{"id":12756,"date":"2026-03-18T14:27:54","date_gmt":"2026-03-18T03:27:54","guid":{"rendered":"https:\/\/geoffreychen.com\/?p=12756"},"modified":"2026-03-18T15:00:25","modified_gmt":"2026-03-18T04:00:25","slug":"cyfh66","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/cyfh66\/","title":{"rendered":"\u4ece OpenClaw \u5230 SmallClaw\u2014\u2014\u4e3a\u4ec0\u4e48 Agent \u6bd4\u804a\u5929\u5f0f AI \u66f4\u6d88\u8017 Token"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/i0.wp.com\/geoffreychen.com\/wp-content\/uploads\/2026\/03\/image-10.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-attachment-id=\"12760\" data-permalink=\"https:\/\/geoffreychen.com\/zh\/cyfh66\/image-50\/\" data-orig-file=\"https:\/\/i0.wp.com\/geoffreychen.com\/wp-content\/uploads\/2026\/03\/image-10.png?fit=1536%2C1024&amp;ssl=1\" data-orig-size=\"1536,1024\" data-comments-opened=\"0\" 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class=\"wp-block-paragraph\">OpenClaw \u5c31\u4e0d\u662f\u8fd9\u6837\u4e86\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u4ee5\u804a\u5929\u4e3a\u4e3b\u7684\u754c\u9762\uff0c\u800c\u662f\u4e00\u4e2a\u4ee5\u6267\u884c\u4efb\u52a1\u4e3a\u4e3b\u7684 agent 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class=\"wp-block-paragraph\">\u5728\u804a\u5929\u4ea7\u54c1\u91cc\uff0c\u4e0a\u4e0b\u6587\u4e3b\u8981\u662f\u8fde\u7eed\u7684\u8bed\u4e49\u6587\u672c\u3002\u5230\u4e86 OpenClaw \u8fd9\u91cc\uff0c\u4e0a\u4e0b\u6587\u91cc\u5f80\u5f80\u585e\u8fdb\u4e86\u5927\u91cf\u7ed3\u6784\u5316\u7684\u73af\u5883\u4fe1\u606f\uff0c\u5c24\u5176\u662f\u5728\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u573a\u666f\u4e0b\uff0c\u9875\u9762\u5feb\u7167\u672c\u8eab\u5c31\u53ef\u80fd\u5403\u6389\u975e\u5e38\u591a token\u3002\u4e00\u4e2a\u590d\u6742\u7f51\u9875\u4e0d\u662f\u4e00\u53e5\u201c\u8fd9\u91cc\u6709\u4e2a\u6309\u94ae\u201d\u5c31\u80fd\u8bf4\u6e05\u695a\u7684\uff0c\u5b83\u53ef\u80fd\u5305\u542b\u6210\u767e\u4e0a\u5343\u4e2a\u8282\u70b9\u3001\u5c5e\u6027\u3001\u5c42\u7ea7\u5173\u7cfb\u3001\u53ef\u4ea4\u4e92\u72b6\u6001\u3001\u6587\u672c\u7247\u6bb5\uff0c\u8fd8\u6709\u52a8\u6001\u66f4\u65b0\u4e4b\u540e\u7684\u5f15\u7528\u5173\u7cfb\u3002\u4e3a\u4e86\u8ba9\u6a21\u578b\u5224\u65ad\u8be5\u70b9\u54ea\u91cc\u3001\u8be5\u8f93\u4ec0\u4e48\u3001\u9875\u9762\u6709\u6ca1\u6709\u53d8\u5316\uff0c\u7cfb\u7edf\u5c31\u5f97\u628a\u8fd9\u4e9b\u73af\u5883\u4fe1\u606f\u63cf\u8ff0\u7ed9\u5b83\u3002\u4e8e\u662f\uff0c\u5927\u91cf token \u5e76\u4e0d\u662f\u82b1\u5728\u6700\u540e\u751f\u6210\u56de\u7b54\u4e0a\uff0c\u800c\u662f\u82b1\u5728\u8ba9\u6a21\u578b\u77e5\u9053\u201c\u73b0\u5728\u8fd9\u4e2a\u4e16\u754c\u957f\u4ec0\u4e48\u6837\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u5f88\u91cd\u8981\u3001\u4f46\u7ecf\u5e38\u88ab\u5ffd\u89c6\u7684\u7ec6\u8282\u2014\u2014\u7f51\u9875\u64cd\u4f5c\u4e0d\u662f\u9759\u6b62\u7684\uff0c\u800c\u662f\u4e0d\u65ad\u53d8\u5316\u7684\u3002\u5f88\u591a\u65f6\u5019\uff0c\u6a21\u578b\u521a\u6839\u636e\u5f53\u524d\u5feb\u7167\u9009\u4e2d\u4e86\u4e00\u4e2a\u5143\u7d20\u5e76\u6267\u884c\u70b9\u51fb\uff0c\u8fd9\u4e2a\u70b9\u51fb\u672c\u8eab\u5c31\u4f1a\u89e6\u53d1\u9875\u9762\u53d8\u5316\u3002\u8f7b\u4e00\u70b9\uff0c\u53ef\u80fd\u53ea\u662f\u5f39\u51fa\u4e00\u4e2a\u7a97\u53e3\uff0c\u5c55\u5f00\u4e00\u4e2a\u533a\u57df\uff0c\u6216\u8005\u8ba9\u6309\u94ae\u72b6\u6001\u53d1\u751f\u53d8\u5316\u3002\u91cd\u4e00\u70b9\uff0c\u53ef\u80fd\u5c31\u662f\u6574\u9875\u91cd\u65b0\u6e32\u67d3\u3001\u8def\u7531\u8df3\u8f6c\u3001\u8868\u5355\u5237\u65b0\u3001\u5f02\u6b65\u6570\u636e\u91cd\u65b0\u52a0\u8f7d\uff0c\u751a\u81f3\u8fde\u539f\u6765\u7684 DOM \u7ed3\u6784\u548c\u5143\u7d20\u5f15\u7528\u90fd\u5931\u6548\u4e86\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u7cfb\u7edf\u5c31\u4e0d\u80fd\u7ee7\u7eed\u4f9d\u8d56\u524d\u4e00\u4efd\u5feb\u7167\uff0c\u53ea\u80fd\u91cd\u65b0\u6293\u53d6\u5f53\u524d\u9875\u9762\u72b6\u6001\uff0c\u518d\u751f\u6210\u4e00\u4efd\u65b0\u7684\u7ed3\u6784\u5316\u5feb\u7167\uff0c\u7136\u540e\u628a\u8fd9\u4efd\u65b0\u5feb\u7167\u4ea4\u7ed9 LLM\uff0c\u8ba9\u5b83\u5224\u65ad\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u610f\u5473\u7740\uff0c\u4e00\u4e2a\u770b\u8d77\u6765\u5f88\u7b80\u5355\u7684\u70b9\u51fb\uff0c\u5728 agent runtime \u91cc\u5e76\u4e0d\u662f\u4e00\u4e2a\u5b64\u7acb\u52a8\u4f5c\uff0c\u5b83\u540e\u9762\u5f80\u5f80\u4f1a\u8fde\u5e26\u51fa\u65b0\u4e00\u8f6e\u89c2\u5bdf\u3001\u7406\u89e3\u548c\u51b3\u7b56\u3002\u65e7\u5feb\u7167\u7528\u6765\u5b9a\u4f4d\u52a8\u4f5c\uff0c\u65b0\u5feb\u7167\u7528\u6765\u786e\u8ba4\u7ed3\u679c\u5e76\u51b3\u5b9a\u4e0b\u4e00\u6b65\u3002\u5982\u679c\u9875\u9762\u53d8\u5316\u6bd4\u8f83\u5927\uff0c\u524d\u4e00\u8f6e\u91cc\u5f88\u591a\u4e0a\u4e0b\u6587\u5f88\u5feb\u5c31\u8fc7\u671f\u4e86\uff0c\u7cfb\u7edf\u53ea\u80fd\u628a\u65b0\u7684\u9875\u9762\u72b6\u6001\u3001\u6700\u65b0\u7684\u64cd\u4f5c\u7ed3\u679c\u548c\u5f53\u524d\u76ee\u6807\u91cd\u65b0\u9001\u5165\u6a21\u578b\uff0c\u8ba9\u5b83\u518d\u5efa\u7acb\u4e00\u904d\u5bf9\u73b0\u573a\u7684\u7406\u89e3\u3002\u6240\u4ee5\u7f51\u9875\u4ea4\u4e92\u91cc\u7684 token \u6d88\u8017\uff0c\u5f80\u5f80\u4e0d\u662f\u7b80\u5355\u7ebf\u6027\u589e\u52a0\uff0c\u800c\u66f4\u50cf\u662f\u9875\u9762\u6bcf\u52a8\u4e00\u6b21\uff0c\u73b0\u573a\u5c31\u8981\u91cd\u5efa\u4e00\u6b21\uff1b\u5feb\u7167\u4e00\u66f4\u65b0\uff0c\u4e0a\u4e0b\u6587\u53c8\u5f97\u91cd\u53d1\u4e00\u904d\u3002\u5728\u590d\u6742\u7f51\u7ad9\u4e0a\uff0c\u8fd9\u79cd\u5faa\u73af\u672c\u8eab\u5c31\u662f token \u6d88\u8017\u8fc5\u901f\u4e0a\u5347\u7684\u76f4\u63a5\u539f\u56e0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u4e2a\u5dee\u5f02\u5728\u4e8e\u8c03\u7528\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ChatGPT \u6216 Gemini \u7684\u5e38\u89c4\u5bf9\u8bdd\uff0c\u5927\u591a\u6570\u65f6\u5019\u8fd8\u662f\u4e00\u8f6e\u8f93\u5165\u5bf9\u5e94\u4e00\u8f6e\u8f93\u51fa\u3002\u5373\u4f7f\u540e\u53f0\u4e5f\u6709\u989d\u5916\u7f16\u6392\uff0c\u901a\u5e38\u4e5f\u662f\u6bd4\u8f83\u514b\u5236\u3001\u6bd4\u8f83\u53d7\u63a7\u7684\uff0c\u7528\u6237\u770b\u5230\u7684\u4ea4\u4e92\u5bc6\u5ea6\u5e76\u4e0d\u9ad8\u3002OpenClaw \u5219\u4e0d\u540c\uff0c\u4e00\u4e2a\u8868\u9762\u4e0a\u5f88\u7b80\u5355\u7684\u4efb\u52a1\uff0c\u5f80\u5f80\u4f1a\u88ab\u5c55\u5f00\u6210\u591a\u8f6e agent \u5faa\u73af\u3002\u6a21\u578b\u5148\u89c2\u5bdf\u9875\u9762\uff0c\u518d\u5224\u65ad\u5f53\u524d\u72b6\u6001\uff0c\u518d\u51b3\u5b9a\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\uff0c\u7136\u540e\u8bfb\u53d6\u5de5\u5177\u8fd4\u56de\uff0c\u518d\u5224\u65ad\u8fd9\u4e00\u6b65\u6709\u6ca1\u6709\u6210\u529f\uff0c\u518d\u751f\u6210\u4e0b\u4e00\u6b65\u52a8\u4f5c\u3002\u53ea\u8981\u7f51\u9875\u5728\u6267\u884c\u67d0\u4e2a\u52a8\u4f5c\u540e\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u8fd9\u4e2a\u5faa\u73af\u901a\u5e38\u5c31\u4e0d\u4f1a\u505c\u4e0b\u6765\uff0c\u800c\u662f\u7ee7\u7eed\u8fdb\u5165\u4e0b\u4e00\u8f6e\u6293\u53d6\u5feb\u7167\u3001\u63d0\u4ea4\u7ed9\u6a21\u578b\u3001\u9009\u62e9\u52a8\u4f5c\u3001\u6267\u884c\u52a8\u4f5c\u3001\u518d\u89c2\u5bdf\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\u4e00\u4e2a\u5faa\u73af\uff0c\u5728\u4e00\u6b21\u7528\u6237\u8bf7\u6c42\u91cc\u53ef\u80fd\u4f1a\u91cd\u590d\u5f88\u591a\u6b21\u3002\u7528\u6237\u8868\u9762\u4e0a\u53ea\u8bf4\u4e86\u4e00\u53e5\u201c\u5e2e\u6211\u767b\u5f55\u5e76\u8fdb\u5165\u8bbe\u7f6e\u9875\u9762\u201d\uff0c\u4f46\u7cfb\u7edf\u5185\u90e8\u53ef\u80fd\u5df2\u7ecf\u7ecf\u5386\u4e86\u6253\u5f00\u9875\u9762\u3001\u8bc6\u522b\u767b\u5f55\u5165\u53e3\u3001\u70b9\u51fb\u3001\u7b49\u5f85\u8df3\u8f6c\u3001\u91cd\u65b0\u6293\u53d6\u65b0\u9875\u9762\u5feb\u7167\u3001\u8bc6\u522b\u8f93\u5165\u6846\u3001\u8f93\u5165\u8d26\u53f7\u3001\u8f93\u5165\u5bc6\u7801\u3001\u70b9\u51fb\u63d0\u4ea4\u3001\u68c0\u6d4b\u9519\u8bef\u6216\u8005\u9a8c\u8bc1\u7801\u3001\u518d\u6293\u4e00\u6b21\u5feb\u7167\u3001\u518d\u505a\u4e0b\u4e00\u6b65\u5224\u65ad\u7b49\u4e00\u8fde\u4e32\u9636\u6bb5\u3002\u6bcf\u4e00\u4e2a\u9636\u6bb5\u90fd\u53ef\u80fd\u5bf9\u5e94\u4e00\u6b21\u65b0\u7684 LLM \u8c03\u7528\uff0c\u800c\u6bcf\u4e00\u6b21\u8c03\u7528\u53c8\u5f80\u5f80\u8981\u5e26\u4e0a\u65b0\u7684\u9875\u9762\u72b6\u6001\u548c\u524d\u9762\u7684\u64cd\u4f5c\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5 OpenClaw \u7684 token \u6210\u672c\uff0c\u4e0d\u53ea\u662f\u5355\u8f6e\u91cd\uff0c\u8f6e\u6570\u4e5f\u591a\u3002\u5982\u679c\u6bcf\u4e00\u8f6e\u90fd\u8981\u9644\u5e26\u9875\u9762\u5feb\u7167\u3001\u5de5\u5177\u8bf4\u660e\u3001\u5386\u53f2\u6b65\u9aa4\u548c\u4e2d\u95f4\u7ed3\u679c\uff0c\u90a3\u4e48\u5373\u4f7f\u5355\u8f6e\u6ca1\u6709\u5938\u5f20\u5230\u5931\u63a7\uff0c\u591a\u8f6e\u53e0\u52a0\u4e4b\u540e\u6210\u672c\u4e5f\u4f1a\u8fc5\u901f\u653e\u5927\u3002\u771f\u6b63\u8d35\u7684\uff0c\u5f88\u591a\u65f6\u5019\u4e0d\u662f\u67d0\u4e00\u6b21\u8c03\u7528\uff0c\u800c\u662f\u6574\u4e2a\u6267\u884c\u94fe\u6761\u91cc\u4e0d\u65ad\u91cd\u590d\u53d1\u751f\u7684\u4e0a\u4e0b\u6587\u91cd\u5efa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u4e2a\u5dee\u5f02\u5728\u4e8e\u6d41\u7a0b\u903b\u8f91\u5230\u5e95\u653e\u5728\u54ea\u91cc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u4eba\u559c\u6b22\u628a\u8fd9\u4e2a\u95ee\u9898\u6982\u62ec\u6210\u4e00\u53e5\u8bdd\u2014\u2014ChatGPT \u548c Gemini \u7684\u903b\u8f91\u4e3b\u8981\u5728 LLM \u91cc\uff0cOpenClaw \u7684\u903b\u8f91\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u5728 OpenClaw \u81ea\u5df1\u7684\u6d41\u7a0b\u903b\u8f91\u91cc\u3002\u8fd9\u4e2a\u8bf4\u6cd5\u6709\u4e00\u5b9a\u9053\u7406\uff0c\u4f46\u8fd8\u4e0d\u591f\u51c6\u786e\u3002\u66f4\u51c6\u786e\u4e00\u70b9\u8bf4\uff0cChatGPT \u548c Gemini \u5e76\u4e0d\u662f\u7eaf\u9760 LLM \u81ea\u5df1\u601d\u8003\uff0c\u800c\u662f\u628a\u5927\u91cf\u72b6\u6001\u7ba1\u7406\u3001\u6d41\u7a0b\u63a7\u5236\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\u548c\u7cfb\u7edf\u534f\u8c03\u5de5\u4f5c\u653e\u5728\u5e73\u53f0\u5c42\u5b8c\u6210\u4e86\u3002OpenClaw 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class=\"wp-block-paragraph\">\u7f51\u9875\u64cd\u4f5c\u5c31\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u7a0b\u5e8f\u5b8c\u5168\u53ef\u4ee5\u5148\u5728\u7cfb\u7edf\u5c42\u505a\u4e00\u8f6e\u5f88\u5f3a\u7684\u7b5b\u9009\uff0c\u8bc6\u522b\u5f53\u524d\u9875\u9762\u6700\u76f8\u5173\u7684\u533a\u57df\uff0c\u8fc7\u6ee4\u6389\u5927\u91cf\u65e0\u5173\u8282\u70b9\uff0c\u7a33\u5b9a\u5143\u7d20\u5f15\u7528\uff0c\u5408\u5e76\u91cd\u590d\u6587\u672c\uff0c\u628a\u6a21\u578b\u771f\u6b63\u9700\u8981\u9762\u5bf9\u7684\u5019\u9009\u5bf9\u8c61\u538b\u7f29\u5230\u4e00\u4e2a\u6bd4\u8f83\u5c0f\u7684\u96c6\u5408\u91cc\u3002\u5982\u679c\u8fd9\u4e00\u6b65\u505a\u5f97\u597d\uff0c\u6a21\u578b\u770b\u5230\u7684\u5c31\u4e0d\u662f\u6574\u4e2a\u9875\u9762\uff0c\u800c\u53ea\u662f\u4e00\u4e2a\u5df2\u7ecf\u9884\u5904\u7406\u8fc7\u7684\u53ef\u64cd\u4f5c\u6458\u8981\u3002\u8fd9\u6837\u4e00\u6765\uff0ctoken \u6d88\u8017\u4f1a\u660e\u663e\u4e0b\u964d\uff0c\u63a8\u7406\u4e5f\u4f1a\u66f4\u7a33\u5b9a\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u4ece\u5de5\u7a0b\u4e0a\u770b\uff0c\u8fd9\u91cc\u6709\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u5206\u754c\u7ebf\u3002\u804a\u5929\u4ea7\u54c1\u4f18\u5316\u7684\u91cd\u70b9\uff0c\u901a\u5e38\u662f\u5bf9\u8bdd\u538b\u7f29\u3001\u8bb0\u5fc6\u6458\u8981\u3001\u7cfb\u7edf\u8def\u7531\u548c\u56de\u7b54\u751f\u6210\u6548\u7387\u3002Agent \u4ea7\u54c1\u4f18\u5316\u7684\u91cd\u70b9\u5219\u66f4\u504f\u5411 context engineering\uff0c\u8bf4\u767d\u4e86\uff0c\u5c31\u662f\u600e\u6837\u8ba9\u6a21\u578b\u53ea\u770b\u5230\u5b8c\u6210\u5f53\u524d\u52a8\u4f5c\u6240\u5fc5\u9700\u7684\u4fe1\u606f\uff0c\u800c\u4e0d\u662f\u8ba9\u5b83\u80cc\u7740\u6574\u4e2a\u73b0\u573a\u5f80\u524d\u8d70\u3002\u524d\u8005\u4e3b\u8981\u89e3\u51b3\u7684\u662f\u8bed\u8a00\u5386\u53f2\u8d8a\u6765\u8d8a\u957f\uff0c\u540e\u8005\u4e3b\u8981\u89e3\u51b3\u7684\u662f\u73af\u5883\u72b6\u6001\u592a\u91cd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\uff0cOpenClaw \u7684\u9ad8 token 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class=\"wp-block-paragraph\">\u8fd9\u6837\u4e00\u6765\uff0c\u5f88\u591a\u4eca\u5929\u770b\u8d77\u6765\u7406\u6240\u5f53\u7136\u7684\u4e1c\u897f\uff0c\u540e\u9762\u90fd\u53ef\u80fd\u88ab\u6539\u5199\u3002\u7f51\u9875\u4e0d\u4e00\u5b9a\u8fd8\u8981\u628a\u201c\u7ed9\u4eba\u770b\u201d\u653e\u5728\u6700\u524d\u9762\uff0c\u5f88\u591a\u4ea4\u4e92\u4e5f\u4e0d\u4e00\u5b9a\u8fd8\u8981\u56f4\u7ed5\u53ef\u89c6\u754c\u9762\u6765\u7ec4\u7ec7\u3002\u6d4f\u89c8\u5668\u672c\u8eab\u4e5f\u8bb8\u8fd8\u4f1a\u7ee7\u7eed\u5b58\u5728\uff0c\u4f46\u5b83\u7684\u5185\u90e8\u7ed3\u6784\u3001\u524d\u7aef\u6846\u67b6\u5173\u6ce8\u7684\u91cd\u70b9\uff0c\u751a\u81f3\u6574\u4e2a Web \u7684\u4ea4\u4e92\u601d\u8def\uff0c\u90fd\u53ef\u80fd\u6162\u6162\u8f6c\u5411\u4e00\u79cd\u66f4\u9002\u5408\u673a\u5668\u7406\u89e3\u548c\u63a5\u7ba1\u7684\u65b9\u5411\u3002\u6240\u8c13\u65e0\u754c\u9762\uff0c\u6216\u8005\u4e13\u95e8\u9762\u5411 agent 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