u4e00\u6b21\u8ba9\u6267\u884c\u66f4\u957f\u65f6\u95f4\uff0c\u800c\u4e14\uff0c\u7b80\u5355\u7684\u5f53\u4e2a\u4efb\u52a1\u8ba9\u5176\u5b8c\u6210\u66f4\u957f\u7684\u4efb\u52a1\uff0c\u5b9e\u73b0\u7684\u6548\u679c\u4e5f\u4e0d\u4f1a\u5f88\u597d\u3002<\/p>\n\n\n\n
\u90a3\u4e48\uff0c\u600e\u4e48\u8bbe\u8ba1\u9762\u76f8\u4e0e AI \u7684 Long-Running Task \u5462\uff1f <\/p>\n\n\n\n
\u4e00\u4e2a\u57fa\u7840\u7684\u7b56\u7565\u662f\uff1a<\/p>\n\n\n\n
    \n
  • \u4e8b\u5148\u5199\u66f4\u591a\u7684\u95ee\u9898\u80cc\u666f\u3001\u8981\u6c42<\/li>\n\n\n\n
  • \u4e8b\u5148\u7f16\u5199 review Agent \u7684\u8981\u6c42\uff0c\u7136\u540e\u8fdb\u5165\uff0c\u6267\u884c -> Review -> \u4fee\u590d -> Review \u7684\u6d41\u7a0b \u4ece\u800c\u5b9e\u73b0 Long-Running <\/li>\n<\/ul>\n\n\n\n
    <\/p>\n\n\n\n
    Lessons I learned<\/h3>\n\n\n\n
    \u4e0d\u8981\u5728\u4e00\u4e2a\u5927\u201c\u4e0a\u4e0b\u6587\u201d\u91cc\u9762\u505a\u4e00\u4e2a\u5c0f\u4e8b\u60c5<\/h4>\n\n\n\n
    \u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u975e\u5e38\u5927\u7684 Git \u4ed3\u5e93\u4e0b\u9762\uff0c\u67d0\u6b21\u8c03\u7528\u53ea\u662f\u5b8c\u6210\u4e00\u4e2a\u5c0f\u7684\u529f\u80fd\u3002\u8fd9\u65f6\u5019\uff0cAI \u5f88\u5bb9\u6613\u56e0\u4e3a\u8981\u8bfb\u53d6\u6574\u4e2a\u76ee\u5f55\uff08\u6216\u8005\u7ed3\u6784\uff09\uff0c\u7136\u540e\u53d7\u5230\u4e00\u4e9b\u770b\u4f3c\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u4ece\u800c\u5bfc\u81f4\u4e0a\u4e0b\u6587\u88ab\u201c\u6c61\u67d3\u201d\u3002\u800c\u8ba9 AI \u7684\u6ce8\u610f\u529b\u88ab\u5206\u6563\uff0c\u7ed3\u679c\u901a\u5e38\u662f\uff0c\u4e8b\u60c5\u53ef\u4ee5\u88ab\u5b8c\u6210\uff0c\u4f46\u662f\u9700\u8981\u66f4\u957f\u65f6\u95f4\uff0c\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n
    \u786e\u5b9a\u975e\u5e38\u9ad8\u7684\u4e8b\u60c5\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u201c\u7a0b\u5e8f\u201d\u3001\u201c\u6d41\u7a0b\u201d\u5b8c\u6210<\/h4>\n\n\n\n
    \u5bf9\u4e8e\u786e\u5b9a\u6027\u975e\u5e38\u7684\u4e8b\u60c5\u6216\u8005\u6d41\u7a0b\uff0c\u6700\u597d\u8ba9\u201c\u7a0b\u5e8f\u201d\u6765\u5b8c\u6210\uff0c\u800c\u4e0d\u662f AI\u3002\u8fd9\u4e2a\u201c\u7a0b\u5e8f\u201d\u53ef\u80fd\u662f\u4e00\u4e2a\u76f4\u63a5\u7684\u811a\u672c\u6216\u8005\u4e00\u4e2a SKILL\uff0c\u8ba9 AI \u8c03\u7528\uff0c\u4f46\u662f\u4e0d\u8981\u8ba9 AI \u6765\u53bb\u505a\uff0cAI \u505a\u7684\u8bdd\uff0c\u5219\u4f1a\u56e0\u4e3a\u8fc7\u5206\u8003\u8651\u5404\u79cd\u60c5\u51b5\uff0c\u800c\u8bbe\u8ba1\uff08\u901a\u5e38\u8fd8\u4f1a\u4e0d\u65ad\u5730\u6539\u8fdb\uff09\u975e\u5e38\u590d\u6742\u7684\u6d41\u7a0b\u53bb\u5b8c\u6210\u3002<\/p>\n\n\n\n
    \u4e0d\u8981\u8fc7\u5206\u8ffd\u5de5\u5177\uff0c\u800c\u662f\u4e13\u6ce8\u4e8e\u76ee\u6807\u4e0e\u4efb\u52a1<\/h4>\n\n\n\n
    \u5728\u6700\u521d\uff08\u751a\u81f3\u5f88\u957f\u65f6\u95f4\u4ee5\u5185\uff09\uff0c\u5c31\u7b97\u4e00\u822c\u7684\u5de5\u5177\u80fd\u529b\u90fd\u662f\u8d85\u51fa\u201c\u9700\u6c42\u201d\u7684\u3002\u4f8b\u5982\uff0cDeepSeek \u3001Qwen\u3001Douban \u90fd\u5df2\u7ecf\u53ef\u4ee5\u89e3\u51b3\u7edd\u5927\u6570\u573a\u666f\u4e86\uff0c\u800c\u4e0d\u4e00\u5b9a\u8981\u4f7f\u7528 ChatGPT \u3001 opus \u6216\u8005 Gemini\u3002\u5f53\u4f60\u719f\u6089\u4e86\u8fd9\u4e9b\u5de5\u5177\u5982\u4f55\u5b8c\u6210\u4f60\u7684\u4efb\u52a1\u4e4b\u540e\uff0c\u8fd9\u65f6\u5019\u5c31\u53ef\u4ee5\u518d\u5c1d\u8bd5\u5982\u4f55\u4f7f\u7528\u6700 SOTA \u7684\u5de5\u5177\u53bb\u505a\u4e8b\u60c5\u4e86\u3002<\/p>\n\n\n\n
    \u628a\u5927\u4efb\u52a1\u5206\u6210\u5c0f\u4efb\u52a1\u3001\u591a\u6b65\u9aa4<\/h4>\n\n\n\n
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    \u7ed9 long-running \u7f16\u5199\u66f4\u597d\u7684 Spec <\/h4>\n","protected":false},"excerpt":{"rendered":"
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